validationLevels.py

# **************************************************************************
# *
# * Authors:     Carlos Oscar Sorzano (coss@cnb.csic.es)
# *
# * Unidad de  Bioinformatica of Centro Nacional de Biotecnologia , CSIC
# *
# * This program is free software; you can redistribute it and/or modify
# * it under the terms of the GNU General Public License as published by
# * the Free Software Foundation; either version 2 of the License, or
# * (at your option) any later version.
# *
# * This program is distributed in the hope that it will be useful,
# * but WITHOUT ANY WARRANTY; without even the implied warranty of
# * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
# * GNU General Public License for more details.
# *
# * You should have received a copy of the GNU General Public License
# * along with this program; if not, write to the Free Software
# * Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA
# * 02111-1307  USA
# *
# *  All comments concerning this program package may be sent to the
# *  e-mail address 'scipion@cnb.csic.es'
# *
# **************************************************************************

from validationReport import ValidationReport
import os
import sys
import math
import numpy as np
import re

import pyworkflow.plugin as pwplugin
from pyworkflow.project import Manager
from pyworkflow.utils.path import makePath, copyFile, cleanPath
import pyworkflow.utils as pwutils
from resourceManager import sendTo
, waitOutput, waitUntilFinishes
from pwem.convert.atom_struct import AtomicStructHandler
from validationReport import readMap, get_env_bool
import json
from tools import EMDButils
import xmipp3

import configparser

from tools.utils import saveIntermediateData
from bws_interpo.convert_eval_results import convert as convert_to_bws


config = configparser.ConfigParser()
config.read(os.path.join(os.path.dirname(__file__), 'config.yaml'))
use_slurm = get_env_bool('QUEUE_USE_SLURM') or config['QUEUE'].getboolean('USE_SLURM')
store_intermediate_data = get_env_bool('INTERMEDIATE_DATA_STORE_INTERMEDIATE_DATA') or config['INTERMEDIATE_DATA'].getboolean('STORE_INTERMEDIATE_DATA')
intermediate_data_final_path = os.getenv('INTERMEDIATE_DATA_DEST_PATH') or config['INTERMEDIATE_DATA'].get('DEST_PATH')


class OutOfChainsError(Exception):  # TODO: remove it when updating pwem repo
    pass


class OutOfAtomsError(Exception):  # TODO: remove it when updating pwem repo
    pass


# TODO: remove it when updating pwem repo
class UpdatedAtomicStructHandler(AtomicStructHandler):
    """
    Class that contain utilities to handle pdb/cif files.
    Updates: get the number of atoms in the structure and raise an error 
    when trying to write a structure with more tha 99999 atoms as a PDB file
    """

    def numberAtomsInStructure(self, structure, writeAsPdb=False):
        """
        Get number of atoms in the given structure.

        When using this function to write a PDB file (writeAsPdb=True) 
        and the number of atoms is greater than 99999 raises an OutOfAtomsError
        """
        atom_records = structure.get_atoms()
        n_atoms = len(list(atom_records))

        if writeAsPdb and n_atoms > 99999:
            raise OutOfAtomsError
        else:
            return n_atoms

    def writeAsPdb(self, pdbFile):
        """ 
        Save structure as PDB. Be aware that this is not a lossless conversion
        Returns False if conversion is not possible. 
        True otherwise.
        Updates: check that the number of atoms present in the structure
        is not greater than 99999.
        """
        # check input is not PDB
        if self.type == self.PDB:
            pass
        else:
            # rename long chains
            try:
                chainmap = self.renameChains(self.structure)
            except OutOfChainsError:
                print("Too many chains to represent in PDB format")
                return False

            for new, old in chainmap.items():
                # for new, old in list(chainmap.items()):
                if new != old:
                    print("Renaming chain {0} to {1}".format(old, new))

            # Get number of atoms
            try:
                atoms = self.numberAtomsInStructure(
                    self.getStructure(), writeAsPdb=True)
            except OutOfAtomsError:
                print("Too many atoms to represent in PDB format")
                return False

        self._write(pdbFile)

