"""
ImproperAngleConstraints contains classes for all constraints related improper angles between atoms.

.. inheritance-diagram:: fullrmc.Constraints.ImproperAngleConstraints
    :parts: 1
"""

# standard libraries imports
import itertools

# external libraries imports
import numpy as np
from pdbParser.Utilities.BoundaryConditions import PeriodicBoundaries

# fullrmc imports
from fullrmc.Globals import INT_TYPE, FLOAT_TYPE, PI, PRECISION, FLOAT_PLUS_INFINITY, LOGGER
from fullrmc.Core.Collection import is_number, is_integer, get_path
from fullrmc.Core.Constraint import Constraint, SingularConstraint, RigidConstraint
from fullrmc.Core.improper_angles import full_improper_angles_coords

class ImproperAngleConstraint(RigidConstraint, SingularConstraint):
    """
    Controls the improper angle formed with 4 defined atoms. It's mainly used to 
    keep the improper atom in the plane defined with three other atoms. 
    The improper vector is defined as the vector from the first atom of the plane to
    the improper atom. Therefore the improper angle is defined between the improper
    vector and the plane.
    
     .. raw:: html

        <iframe width="560" height="315" 
        src="https://www.youtube.com/embed/qVATE-9cIBg" 
        frameborder="0" allowfullscreen>
        </iframe> 
        
        
    :Parameters:
        #. engine (None, fullrmc.Engine): The constraint RMC engine.
        #. anglesMap (list): The angles map definition.
               Every item must be a list of five items.
               
               #. First item: The improper atom index that must be in the plane.
               #. Second item: The index of the atom 'O' considered the origin of the plane.
               #. Third item: The index of the atom 'x' used to calculated 'Ox' vector.
               #. Fourth item: The index of the atom 'y' used to calculated 'Oy' vector.
               #. Fifth item: The minimum lower limit or the minimum angle allowed 
                  in degrees which later will be converted to rad.
               #. Sixth item: The maximum upper limit or the maximum angle allowed 
                  in degrees which later will be converted to rad.
        #. rejectProbability (Number): rejecting probability of all steps where standardError increases. 
           It must be between 0 and 1 where 1 means rejecting all steps where standardError increases
           and 0 means accepting all steps regardless whether standardError increases or not.
    
    .. code-block:: python
        
        ## Tetrahydrofuran (THF) molecule sketch
        ## 
        ##              O
        ##   H41      /   \      H11
        ##      \  /         \  /
        ## H42-- C4    THF    C1 --H12
        ##        \  MOLECULE /
        ##         \         /
        ##   H31-- C3-------C2 --H21
        ##        /         \\
        ##     H32            H22 
        ##
 
        # import fullrmc modules
        from fullrmc.Engine import Engine
        from fullrmc.Constraints.ImproperAngleConstraints import ImproperAngleConstraint
        
        # create engine 
        ENGINE = Engine(pdb='system.pdb')
        
        # create and add constraint
        IAC = ImproperAngleConstraint(engine=None)
        ENGINE.add_constraints(IAC)
        
        # define intra-molecular improper angles 
        IAC.create_angles_by_definition( anglesDefinition={"THF": [ ('C2','O','C1','C4', -15, 15),
                                                                    ('C3','O','C1','C4', -15, 15) ] })
           
                                                            
    """
    
    def __init__(self, engine, anglesMap=None, rejectProbability=1):
        # initialize constraint
        RigidConstraint.__init__(self, engine=engine, rejectProbability=rejectProbability)
        # set bonds map
        self.set_angles(anglesMap)
        # set computation cost
        self.set_computation_cost(3.0)
        
    @property
    def anglesMap(self):
        """ Get angles map."""
        return self.self.__anglesMap
    
    @property
    def angles(self):
        """ Get angles dictionary."""
        return self.__angles
    
    @property
    def atomsLUAD(self):
        """ 
        Get look up angles dictionary, connecting every atom's index to a central 
        atom angles definition of angles attribute.
        """
        return self.__atomsLUAD
        
    @property
    def standardError(self):
        """ Get constraint's current squared deviation."""
        if self.data is None:
            return None
        else: 
            return self.compute_standard_error(data = self.data)
            
    def listen(self, message, argument=None):
        """   
        Listens to any message sent from the Broadcaster.
        
        :Parameters:
            #. message (object): Any python object to send to constraint's listen method.
            #. argument (object): Any type of argument to pass to the listeners.
        """
        if message in("engine changed","update boundary conditions",):
            self.reset_constraint()        
        
    def should_step_get_rejected(self, standardError):
        """
        Overloads 'RigidConstraint' should_step_get_rejected method.
        It computes whether to accept or reject a move based on before and after move calculation and not standardError.
        If any of activeAtomsDataBeforeMove or activeAtomsDataAfterMove is None an Exception will get raised.
        
        :Parameters:
            #. standardError (number): not used in this case
        
        :Return:
            #. result (boolean): True to reject step, False to accept
        """
        if self.activeAtomsDataBeforeMove is None or self.activeAtomsDataAfterMove is None:
            raise Exception(LOGGER.error("must compute data before and after group move"))
        reject = False
        for index in self.activeAtomsDataBeforeMove.keys():
            before = self.activeAtomsDataBeforeMove[index]["reducedAngles"]
            after  = self.activeAtomsDataAfterMove[index]["reducedAngles"]
            if np.any((after-before)>PRECISION):
                reject = True
                break
        return reject
        
    def set_angles(self, anglesMap):
        """ 
        Sets the angles dictionary by parsing the anglesMap list.
        