        return True


def usage(message=''):
    print("\nMake a Map Validation Report"
          "\n\n   -> scipion3 python validationLevels.py [opt1=val1 opt2=val2 ...] "
          "\n         EMDBid: EMD-28533"
          "\n         or"
          "\n         project:  myProject"
          "\n         doLevels: 0,1,A"
          "\n         isTest"
          "\n         LEVEL 0 ====="
          "\n            map:  mymap.mrc"
          "\n            sampling:  1 [A]"
          "\n            threshold:  0.03"
          "\n            resolution:  2 [A]"
          "\n         LEVEL 1 ====="
          "\n            map1:  mymap1.mrc"
          "\n            map2:  mymap2.mrc"
          "\n         LEVEL 2 ====="
          "\n            avgs:  myaverages.mrcs"
          "\n            avgSampling:  2 [A]"
          "\n            symmetry: c1"
          "\n         LEVEL 3 ====="
          "\n            particles:  myparticles.mrcs"
          "\n            ptclSampling:  1 [A]"
          "\n            kV:  300 [kV]"
          "\n            Cs:  2.7 [mm]"
          "\n            Q0:  0.1"
          "\n         LEVEL 4 ====="
          "\n            hasAngles:  yes"
          "\n         LEVEL 5 ====="
          '\n            micrographs:  dir/*.mrc'
          '\n            micSampling:  1 [A]'
          "\n         LEVEL A ====="
          '\n            atomicModel:  mymodel.pdb [or .cif]'
          '\n            doMultimodel:  yes # This method is computationally very expensive'
          "\n         LEVEL W ====="
          '\n            workflow:  workflow.json'
          "\n         LEVEL O ====="
          '\n            xlm:  xlm.txt'
          '\n'
          '\n            saxs: saxsCurve.dat'
          '\n'
          '\n            untiltedMic: untilted.mrc'
          '\n            tiltedMic: tilted.mrc'
          '\n            tiltkV: 300 [kV]'
          '\n            tiltCs: 2.7 [mm]'
          '\n            tiltQ0: 0.1'
          '\n            tiltSampling: 1 [A]'
          '\n            tiltAngle: 15 [degrees]'
          '\n            untiltedCoords: coords [.xmd from Xmipp or .json from Eman]'
          '\n            tiltedCoords: coords [.xmd from Xmipp or .json from Eman]'
          )
    message = "\n\n  >>  %s\n" % message if message != '' else ''
    print(message)
    sys.exit(1)
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=TestValidation map=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010948_XmippProtLocSharp/extra/sharpenedMap_1.mrc sampling=0.74 threshold=0.0025 resolution=2.6 map1=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010450_XmippProtReconstructHighRes/extra/Iter001/volume01.vol map2=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010450_XmippProtReconstructHighRes/extra/Iter001/volume02.vol avgs=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/012458_XmippProtCropResizeParticles/extra/output_images.stk avgSampling=1.24 symmetry=o particles=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010450_XmippProtReconstructHighRes/particles.sqlite ptclSampling=0.74 kV=300 Cs=2.7 Q0=0.1 hasAngles=yes micrographs="/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/006458_XmippProtMovieCorr/extra/*mic.mrc" micSampling=0.49 atomicModel=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/centered4V1W.pdb doMultimodel=yes workflow=http://nolan.cnb.csic.es/cryoemworkflowviewer/workflow/637ca2bbcd57e45e88f6fabb7f6b1095a3ca0de6 xlm=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/xlm.txt saxs=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/SASDE55.dat untiltedMic=/home/coss/scipion3/data/tests/eman/mics/ip3r10252011-0005_0-2.hdf tiltedMic=/home/coss/scipion3/data/tests/eman/mics/ip3r10252011-0005_10.hdf tiltkV=200 tiltCs=2 tiltQ0=0.1 tiltSampling=1.88 tiltAngle=60 untiltedCoords=/home/coss/scipion3/data/tests/eman/coords/ip3r10252011-0005_0-2_info.json tiltedCoords=/home/coss/scipion3/data/tests/eman/coords/ip3r10252011-0005_10_info.json
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=TestValidation map=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010948_XmippProtLocSharp/extra/sharpenedMap_1.mrc sampling=0.74 threshold=0.0025 resolution=2.6 map1=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010450_XmippProtReconstructHighRes/extra/Iter001/volume01.vol map2=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010450_XmippProtReconstructHighRes/extra/Iter001/volume02.vol avgs=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/012458_XmippProtCropResizeParticles/extra/output_images.stk avgSampling=1.24 symmetry=o particles=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/010450_XmippProtReconstructHighRes/particles.sqlite ptclSampling=0.74 kV=300 Cs=2.7 Q0=0.1 hasAngles=yes micrographs="/home/coss/ScipionUserData/projects/Example_10248_Scipion3/Runs/006458_XmippProtMovieCorr/extra/*mic.mrc" micSampling=0.49 atomicModel=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/centered4V1W.pdb doMultimodel=yes workflow=http://nolan.cnb.csic.es/cryoemworkflowviewer/workflow/637ca2bbcd57e45e88f6fabb7f6b1095a3ca0de6 saxs=/home/coss/ScipionUserData/projects/Example_10248_Scipion3/SASDE55.dat
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=Validation11337 map=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11337/emd_11337.map sampling=1.047 threshold=0.165 resolution=3.3 symmetry=c1  atomicModel=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11337/6zp7_updated.pdb doMultimodel=no map1=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11337/emd_11337_half_map_1.map map2=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11337/emd_11337_half_map_2.map
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=Validation22301 map=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB22301/emd_22301.map sampling=0.52 threshold=0.1 resolution=3.7 symmetry=c1  atomicModel=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB22301/6xs6_updated.cif doMultimodel=no
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=Validation22838 map=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB22838/emd_22838.map sampling=1.058 threshold=0.2 resolution=3.84 symmetry=c1  atomicModel=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB22838/7kec_updated.pdb doMultimodel=no
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=Validation11668 map=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11668/emd_11668.map sampling=0.492 threshold=0.15 resolution=1.15 symmetry=o  atomicModel=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11668/7a6a_updated.cif doMultimodel=no
    # ~/scipion3/scipion3 python ~/data/Dropbox/H/scipion-em-validation/validationLevels.py project=Validation11668_05 map=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11668/emd_11668.map sampling=0.492 threshold=0.05 resolution=1.15 symmetry=o  atomicModel=/home/coss/data/Dropbox/Aplicaciones/ShareLaTeX/MapValidation/EMDB11668/7a6a_updated.cif doMultimodel=no


if any(i in sys.argv for i in ['-h', '-help', '--help', 'help']):
    usage()

# Manager will help as to find paths, create project...
manager = Manager()

# used by the ProtImportVolumes protocol, volumes will be downloaded from EMDB
IMPORT_FROM_EMDB = 1
# Fixing some parameters depending on the arguments or taking the default ones
PROJECT_NAME = None
PATH_UPLOADS = None
PATH_LOGS = None
FNMAP = None
FN_METADATA = None
TS = None
MAPTHRESHOLD = None
MAPRESOLUTION = None
HASANGLES = False
doMultimodel = False
FNMODEL = None
JOB_NAME = None
JOB_DESCRIPTION = None
EMDB_ID = None
EMDB_ID_NUM = None
PDB_ID = None
IS_EMDB_ENTRY = False
LEVELS = None
PRIORITY_QUEUE = False

MAPCOORDX = None
MAPCOORDY = None
MAPCOORDZ = None
FNMAP1 = None
FNMAP2 = None
XLM = None
SAXS = None

UNTILTEDMIC = None
TILTEDMIC = None
TILTKV = None
TILTCS = None
TILTQ0 = None
TILTTS = None
TILTANGLE = None
UNTILTEDCOORDS = None
TILTEDCOORDS = None