        :Parameters:
            #. anglesMap (list): The angles map definition.
               Every item must be a list of five items.\n
               #. First item: The improper atom index that must be in the plane.
               #. Second item: The index of the atom 'O' considered the origin of the plane.
               #. Third item: The index of the atom 'x' used to calculated 'Ox' vector.
               #. Fourth item: The index of the atom 'y' used to calculated 'Oy' vector.
               #. Fifth item: The minimum lower limit or the minimum angle allowed 
                  in degrees which later will be converted to rad.
               #. Sixth item: The maximum upper limit or the maximum angle allowed 
                  in degrees which later will be converted to rad.
        """
        map = []
        if self.engine is not None:
            if anglesMap is not None:
                assert isinstance(anglesMap, (list, set, tuple)), LOGGER.error("anglesMap must be None or a list")
                for angle in anglesMap:
                    assert isinstance(angle, (list, set, tuple)), LOGGER.error("anglesMap items must be lists")
                    angle = list(angle)
                    assert len(angle)==6, LOGGER.error("anglesMap items must be lists of 6 items each")
                    improperIdx, oIdx, xIdx, yIdx, lower, upper = angle
                    assert is_integer(improperIdx), LOGGER.error("anglesMap items lists of first item must be an integer")
                    improperIdx = INT_TYPE(improperIdx)
                    assert is_integer(oIdx), LOGGER.error("anglesMap items lists of second item must be an integer")
                    oIdx = INT_TYPE(oIdx)
                    assert is_integer(xIdx), LOGGER.error("anglesMap items lists of third item must be an integer")
                    xIdx = INT_TYPE(xIdx)
                    assert is_integer(yIdx), LOGGER.error("anglesMap items lists of fourth item must be an integer")
                    yIdx = INT_TYPE(yIdx)
                    assert improperIdx>=0, LOGGER.error("anglesMap items lists first item must be positive")
                    assert oIdx>=0, LOGGER.error("anglesMap items lists second item must be positive")
                    assert xIdx>=0, LOGGER.error("anglesMap items lists third item must be positive")
                    assert yIdx>=0, LOGGER.error("anglesMap items lists fourth item must be positive")
                    assert improperIdx!=oIdx, LOGGER.error("bondsMap items lists first and second items can't be the same")
                    assert improperIdx!=xIdx, LOGGER.error("bondsMap items lists first and third items can't be the same")
                    assert improperIdx!=yIdx, LOGGER.error("bondsMap items lists first and fourth items can't be the same")
                    assert oIdx!=xIdx, LOGGER.error("bondsMap items lists second and third items can't be the same")
                    assert oIdx!=yIdx, LOGGER.error("bondsMap items lists second and fourth items can't be the same")
                    assert xIdx!=yIdx, LOGGER.error("bondsMap items lists third and fourth items can't be the same")
                    assert is_number(lower), LOGGER.error("anglesMap items lists of fifth item must be a number")
                    lower = FLOAT_TYPE(lower)
                    assert is_number(upper), LOGGER.error("anglesMap items lists of sixth item must be a number")
                    upper = FLOAT_TYPE(upper)
                    assert lower>=-90, LOGGER.error("anglesMap items lists fifth item must be bigger or equal to -90 deg.")
                    assert upper>lower, LOGGER.error("anglesMap items lists fifth item must be smaller than the sixth item")
                    assert upper<=90, LOGGER.error("anglesMap items lists sixth item must be smaller or equal to 90")
                    lower *= FLOAT_TYPE( PI/FLOAT_TYPE(180.) )
                    upper *= FLOAT_TYPE( PI/FLOAT_TYPE(180.) )
                    map.append((improperIdx, oIdx, xIdx, yIdx, lower, upper))  
        # set anglesMap definition
        self.__anglesMap = map      
        # create bonds list of indexes arrays
        self.__angles = {}
        self.__atomsLUAD = {}
        if self.engine is not None:
            # parse bondsMap
            for angle in self.__anglesMap:
                improperIdx, oIdx, xIdx, yIdx, lower, upper = angle
                assert improperIdx<len(self.engine.pdb), LOGGER.error("angle atom index must be smaller than maximum number of atoms")
                assert oIdx<len(self.engine.pdb), LOGGER.error("angle atom index must be smaller than maximum number of atoms")
                assert xIdx<len(self.engine.pdb), LOGGER.error("angle atom index must be smaller than maximum number of atoms")
                assert yIdx<len(self.engine.pdb), LOGGER.error("angle atom index must be smaller than maximum number of atoms")
                # create atoms look up angles dictionary
                if not self.__atomsLUAD.has_key(improperIdx):
                    self.__atomsLUAD[improperIdx] = []
                if not self.__atomsLUAD.has_key(oIdx):
                    self.__atomsLUAD[oIdx] = []
                if not self.__atomsLUAD.has_key(xIdx):
                    self.__atomsLUAD[xIdx] = []
                if not self.__atomsLUAD.has_key(yIdx):
                    self.__atomsLUAD[yIdx] = []
                # create improper angles
                if not self.__angles.has_key(improperIdx):
                    self.__angles[improperIdx] = {"oIndexes":[],"xIndexes":[],"yIndexes":[],"lower":[],"upper":[]}
                # check for redundancy and append
                elif oIdx in self.__angles[improperIdx]["oIndexes"]:
                    index = self.__angles[improperIdx]["oIndexes"].index(oIndexes)
                    if sorted(oIdx,xIdx,yIdx) == sorted(self.__angles[improperIdx]["oIndexes"][index],self.__angles[improperIdx]["xIndexes"][index],self.__angles[improperIdx]["yIndexes"][index]):
                        log.LocalLogger("fullrmc").logger.warn("Improper angle definition for improper atom index '%i' and (O,x,y) atoms indexes (%i,%i,%i)  already defined. New angle limits [%.3f,%.3f] ignored and old angle limits [%.3f,%.3f] kept."%(improperIdx, oIdx, xIdx, yIdx, lower, upper, self.__angles[improperIdx]["lower"][index], self.__angles[improperIdx]["upper"][index]))
                        continue
                # add improper angle definition
                self.__angles[improperIdx]["oIndexes"].append(oIdx)
                self.__angles[improperIdx]["xIndexes"].append(xIdx)
                self.__angles[improperIdx]["yIndexes"].append(yIdx)
                self.__angles[improperIdx]["lower"].append(lower)
                self.__angles[improperIdx]["upper"].append(upper)
                self.__atomsLUAD[improperIdx].append(improperIdx)
                self.__atomsLUAD[oIdx].append(improperIdx)
                self.__atomsLUAD[xIdx].append(improperIdx)
                self.__atomsLUAD[yIdx].append(improperIdx)
            # finalize improper angles
            for idx in self.engine.pdb.xindexes:
                angles = self.__angles.get(idx, {"oIndexes":[],"xIndexes":[],"yIndexes":[],"lower":[],"upper":[]} )
                self.__angles[INT_TYPE(idx)] =  {"oIndexes": np.array(angles["oIndexes"], dtype = INT_TYPE), 
                                                 "xIndexes": np.array(angles["xIndexes"], dtype = INT_TYPE),
                                                 "yIndexes": np.array(angles["yIndexes"], dtype = INT_TYPE),
                                                 "lower"  : np.array(angles["lower"],     dtype = FLOAT_TYPE),
                                                 "upper"  : np.array(angles["upper"],     dtype = FLOAT_TYPE) }
                lut = self.__atomsLUAD.get(idx, [] )
                self.__atomsLUAD[INT_TYPE(idx)] = sorted(set(lut))
        # reset constraint
        self.reset_constraint()
    
    def create_angles_by_definition(self, anglesDefinition):
        """ 
        Creates anglesMap using angles definition.
        Calls set_angles(anglesMap) and generates angles attribute.
        
        :Parameters:
            #. anglesDefinition (dict): The angles definition. 
               Every key must be a molecule name (residue name in pdb file). 
               Every key value must be a list of angles definitions. 
               Every angle definition is a list of five items where:
               
               #. First item: The name of the improper atom that must be in the plane.
               #. Second item: The name of the atom 'O' considered the origin of the plane.
               #. Third item: The name of the atom 'x' used to calculated 'Ox' vector.
               #. Fourth item: The name of the atom 'y' used to calculated 'Oy' vector.
               #. Fifth item: The minimum lower limit or the minimum angle allowed 
                  in degrees which later will be converted to rad.
               #. Sixth item: The maximum upper limit or the maximum angle allowed 
                  in degrees which later will be converted to rad.
        
        ::
        
            e.g. (Benzene):  anglesDefinition={"BENZ": [('C3','C1','C2','C6', -10, 10),
                                                        ('C4','C1','C2','C6', -10, 10),
                                                        ('C5','C1','C2','C6', -10, 10) ] }
                                                  
        """
        if self.engine is None:
            raise Exception("Engine is not defined. Can't create angles")
        assert isinstance(anglesDefinition, dict), "anglesDefinition must be a dictionary"
        # check map definition
        existingMoleculesNames = sorted(set(self.engine.moleculesNames))
        anglesDef = {}
        for mol, angles in anglesDefinition.items():
            if mol not in existingMoleculesNames:
                log.LocalLogger("fullrmc").logger.warn("Molecule name '%s' in anglesDefinition is not recognized, angles definition for this particular molecule is omitted"%str(mol))
                continue
            assert isinstance(angles, (list, set, tuple)), LOGGER.error("mapDefinition molecule angles must be a list")
            angles = list(angles)
            molAnglesMap = []
            for angle in angles:
                assert isinstance(angle, (list, set, tuple)), LOGGER.error("mapDefinition angles must be a list")
                angle = list(angle)
                assert len(angle)==6
                improperAt, oAt, xAt, yAt, lower, upper = angle
                # check for redundancy
                append = True
                for b in molAnglesMap:
                    if (b[0]==improperAt):
                        if sorted([oAt,xAt,yAt]) == sorted([b[1],b[2],b[3]]):
                            log.LocalLogger("fullrmc").logger.warn("Improper angle definition for improper atom index '%i' and (O,x,y) atoms indexes (%i,%i,%i)  already defined. New angle limits [%.3f,%.3f] ignored and old angle limits [%.3f,%.3f] kept."%(improperIdx, oIdx, xIdx, yIdx, lower, upper, self.__angles[improperIdx]["lower"][index], self.__angles[improperIdx]["upper"][index]))
                            append = False
                            break
                if append:
                    molAnglesMap.append((improperAt, oAt, xAt, yAt, lower, upper))
            # create bondDef for molecule mol 
            anglesDef[mol] = molAnglesMap
        # create mols dictionary
        mols = {}
        for idx in self.engine.pdb.xindexes:
            molName = self.engine.moleculesNames[idx]
            if not molName in anglesDef.keys():    
                continue
            molIdx = self.engine.moleculesIndexes[idx]
            if not mols.has_key(molIdx):
                mols[molIdx] = {"name":molName, "indexes":[], "names":[]}
            mols[molIdx]["indexes"].append(idx)
            mols[molIdx]["names"].append(self.engine.allNames[idx])
        # get anglesMap
        anglesMap = []         
        for val in mols.values():
            indexes = val["indexes"]
            names   = val["names"]
            # get definition for this molecule
            thisDef = anglesDef[val["name"]]
            for angle in thisDef:
                improperIdx = indexes[ names.index(angle[0]) ]
                oIdx        = indexes[ names.index(angle[1]) ]
                xIdx        = indexes[ names.index(angle[2]) ]
                yIdx        = indexes[ names.index(angle[3]) ]
                lower       = angle[4]
                upper       = angle[5]
                anglesMap.append((improperIdx, oIdx, xIdx, yIdx, lower, upper))
        # create angles
        self.set_angles(anglesMap=anglesMap)
    