IS_TEST = False

levels = []
# Validate inputs formats
wrongInputs = {'errors': [], 'warnings': []}

for arg in sys.argv:
    if arg.startswith('EMDBid='):
        IS_EMDB_ENTRY = True
        EMDB_ID = arg.split('EMDBid=')[1]
        EMDB_ID_NUM = EMDB_ID.replace("EMD-", "")
        PROJECT_NAME = EMDB_ID
    if arg.startswith('doLevels='):
        LEVELS = arg.split('doLevels=')[1]
    if arg.startswith('--isTest'):
        IS_TEST = True

if IS_EMDB_ENTRY:
    does_map_exist = EMDButils.does_map_exist(EMDB_ID_NUM)
    if does_map_exist[0]:
        TS, MAPTHRESHOLD, MAPRESOLUTION, map_metadata_response_code, map_metadata_response_text = EMDButils.get_map_metadata(
            EMDB_ID_NUM)
        if map_metadata_response_code == 200:
            levels.append('0')
            if (LEVELS and '1' in LEVELS) or (not LEVELS):
                if EMDButils.has_halfmaps(EMDB_ID_NUM):
                    levels.append('1')
            if (LEVELS and 'A' in LEVELS.upper()) or (not LEVELS):
                PDB_ID = EMDButils.has_atomicmodel(EMDB_ID_NUM)
                if PDB_ID:
                    levels.append('A')
        else:
            print('There was a problem retrieving metadata from map')
            print('Response code:', map_metadata_response_code)
            print('Response text:', map_metadata_response_text)
    else:
        print("There is no EMDB map with code %s" % EMDB_ID_NUM)
        print("Results of 'does_map_exist':")
        print('Response code:', does_map_exist[1])
        print('Response text:', does_map_exist[2])
else:
    PRIORITY_QUEUE = True
    for arg in sys.argv:
        if arg.startswith('project='):
            PROJECT_NAME = arg.split('project=')[1]
        if arg.startswith('map='):
            FNMAP = arg.split("map=")[1]
        if arg.startswith('sampling='):
            TS = float(arg.split("sampling=")[1])
        if arg.startswith('threshold='):
            MAPTHRESHOLD = float(arg.split("threshold=")[1])
        if arg.startswith('resolution='):
            MAPRESOLUTION = float(arg.split("resolution=")[1])
        if arg.startswith('mapCoordX='):
            MAPCOORDX = float(arg.split("mapCoordX=")[1])
        if arg.startswith('mapCoordY='):
            MAPCOORDY = float(arg.split("mapCoordY=")[1])
        if arg.startswith('mapCoordZ='):
            MAPCOORDZ = float(arg.split("mapCoordZ=")[1])
        if arg.startswith('map1='):
            FNMAP1 = arg.split("map1=")[1]
        if arg.startswith('map2='):
            FNMAP2 = arg.split("map2=")[1]
        if arg.startswith('avgs='):
            FNAVGS = arg.split("avgs=")[1]
        if arg.startswith('avgSampling='):
            TSAVG = float(arg.split("avgSampling=")[1])
        if arg.startswith('symmetry='):
            SYM = arg.split("symmetry=")[1]
        if arg.startswith('particles='):
            FNPARTICLES = arg.split("particles=")[1]
        if arg.startswith('ptclSampling='):
            TSPARTICLES = float(arg.split("ptclSampling=")[1])
        if arg.startswith('kV='):
            KV = float(arg.split("kV=")[1])
        if arg.startswith('Cs='):
            CS = float(arg.split("Cs=")[1])
        if arg.startswith('Q0='):
            Q0 = float(arg.split("Q0=")[1])
        if arg.startswith('hasAngles='):
            HASANGLES = arg.split("hasAngles=")[1]
        if arg.startswith('micrographs='):
            MICPATTERN = arg.split("micrographs=")[1]
        if arg.startswith('micSampling='):
            TSMIC = float(arg.split("micSampling=")[1])
        if arg.startswith('atomicModel='):
            FNMODEL = arg.split("atomicModel=")[1]
        if arg.startswith('workflow='):
            WORKFLOW = arg.split("workflow=")[1]
        if arg.startswith('xlm='):
            XLM = arg.split("xlm=")[1]
        if arg.startswith('saxs='):
            SAXS = arg.split("saxs=")[1]
        if arg.startswith('untiltedMic='):
            UNTILTEDMIC = arg.split("untiltedMic=")[1]
        if arg.startswith('tiltedMic='):
            TILTEDMIC = arg.split("tiltedMic=")[1]
        if arg.startswith('tiltkV='):
            TILTKV = float(arg.split("tiltkV=")[1])
        if arg.startswith('tiltCs='):
            TILTCS = float(arg.split("tiltCs=")[1])
        if arg.startswith('tiltQ0='):
            TILTQ0 = float(arg.split("tiltQ0=")[1])
        if arg.startswith('tiltSampling='):
            TILTTS = float(arg.split("tiltSampling=")[1])
        if arg.startswith('tiltAngle='):
            TILTANGLE = float(arg.split("tiltAngle=")[1])
        if arg.startswith('untiltedCoords='):
            UNTILTEDCOORDS = arg.split("untiltedCoords=")[1]
        if arg.startswith('tiltedCoords='):
            TILTEDCOORDS = arg.split("tiltedCoords=")[1]

        # Detect level
        argsPresent = [x.split('=')[0] for x in sys.argv]
        LEVEL0 = ["map", "sampling", "threshold", "resolution"]
        LEVEL1 = ["map1", "map2"]
        LEVEL2 = ["avgs", "avgSampling", "symmetry"]
        LEVEL3 = ["particles", "ptclSampling", "kV", "Cs", "Q0"]
        LEVEL4 = ["hasAngles"]
        LEVEL5 = ["micrographs", "micSampling"]
        LEVELA = ["atomicModel", "doMultimodel"]
        LEVELW = ["workflow"]
        LEVELOa = ["xlm"]
        LEVELOb = ["saxs"]
        LEVELOc = ["untiltedMic", "tiltedMic", "tiltkV", "tiltCs", "tiltQ0", "tiltSampling", "tiltAngle", "untiltedCoords",
                   "tiltedCoords"]

        def detectLevel(labels, args):
            retval = True
            for label in labels:
                if not label in args:
                    retval = False
                    break
            return retval
        if detectLevel(LEVEL0, argsPresent):
            levels.append("0")
        if detectLevel(LEVEL1, argsPresent) and detectLevel(LEVEL0, argsPresent):
            levels.append("1")
        if detectLevel(LEVEL2, argsPresent) and detectLevel(LEVEL0, argsPresent):
            levels.append("2")
        if detectLevel(LEVEL3, argsPresent) and detectLevel(LEVEL2, argsPresent):
            levels.append("3")
        if detectLevel(LEVEL4, argsPresent) and detectLevel(LEVEL3, argsPresent):
            levels.append("4")
        if detectLevel(LEVEL5, argsPresent) and detectLevel(LEVEL3, argsPresent):
            levels.append("5")
        if detectLevel(LEVELA, argsPresent) and detectLevel(LEVEL0, argsPresent):
            levels.append("A")
        if detectLevel(LEVELW, argsPresent):
            levels.append("W")
        if detectLevel(LEVELOa, argsPresent) and detectLevel(LEVELA, argsPresent):
            levels.append("O")
        # TODO check if detecting level A makes sense to execute level Ob (level Ob does not depend on the atomic model). Better detectLevel(LEVEL0, ...)?
        if detectLevel(LEVELOb, argsPresent) and detectLevel(LEVELA, argsPresent):
            if not "O" in levels:
                levels.append("O")
        # TODO check if detecting level A makes sense to execute level Oc (level Oc does not depend on the atomic model). Better detectLevel(LEVEL0, ...)?
        if detectLevel(LEVELOc, argsPresent) and detectLevel(LEVELA, argsPresent):
            if not "O" in levels:
                levels.append("O")

if len(levels) == 0 or not "0" in levels:
    usage()

# Get unique list of levels
levels = list(set(levels))

# Creating the project
projectDir = manager.getProjectPath(PROJECT_NAME)
if os.path.exists(projectDir):
    cleanPath(projectDir)
project = manager.createProject(PROJECT_NAME)
fnProjectDir = project.getPath()
os.chdir(fnProjectDir)

# check 'map' arg
if IS_EMDB_ENTRY:
    protImportMapChecker = project.newProtocol(
        pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
        importFrom=IMPORT_FROM_EMDB,
        emdbId=EMDB_ID_NUM)
    protImportMapChecker.setObjLabel('check format - import map from EMDB')
else:
    fnDir, fnBase = os.path.split(FNMAP)
    if MAPCOORDX is not None and MAPCOORDY is not None and MAPCOORDZ is not None:
        protImportMapChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
                                                   objLabel='check format - import map',
                                                   filesPath=os.path.join(
                                                       fnDir, FNMAP),
                                                   samplingRate=TS,
                                                   setOrigCoord=True,
                                                   x=MAPCOORDX,
                                                   y=MAPCOORDY,
                                                   z=MAPCOORDZ)
        protImportMapChecker.setObjLabel('check format - import map')
    else:
        protImportMapChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
                                                   filesPath=os.path.join(fnDir, FNMAP),
                                                   samplingRate=TS,
                                                   setOrigCoord=False)
        protImportMapChecker.setObjLabel('check format - import map')
if use_slurm:
    sendToSlurm(protImportMapChecker, priority=False if IS_EMDB_ENTRY else True)
project.launchProtocol(protImportMapChecker)
# waitOutput(project, protImportMapChecker, 'outputVolume')
waitUntilFinishes(project, protImportMapChecker)
if protImportMapChecker.isFailed():
    error_value = EMDB_ID if IS_EMDB_ENTRY else os.path.basename(FNMAP)
    wrongInputs['errors'].append(
        {'param': 'map', 'value': error_value, 'cause': 'There is a problem reading the volume map file'})

else:
    if IS_EMDB_ENTRY:
        FNMAP = os.path.join(
            project.getPath(), protImportMapChecker.outputVolume.getFileName())
        MAPCOORDX, MAPCOORDY, MAPCOORDZ = protImportMapChecker.outputVolume.getShiftsFromOrigin()
        MAPCOORDX = -1 * MAPCOORDX
        MAPCOORDY = -1 * MAPCOORDY
        MAPCOORDZ = -1 * MAPCOORDZ
        if '1' in levels:
            half_maps = EMDButils.download_emdb_halfmaps(
                EMDB_ID_NUM, protImportMapChecker._getExtraPath())
            fnMap1 = half_maps[0].replace('.gz', '')
            fnMap2 = half_maps[1].replace('.gz', '')
            if os.path.exists(os.path.join(project.getPath(), protImportMapChecker._getExtraPath(), fnMap1)) and os.path.exists(os.path.join(project.getPath(), protImportMapChecker._getExtraPath(), fnMap2)):
                protImportMapChecker.outputVolume.setHalfMaps([os.path.join(project.getPath(), protImportMapChecker._getExtraPath(
                ), fnMap1), os.path.join(project.getPath(), protImportMapChecker._getExtraPath(), fnMap2)])
                protImportMapChecker._store()
                FNMAP1 = os.path.join(
                    project.getPath(), protImportMapChecker._getExtraPath(), fnMap1)
                FNMAP2 = os.path.join(
                    project.getPath(), protImportMapChecker._getExtraPath(), fnMap2)

    # check if we can have a proper mask with the threshold specified
    protCreateMaskChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('xmipp3.protocols.protocol_preprocess', 'XmippProtCreateMask3D', doRaise=True),
                                                inputVolume=protImportMapChecker.outputVolume,
                                                threshold=MAPTHRESHOLD,
                                                doBig=True,
                                                doMorphological=True,
                                                elementSize=math.ceil(2/TS)) # Dilation by 2A
    protCreateMaskChecker.setObjLabel('check proper mask')
    if use_slurm:
        sendToSlurm(protCreateMaskChecker, priority=False if IS_EMDB_ENTRY else True)
    project.launchProtocol(protCreateMaskChecker)
    waitUntilFinishes(project, protCreateMaskChecker)