    def compute_standard_error(self, data):
        """ 
        Compute the standard error (StdErr) of data not satisfying constraint conditions. 
        
        .. math::
            StdErr = \\sum \\limits_{i}^{C} 
            ( \\theta_{i} - \\theta_{i}^{min} ) ^{2} 
            \\int_{0}^{\\theta_{i}^{min}} \\delta(\\theta-\\theta_{i}) d \\theta
            +
            ( \\theta_{i} - \\theta_{i}^{max} ) ^{2} 
            \\int_{\\theta_{i}^{max}}^{\\pi} \\delta(\\theta-\\theta_{i}) d \\theta
                               
        Where:\n
        :math:`C` is the total number of defined improper angles constraints. \n
        :math:`\\theta_{i}^{min}` is the improper angle constraint lower limit set for constraint i. \n
        :math:`\\theta_{i}^{max}` is the improper angle constraint upper limit set for constraint i. \n
        :math:`\\theta_{i}` is the improper angle computed for constraint i. \n
        :math:`\\delta` is the Dirac delta function. \n
        :math:`\\int_{0}^{\\theta_{i}^{min}} \\delta(\\theta-\\theta_{i}) d \\theta` 
        is equal to 1 if :math:`0 \\leqslant \\theta_{i} \\leqslant \\theta_{i}^{min}` and 0 elsewhere.\n
        :math:`\\int_{\\theta_{i}^{max}}^{\\pi} \\delta(\\theta-\\theta_{i}) d \\theta` 
        is equal to 1 if :math:`\\theta_{i}^{max} \\leqslant \\theta_{i} \\leqslant \\pi` and 0 elsewhere.\n

        :Parameters:
            #. data (numpy.array): The constraint value data to compute standardError.
            
        :Returns:
            #. standardError (number): The calculated standardError of the constraint.
        """
        standardError = 0
        for idx, angle in data.items():
            standardError +=  np.sum(angle["reducedAngles"]**2)
        return FLOAT_TYPE( standardError )

    def get_constraint_value(self):
        """
        Compute all partial Mean Pair Distances (MPD) below the defined minimum distance. 
        
        :Returns:
            #. MPD (dictionary): The MPD dictionary, where keys are the element wise intra and inter molecular MPDs and values are the computed MPDs.
        """
        return self.data
        
    def compute_data(self):
        """ Compute data and update engine constraintsData dictionary. """
        # get angles dictionary slice
        anglesIndexes = []
        for idx in self.engine.pdb.indexes:
            anglesIndexes.extend( self.__atomsLUAD[idx] )
        anglesDict = {}
        for idx in set(anglesIndexes):
            anglesDict[idx] = self.angles[idx] 
        # compute data before move
        #dataDict = full_improper_angles( anglesDict         = anglesDict ,
        #                                 boxCoords          = self.engine.boxCoordinates,
        #                                 basis              = self.engine.basisVectors ,
        #                                 reduceAngleToUpper = False,
        #                                 reduceAngleToLower = False)
        dataDict = full_improper_angles_coords( anglesDict         = anglesDict ,
                                                boxCoords          = self.engine.boxCoordinates,
                                                basis              = self.engine.basisVectors ,
                                                isPBC              = isinstance(self.engine.boundaryConditions, PeriodicBoundaries),
                                                reduceAngleToUpper = False,
                                                reduceAngleToLower = False,
                                                ncores             = INT_TYPE(1) )                 
        self.set_data( dataDict )
        self.set_active_atoms_data_before_move(None)
        self.set_active_atoms_data_after_move(None)
        # set standardError
        self.set_standard_error( self.compute_standard_error(data = dataDict) )
        
    def compute_before_move(self, indexes):
        """ 
        Compute constraint before move is executed
        