    M = readMap(protCreateMaskChecker.outputMask.getFileName()).getData()
    totalMass = np.sum(M)
    if not totalMass > 0:
        wrongInputs['errors'].append({'param': 'threshold', 'value': MAPTHRESHOLD,
                                     'cause': 'The mask obtained from the volume map is empty, try to lower the threshold value'})

if "1" in levels:
    # check 'map1' and 'map2' arg
    # 'map1'
    fnDir, fnBase = os.path.split(FNMAP1)
    if MAPCOORDX is not None and MAPCOORDY is not None and MAPCOORDZ is not None:
        protImportMap1Checker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
                                                    filesPath=fnDir,
                                                    filesPattern=FNMAP1,
                                                    samplingRate=TS,
                                                    setOrigCoord=True,
                                                    x=MAPCOORDX,
                                                    y=MAPCOORDY,
                                                    z=MAPCOORDZ)
        protImportMap1Checker.setObjLabel('check format - import half1')
    else:
        protImportMap1Checker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
                                                    filesPath=fnDir,
                                                    filesPattern=FNMAP1,
                                                    samplingRate=TS,
                                                    setOrigCoord=False)
        protImportMap1Checker.setObjLabel('check format - import half1')
    if user_slurm:
        sendToSlurm(protImportMap1Checker, priority=False if IS_EMDB_ENTRY else True)
    project.launchProtocol(protImportMap1Checker)
    # waitOutput(project, protImportMap1Checker, 'outputVolume')
    waitUntilFinishes(project, protImportMap1Checker)
    if protImportMap1Checker.isFailed():
        wrongInputs['errors'].append(
            {'param': 'map1', 'value': FNMAP1, 'cause': 'There is a problem reading the half-map1 file'})

    # 'map2'
    fnDir, fnBase = os.path.split(FNMAP2)
    if MAPCOORDX is not None and MAPCOORDY is not None and MAPCOORDZ is not None:
        protImportMap2Checker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
                                                    filesPath=fnDir,
                                                    filesPattern=FNMAP2,
                                                    samplingRate=TS,
                                                    setOrigCoord=True,
                                                    x=MAPCOORDX,
                                                    y=MAPCOORDY,
                                                    z=MAPCOORDZ)
        protImportMap1Checker.setObjLabel('check format - import half2')
    else:
        protImportMap2Checker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportVolumes', doRaise=True),
                                                    filesPath=fnDir,
                                                    filesPattern=FNMAP2,
                                                    samplingRate=TS,
                                                    setOrigCoord=False)
        protImportMap1Checker.setObjLabel('check format - import half2')
    if use_slurm:
        sendToSlurm(protImportMap2Checker, priority=False if IS_EMDB_ENTRY else True)
    project.launchProtocol(protImportMap2Checker)
    # waitOutput(project, protImportMap2Checker, 'outputVolume')
    waitUntilFinishes(project, protImportMap2Checker)
    if protImportMap2Checker.isFailed():
        wrongInputs['errors'].append(
            {'param': 'map2', 'value': FNMAP2, 'cause': 'There is a problem reading the half-map2 file'})

if "2" in levels:
    # Check 'avgs' arg
    protImportAvgsChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportAverages', doRaise=True),
                                                filesPath=FNAVGS,
                                                samplingRate=TSAVG)
    protImportAvgsChecker.setObjLabel('check format - import averages')
    if use_slurm:
        sendToSlurm(protImportAvgsChecker)
    project.launchProtocol(protImportAvgsChecker)
    # waitOutput(project, protImportAvgsChecker, 'outputAverages')
    waitUntilFinishes(project, protImportAvgsChecker)
    if protImportAvgsChecker.isFailed():
        wrongInputs['errors'].append(
            {'param': 'avgs', 'value': FNAVGS, 'cause': 'There is a problem reading the 2D Classes file'})

if "3" in levels:
    # Check 'particles' arg
    protImportParticlesChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportParticles', doRaise=True),
                                                     filesPath=FNPARTICLES,
                                                     samplingRate=TSPARTICLES,
                                                     voltage=KV,
                                                     sphericalAberration=CS,
                                                     amplitudeContrast=Q0)
    protImportParticlesChecker.setObjLabel('check format - import particles')
    if FNPARTICLES.endswith(".sqlite"):
        protImportParticlesChecker.importFrom.set(
            protImportParticlesChecker.IMPORT_FROM_SCIPION)
        protImportParticlesChecker.sqliteFile.set(FNPARTICLES)
    elif FNPARTICLES.endswith(".xmd"):
        protImportParticlesChecker.importFrom.set(
            protImportParticlesChecker.IMPORT_FROM_XMIPP)
        protImportParticlesChecker.mdFile.set(FNPARTICLES)
    elif FNPARTICLES.endswith(".star"):
        protImportParticlesChecker.importFrom.set(
            protImportParticlesChecker.IMPORT_FROM_RELION)
        protImportParticlesChecker.starFile.set(FNPARTICLES)
    if use_slurm:
        sendToSlurm(protImportParticlesChecker)
    project.launchProtocol(protImportParticlesChecker)
    # waitOutput(project, protImportParticlesChecker, 'outputParticles')
    waitUntilFinishes(project, protImportParticlesChecker)
    # check if particles has alignment
    if protImportParticlesChecker.isFailed() or not protImportParticlesChecker.outputParticles.hasAlignment():
        wrongInputs['errors'].append(
            {'param': 'particles', 'value': FNPARTICLES, 'cause': 'There is a problem reading the particles file'})

if "5" in levels:
    # Check 'micrographs' arg
    protImportMicrographsChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportMicrographs', doRaise=True),
                                     samplingRate=TSMIC,
                                     voltage=KV,
                                     sphericalAberration=CS,
                                     amplitudeContrast=Q0)
    protImportMicrographsChecker.setObjLabel('check format - import mics')
    if MICPATTERN.endswith(".sqlite"):
        protImportMicrographsChecker.importFrom.set(
            protImportMicrographsChecker.IMPORT_FROM_SCIPION)
        protImportMicrographsChecker.sqliteFile.set(MICPATTERN)
    else:
        protImportMicrographsChecker.filesPattern.set(MICPATTERN)
    if use_slurm:
        sendToSlurm(protImportMicrographsChecker)
    project.launchProtocol(protImportMicrographsChecker)
    # waitOutput(project, protImportMicrographsChecker, 'outputMicrographs')
    waitUntilFinishes(project, protImportMicrographsChecker)
    if protImportMicrographsChecker.isFailed():
        wrongInputs['errors'].append({'param': 'micrographs', 'value': MICPATTERN,
                                     'cause': 'There is a problem reading the micrographs file'})

if "A" in levels and not protImportMapChecker.isFailed():
    if IS_EMDB_ENTRY:
        FNMODEL = EMDButils.download_atomicmodel(PDB_ID, project.getPath())
    # Check 'atomicModel' arg
    writeAtomicModelFailed = False
    try:  # Check if biopython can read atomic model file
        h = UpdatedAtomicStructHandler()
        h.read(FNMODEL)
        try:  # Check if biopython can convert atomic file to PDB
            # Get structure ID
            # structure_id = os.path.basename(FNMODEL)
            # structure_id = structure_id[:4] if len(structure_id) > 4 else "1xxx"
            # pdbFile = '%s.cif' % (structure_id)

            # Get tmp pdb  from imput atomic model to work on
            # fnPdb = os.path.join(project.getTmpPath(), pdbFile) #TODO: save it in other folder
            fnPdb = FNMODEL
            # h.writeAsPdb(fnPdb)
        except OutOfChainsError:
            wrongInputs['warnings'].append({'param': 'atomicModel', 'value': FNMODEL,
                                           'cause': 'Atomic model file not valid. Some programs cannot handle it due to size: Too many chains to represent in PDB format'})
            writeAtomicModelFailed = True
        except OutOfAtomsError:
            wrongInputs['warnings'].append({'param': 'atomicModel', 'value': FNMODEL,
                                           'cause': 'Atomic model file not valid. Some programs cannot handle it due to size: Too many atoms to represent in PDB format'})
            writeAtomicModelFailed = True
        except:
            wrongInputs['warnings'].append({'param': 'atomicModel', 'value': FNMODEL,
                                           'cause': 'Atomic model file not valid. Some programs cannot handle it because it cannot be safely written in PDB format'})
            writeAtomicModelFailed = True
    except:
        wrongInputs['errors'].append({'param': 'atomicModel', 'value': FNMODEL,
                                     'cause': 'Atomic model file not valid. It cannot be safely read'})
        writeAtomicModelFailed = True

    if not writeAtomicModelFailed:
        protImportAtomicModelChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportPdb', doRaise=True),
                                                        inputPdbData=1,
                                                        pdbFile=fnPdb)
        protImportAtomicModelChecker.setObjLabel('check format - import atomic')
        protImportAtomicModelChecker.inputVolume.set(protImportMapChecker.outputVolume)
        if use_slurm:
            sendToSlurm(protImportAtomicModelChecker, priority=False if IS_EMDB_ENTRY else True)
        project.launchProtocol(protImportAtomicModelChecker)
        # waitOutput(project, protImportAtomicModelChecker, 'outputPdb')
        waitUntilFinishes(project, protImportAtomicModelChecker)
        if protImportAtomicModelChecker.isFailed():
            wrongInputs['errors'].append(
                {'param': 'atomicModel', 'value': fnPdb, 'cause': 'There is a problem reading the atomic model file'})


if "O" in levels and not protImportMapChecker.isFailed():
    # Check 'xlm', 'saxs', 'untiltedMic', 'tiltedMic', 'untiltedCoords', 'tiltedCoords' args
    # 'xlm'
    # TODO: add  ... and XLM is not None:
    if "A" in levels and not writeAtomicModelFailed and not protImportAtomicModelChecker.isFailed():
        protImportXLMChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('xlmtools.protocols', 'ProtWLM', doRaise=True),
                                                   xlList=XLM)
        protImportXLMChecker.setObjLabel("check format - XLM")
        protImportXLMChecker.pdbs.set([protImportAtomicModelChecker.outputPdb])
        if use_slurm:
            sendToSlurm(protImportXLMChecker)
        project.launchProtocol(protImportXLMChecker)
        # waitOutput(project, protImportXLMChecker, 'crosslinkStruct_1')
        waitUntilFinishes(project, protImportXLMChecker)

        if protImportXLMChecker.isFailed():
            wrongInputs['errors'].append(
                {'param': 'xlm', 'value': XLM, 'cause': 'There is a problem reading the XML file'})
    # TODO: Avoid launching checkers for the different subsections of level O when not specifying the correspoding parameters
    # 'sax'
    # TODO: Add 'if SAXS is not None:'
    protCreateMask = project.newProtocol(pwplugin.Domain.importFromPlugin('xmipp3.protocols.protocol_preprocess', 'XmippProtCreateMask3D', doRaise=True),
                                         inputVolume=protImportMapChecker.outputVolume,
                                         threshold=MAPTHRESHOLD,
                                         doBig=True,
                                         doMorphological=True,
                                         elementSize=math.ceil(2/TS)) # Dilation by 2A
    protCreateMask.setObjLabel('check format - create mask')
    if use_slurm:
        sendToSlurm(protCreateMask)
    project.launchProtocol(protCreateMask)
    # waitOutput(project, protCreateMask, 'outputMask')
    waitUntilFinishes(project, protCreateMask)

    protPseudo = project.newProtocol(pwplugin.Domain.importFromPlugin('continuousflex.protocols', 'FlexProtConvertToPseudoAtoms', doRaise=True),
                                     maskMode=2,
                                     pseudoAtomRadius=1.5)
    protPseudo.setObjLabel("check format - convert Map to Pseudo")
    protPseudo.inputStructure.set(protImportMapChecker.outputVolume)
    protPseudo.volumeMask.set(protCreateMask.outputMask)
    if use_slurm:
        sendToSlurm(protPseudo)
    project.launchProtocol(protPseudo)
    # waitOutput(project, protPseudo, 'outputVolume')
    # waitOutput(project, protPseudo, 'outputPdb')
    waitUntilFinishes(project, protPseudo)

    protImportSaxsChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('atsas.protocols',
                                                                                 'AtsasProtConvertPdbToSAXS', doRaise=True),
                                                experimentalSAXS=SAXS)
    protImportSaxsChecker.setObjLabel("check format - SAXS")
    protImportSaxsChecker.inputStructure.set(protPseudo.outputPdb)
    if use_slurm:
        sendToSlurm(protImportSaxsChecker)
    project.launchProtocol(protImportSaxsChecker)
    if protImportSaxsChecker.isFailed():
        wrongInputs['errors'].append(
            {'param': 'saxs', 'value': SAXS, 'cause': 'There is a problem reading the SAXS file'})