        :Parameters:
            #. indexes (numpy.ndarray): Group atoms indexes the move will be applied to
        """
        # get angles dictionary slice
        anglesIndexes = []
        for idx in indexes:
            anglesIndexes.extend( self.__atomsLUAD[idx] )
        anglesDict = {}
        for idx in set(anglesIndexes):
            anglesDict[idx] = self.angles[idx] 
        # compute data before move
        #dataDict = full_improper_angles( anglesDict         = anglesDict ,
        #                                 boxCoords          = self.engine.boxCoordinates,
        #                                 basis              = self.engine.basisVectors ,
        #                                 reduceAngleToUpper = False,
        #                                 reduceAngleToLower = False)
        dataDict = full_improper_angles_coords( anglesDict         = anglesDict ,
                                                boxCoords          = self.engine.boxCoordinates,
                                                basis              = self.engine.basisVectors ,
                                                isPBC              = isinstance(self.engine.boundaryConditions, PeriodicBoundaries),
                                                reduceAngleToUpper = False,
                                                reduceAngleToLower = False,
                                                ncores             = INT_TYPE(1) )
        # set data before move
        self.set_active_atoms_data_before_move( dataDict )
        self.set_active_atoms_data_after_move(None)
        
    def compute_after_move(self, indexes, movedBoxCoordinates):
        """ 
        Compute constraint after move is executed
        
        :Parameters:
            #. indexes (numpy.ndarray): Group atoms indexes the move will be applied to.
            #. movedBoxCoordinates (numpy.ndarray): The moved atoms new coordinates.
        """
        # get angles dictionary slice
        anglesIndexes = []
        for idx in indexes:
            anglesIndexes.extend( self.__atomsLUAD[idx] )
        anglesDict = {}
        for idx in set(anglesIndexes):
            anglesDict[idx] = self.__angles[idx] 
        # change coordinates temporarily
        boxData = np.array(self.engine.boxCoordinates[indexes], dtype=FLOAT_TYPE)
        self.engine.boxCoordinates[indexes] = movedBoxCoordinates
        # compute data before move
        #dataDict = full_improper_angles( anglesDict         = anglesDict ,
        #                                 boxCoords          = self.engine.boxCoordinates,
        #                                 basis              = self.engine.basisVectors ,
        #                                 reduceAngleToUpper = False,
        #                                 reduceAngleToLower = False)
        dataDict = full_improper_angles_coords( anglesDict         = anglesDict ,
                                                boxCoords          = self.engine.boxCoordinates,
                                                basis              = self.engine.basisVectors ,
                                                isPBC              = isinstance(self.engine.boundaryConditions, PeriodicBoundaries),
                                                reduceAngleToUpper = False,
                                                reduceAngleToLower = False,
                                                ncores             = INT_TYPE(1) )
        # set data after move
        self.set_active_atoms_data_after_move( dataDict )
        # reset coordinates
        self.engine.boxCoordinates[indexes] = boxData
  
    def accept_move(self, indexes):
        """ 
        Accept move
        
        :Parameters:
            #. indexes (numpy.ndarray): Group atoms indexes the move will be applied to
        """
        # get indexes
        anglesIndexes = []
        for idx in indexes:
            anglesIndexes.extend( self.__atomsLUAD[idx] )
        for idx in set(anglesIndexes):
            self.data[idx]["angles"]        = self.activeAtomsDataAfterMove[idx]["angles"]
            self.data[idx]["reducedAngles"] = self.activeAtomsDataAfterMove[idx]["reducedAngles"]
        # reset activeAtoms data
        self.set_active_atoms_data_before_move(None)
        self.set_active_atoms_data_after_move(None)

    def reject_move(self, indexes):
        """ 
        Reject move
        
        :Parameters:
            #. indexes (numpy.ndarray): Group atoms indexes the move will be applied to
        """
        # reset activeAtoms data
        self.set_active_atoms_data_before_move(None)
        self.set_active_atoms_data_after_move(None)



    
    
            