    # 'untiltedMic' and 'tiltedMic'
    # TODO: Add 'if not [x for x in (UNTILTEDMIC, TILTEDMIC, TILTKV, TILTCS, TILTQ0, TILTTS, TILTANGLE, UNTILTEDCOORDS, TILTEDCOORDS) if x is None]: # Checks that none of the variables are None'
    protImportTiltPairsChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportMicrographsTiltPairs', doRaise=True),
                                                     patternUntilted=UNTILTEDMIC,
                                                     patternTilted=TILTEDMIC,
                                                     voltage=TILTKV,
                                                     ampContrast=TILTQ0,
                                                     sphericalAberration=TILTCS,
                                                     samplingRate=TILTTS)
    protImportTiltPairsChecker.setObjLabel("check format - import tilt pairs")
    if use_slurm:
        sendToSlurm(protImportTiltPairsChecker)
    project.launchProtocol(protImportTiltPairsChecker)
    # waitOutput(project, protImportTiltPairsChecker, 'outputMicrographsTiltPair')
    waitUntilFinishes(project, protImportTiltPairsChecker)

    if protImportTiltPairsChecker.isFailed():
        wrongInputs['errors'].append({'param': 'untiltedMic', 'value': UNTILTEDMIC,
                                     'cause': 'There is a problem reading the untilted mic file'})
        wrongInputs['errors'].append(
            {'param': 'tiltedMic', 'value': TILTEDMIC, 'cause': 'There is a problem reading the tilted mic file'})

    # 'untiltedCoords' and 'tiltedCoords'
    x, y, z = protImportMapChecker.outputVolume.getDimensions()
    Ts = protImportMapChecker.outputVolume.getSamplingRate()
    dMap = x * Ts
    boxSize = int(dMap / TILTTS)
    protImportCoordsChecker = project.newProtocol(pwplugin.Domain.importFromPlugin('pwem.protocols', 'ProtImportCoordinatesPairs', doRaise=True),
                                                  patternUntilted=UNTILTEDCOORDS,
                                                  patternTilted=TILTEDCOORDS,
                                                  boxSize=boxSize)
    protImportCoordsChecker.setObjLabel("check format - import paired coordinates")
    if UNTILTEDCOORDS.endswith('.json'):
        protImportCoordsChecker.importFrom.set(1)
    protImportCoordsChecker.inputMicrographsTiltedPair.set(protImportTiltPairsChecker.outputMicrographsTiltPair)
    if use_slurm:
        sendToSlurm(protImportCoordsChecker)
    project.launchProtocol(protImportCoordsChecker)
    # waitOutput(project, protImportCoordsChecker, 'outputCoordinatesTiltPair')
    waitUntilFinishes(project, protImportCoordsChecker)
    if protImportCoordsChecker.isFailed():
        wrongInputs['errors'].append({'param': 'untiltedCoords', 'value': UNTILTEDCOORDS,
                                     'cause': 'There is a problem reading the untilted coords file'})
        wrongInputs['errors'].append({'param': 'tiltedCoords', 'value': TILTEDCOORDS,
                                     'cause': 'There is a problem reading the tilted coords file'})

report = ValidationReport(fnProjectDir, levels, IS_EMDB_ENTRY, EMDB_ID,
                          FNMAP, PDB_ID, FNMODEL, JOB_NAME, JOB_DESCRIPTION, MAPRESOLUTION)

with open(os.path.join(report.fnReportDir, 'wrongInputs.json'), 'w') as f:
    json.dump(wrongInputs, f)
# if some input data was wrong do whatever we want: inform the user, write error msg in report, etc.
# if protImportMapChecker.isFailed() or protImportMap1Checker.isFailed() or protImportMap2Checker.isFailed() or \
if protImportMapChecker.isFailed() or \
        (protImportMap1Checker.isFailed() if "1" in levels and 'protImportMap1Checker' in locals() else None) or \
        (protImportMap2Checker.isFailed() if "1" in levels and 'protImportMap2Checker' in locals() else None) or \
        (protImportAvgsChecker.isFailed() if "2" in levels and 'protImportAvgsChecker' in locals() else None) or \
        (protImportParticlesChecker.isFailed() if "3" in levels and 'protImportParticlesChecker' in locals() else None) or \
        (protImportMicrographsChecker.isFailed() if "5" in levels and 'protImportMicrographsChecker' in locals() else None) or \
        (protImportAtomicModelChecker.isFailed() if "A" in levels and 'protImportAtomicModelChecker' in locals() else None) or \
        (protImportXLMChecker.isFailed() if "O" in levels and 'protImportXLMChecker' in locals() else None) or \
        (protImportSaxsChecker.isFailed() if "O" in levels and 'protImportSaxsChecker' in locals() else None) or \
        (protImportTiltPairsChecker.isFailed() if "O" in levels and 'protImportTiltPairsChecker' in locals() else None) or \
        (protImportCoordsChecker.isFailed() if "O" in levels and 'protImportCoordsChecker' in locals() else None) or \
        len(wrongInputs['errors']) > 0:
    print("Some input data was not correct")

else:  # go ahead
    print("All inputs were correct, let's process them!")
    # Create report
    # Level 0
    from validationLevel0 import level0
    protImportMap, protCreateHardMask, protCreateSoftMask, bfactor, protResizeMap, protCreateHardMaskFromResizedMap, protCreateSoftMaskFromResizedMap, fnMaskedMapDict = level0(project, report, FNMAP, FNMAP1, FNMAP2, TS, MAPTHRESHOLD, MAPRESOLUTION, MAPCOORDX, MAPCOORDY, MAPCOORDZ, skipAnalysis = True, priority=False if IS_EMDB_ENTRY else True)

    # Level 1
    if "1" in levels:
        from validationLevel1 import level1
        level1(project, report, FNMAP1, FNMAP2, TS, MAPRESOLUTION, MAPCOORDX, MAPCOORDY, MAPCOORDZ, protImportMap, protCreateHardMask, protCreateSoftMask, fnMaskedMapDict, skipAnalysis = True, priority=False if IS_EMDB_ENTRY else True)

    # Level 2
    if "2" in levels:
        from validationLevel2 import level2
        protImportAvgs, protAvgsResizeMap = level2(
            project, report, protImportMap, FNAVGS, TSAVG, SYM, skipAnalysis=False)

    # Level 3
    if "3" in levels:
        from validationLevel3 import level3
        protImportParticles, protResizeParticlesMap, protResizeAvgs = level3(project, report, protImportMap, protImportAvgs,
                                                                             FNPARTICLES, TSPARTICLES, KV, CS, Q0,
                                                                             skipAnalysis=False)

    # Level 4
    if "4" in levels:
        from validationLevel4 import level4
        protResizeParticles = level4(project, report, protImportMap, protCreateHardMask, protResizeParticlesMap, SYM,
                                     MAPRESOLUTION, bfactor, protResizeMap, protCreateHardMaskFromResizedMap, skipAnalysis=False)

    # Level 5
    if "5" in levels:
        from validationLevel5 import level5
        level5(project, report, protImportParticles, KV, CS,
               Q0, MICPATTERN, TSMIC, skipAnalysis=False)

    # Level A
    # TODO: pass writeAtomicModelFailed to levelA() to write the warning in the report
    if "A" in levels:
        from validationLevelA import levelA
        protAtom = levelA(project, report, EMDB_ID_NUM, protImportMap, FNMODEL, fnPdb, writeAtomicModelFailed, MAPRESOLUTION, doMultimodel, MAPCOORDX, MAPCOORDY, MAPCOORDZ, protCreateHardMask, protCreateSoftMask, fnMaskedMapDict, skipAnalysis = False, priority=False if IS_EMDB_ENTRY else True)
    else:
        protAtom = None

    # Level W
    if "W" in levels:
        from validationLevelW import levelW
        levelW(project, report, WORKFLOW, skipAnalysis=False)

    # Level O
    # TODO: pass writeAtomicModelFailed to levelO() to write the warning in the report (section O.a.)
    if "O" in levels:
        from validationLevelO import levelO
        levelO(project, report, protImportMap, protCreateHardMask, protAtom, XLM, SAXS,
               UNTILTEDMIC, TILTEDMIC, TILTKV, TILTCS, TILTQ0, TILTTS, TILTANGLE, UNTILTEDCOORDS, TILTEDCOORDS, SYM,
               skipAnalysis=False)

    # Close report
    report.abstractResolution(MAPRESOLUTION)
    saveIntermediateData(report.getReportDir(), 'outputData', False, 'resolutionEstimates', [resolutionEstimate.tolist() if type(resolutionEstimate) is np.ndarray else resolutionEstimate for resolutionEstimate in report.resolutionEstimates], [
                         '\u212B', 'List of the resolutions of the map estimated by various methods to get the estimated range and average in abstract'])
    saveIntermediateData(report.getReportDir(), 'outputData', False, 'score', report.score, [
                         '', 'The overall score (passing tests; STATUS OK) of the map'])
    saveIntermediateData(report.getReportDir(), 'outputData', False, 'scoreN', report.scoreN, [
                         '', 'The total number of evaluable items (tests) to assess the map'])

    # Check if there are warnings
    with open(os.path.join(fnProjectDir, "validationReport", "report.tex")) as summaryWarnings:
        content = summaryWarnings.read()
        if "WARNINGS" not in content:
            report.fhSummaryWarnings.write("No warnings.")

    # Save workflow json with protocols versions
    workflowProts = [p for p in project.getRuns()]
    protDicts = project.getProtocolsDict(workflowProts)
    for prot in workflowProts:
        # Get plugin and binary version
        protDicts[prot.getObjId()]['plugin'] = prot.getClassPackageName()
        logs = prot.getLogPaths()
        if pwutils.exists(logs[0]):
            with open(logs[0]) as log:
                for line in log:
                    if re.search(r'plugin v', line):
                        version = line.split(':')[1].replace(
                            ' ', '').replace('\n', '')
                        protDicts[prot.getObjId()]['pluginVersion'] = version
        with open(os.path.join(fnProjectDir, 'validationReport', 'workflow.json'), 'w') as f:
            f.write(json.dumps(list(protDicts.values()),
                    indent=4, separators=(',', ': ')))

    if IS_EMDB_ENTRY and "A" in levels:
        # Convert results to BWS compatible format
        print("Convert results to 3DBionotes format ...")
        try:
            deepres_json_path = convert_to_bws("XmippProtDeepRes", project_root=project.getPath(),
                                               volume="deepRes_resolution_originalSize.vol")
            if deepres_json_path:
                saveIntermediateData(report.getReportDir(), 'deepRes', True,
                                     'deepRes_resolution_json', str(deepres_json_path),
                                     'deepRes resolutions in json format')
        except Exception as e:
            print(f"Failed to save DeepRes: {e}")

        try:
            monores_json_path = convert_to_bws("XmippProtMonoRes", project_root=project.getPath(),
                                               volume="monoresResolutionMap.mrc")
            if monores_json_path:
                saveIntermediateData(report.getReportDir(), 'monoRes', True,
                                     'monoRes_resolution_json', str(monores_json_path),
                                     'monoRes resolutions in json format')
        except Exception as e:
            print(f"Failed to save MonoRes: {e}")

        try:
            blocres_json_path = convert_to_bws("BsoftProtBlocres", project_root=project.getPath(),
                                               volume="resolutionMap.map")
            if blocres_json_path:
                saveIntermediateData(report.getReportDir(), 'blocRes', True,
                                     'blocRes_resolution_json', str(blocres_json_path),
                                     'blocRes resolutions in json format')
        except Exception as e:
            print(f"Failed to save BlocRes: {e}")

        try:
            fscq_json_path = convert_to_bws("XmippProtValFit", project_root=project.getPath(),
                                            volume="diferencia.map")
            if fscq_json_path:
                saveIntermediateData(report.getReportDir(), 'FSCQ', True,
                                     'FSCQ_resolution_json', str(fscq_json_path),
                                     'FSCQ resolutions in json format')
        except Exception as e:
            print(f"Failed to save FSC-Q: {e}")

    report.closeReport(MAPRESOLUTION, IS_TEST, store_intermediate_data, intermediate_data_final_path)