import math
import operator
import typing
import random

from game import db
from gen.flights.ai_flight_planner_db import INTERCEPT_CAPABLE, CAP_CAPABLE, CAS_CAPABLE, SEAD_CAPABLE
from gen.flights.flight import Flight, FlightType


# TODO : Ideally should be based on the aircraft type instead / Availability of fuel
STRIKE_MAX_RANGE = 150000
SEAD_MAX_RANGE = 150000

MAX_NUMBER_OF_INTERCEPTION_GROUP = 3
MISSION_DURATION = 120 # in minutes
CAP_EVERY_X_MINUTES = 20
CAS_EVERY_X_MINUTES = 30
SEAD_EVERY_X_MINUTES = 40


class FlightPlanner:

    from_cp = None
    game = None

    interceptor_flights = []
    cap_flights = []
    cas_flights = []
    strike_flights = []
    sead_flights = []
    flights = []

    potential_sead_targets = []
    potential_strike_targets = []

    def __init__(self, from_cp, game):
        # TODO : have the flight planner depend on a 'stance' setting : [Defensive, Aggresive... etc] and faction doctrine
        self.from_cp = from_cp
        self.game = game
        self.aircraft_inventory = {} # local copy of the airbase inventory

    def reset(self):
        """
        Reset the planned flights and avaialble units
        """
        self.aircraft_inventory = dict({k: v for k, v in self.from_cp.base.aircraft.items()})
        self.interceptor_flights = []
        self.cap_flights = []
        self.cas_flights = []
        self.strike_flights = []
        self.sead_flights = []
        self.flights = []
        self.potential_sead_targets = []
        self.potential_strike_targets = []

    def plan_flights(self):

        self.reset()
        self.compute_sead_targets()
        self.compute_strike_targets()

        # The priority is to assign air-superiority fighter or interceptor to interception roles, so they can scramble if there is an attacker
        self.commision_interceptors()

        # Then some CAP patrol for the next 2 hours
        self.commision_barcap()

        # Then setup cas
        self.commision_cas()

        # Then prepare some sead flights if required
        self.commision_sead()

        # TODO : commision STRIKE / ANTISHIP

    def commision_interceptors(self):
        """
        Pick some aircraft to assign them to interception roles
        """

        # At least try to generate one interceptor group
        number_of_interceptor_groups = min(max(sum([v for k, v in self.aircraft_inventory.items()]) / 4, MAX_NUMBER_OF_INTERCEPTION_GROUP), 1)
        possible_interceptors = [k for k in self.aircraft_inventory.keys() if k in INTERCEPT_CAPABLE]

        if len(possible_interceptors) <= 0:
            possible_interceptors = [k for k,v in self.aircraft_inventory.items() if k in CAP_CAPABLE and v >= 2]

        if number_of_interceptor_groups > 0:
            inventory = dict({k: v for k, v in self.aircraft_inventory.items() if k in possible_interceptors})
            for i in range(number_of_interceptor_groups):
                try:
                    unit = random.choice([k for k,v in inventory.items() if v >= 2])
                except IndexError:
                    break
                inventory[unit] = inventory[unit] - 2
                flight = Flight(unit, 2, self.from_cp, FlightType.INTERCEPTION)
                flight.points = []

                self.interceptor_flights.append(flight)
                self.flights.append(flight)

            # Update inventory
            for k, v in inventory.items():
                self.aircraft_inventory[k] = v

    def commision_barcap(self):
        """
        Pick some aircraft to assign them to defensive CAP roles (BARCAP)
        """

        possible_aircraft = [k for k, v in self.aircraft_inventory.items() if k in CAP_CAPABLE and v >= 2]
        inventory = dict({k: v for k, v in self.aircraft_inventory.items() if k in possible_aircraft})

        offset = random.randint(0,5)
        for i in range(int(MISSION_DURATION/CAP_EVERY_X_MINUTES)):

            try:
                unit = random.choice([k for k, v in inventory.items() if v >= 2])
            except IndexError:
                break

            inventory[unit] = inventory[unit] - 2
            flight = Flight(unit, 2, self.from_cp, FlightType.BARCAP)

            # Flight path : fly over each ground object (TODO : improve)
            flight.points = []
            flight.scheduled_in = offset + i*random.randint(CAP_EVERY_X_MINUTES-5, CAP_EVERY_X_MINUTES+5)

            patrol_alt = random.randint(3600, 7000)

            patrolled = []
            for ground_object in self.from_cp.ground_objects:
                if ground_object.group_id not in patrolled and not ground_object.airbase_group:
                    flight.points.append([ground_object.position.x, ground_object.position.y, patrol_alt])
                    patrolled.append(ground_object.group_id)

            self.cap_flights.append(flight)
            self.flights.append(flight)

        # Update inventory
        for k, v in inventory.items():
            self.aircraft_inventory[k] = v

    def commision_cas(self):
        """
        Pick some aircraft to assign them to CAS
        """

        possible_aircraft = [k for k, v in self.aircraft_inventory.items() if k in CAS_CAPABLE and v >= 2]
        inventory = dict({k: v for k, v in self.aircraft_inventory.items() if k in possible_aircraft})
        cas_location = self._get_cas_locations()

        if len(cas_location) > 0:

            offset = random.randint(0,5)
            for i in range(int(MISSION_DURATION/CAS_EVERY_X_MINUTES)):

                try:
                    unit = random.choice([k for k, v in inventory.items() if v >= 2])
                except IndexError:
                    break

                inventory[unit] = inventory[unit] - 2
                flight = Flight(unit, 2, self.from_cp, FlightType.CAS)

                # Flight path : fly over each ground object (TODO : improve)
                flight.points = []
                flight.scheduled_in = offset + i*random.randint(CAS_EVERY_X_MINUTES-5, CAS_EVERY_X_MINUTES+5)

                location = random.choice(cas_location)
                flight.targets.append(cas_location)
                flight.points.append([location[0], location[1], 1000]) # TODO : Egress / Ingress points

                self.cas_flights.append(flight)
                self.flights.append(flight)

            # Update inventory
            for k, v in inventory.items():
                self.aircraft_inventory[k] = v

    def commision_sead(self):
        """
        Pick some aircraft to assign them to SEAD tasks
        """

        possible_aircraft = [k for k, v in self.aircraft_inventory.items() if k in SEAD_CAPABLE and v >= 2]
        inventory = dict({k: v for k, v in self.aircraft_inventory.items() if k in possible_aircraft})

        if len(self.potential_sead_targets) > 0:

            offset = random.randint(0,5)
            for i in range(int(MISSION_DURATION/SEAD_EVERY_X_MINUTES)):

                if len(self.potential_sead_targets) <= 0:
                    break

                try:
                    unit = random.choice([k for k, v in inventory.items() if v >= 2])
                except IndexError:
                    break

                inventory[unit] = inventory[unit] - 2
                flight = Flight(unit, 2, self.from_cp, random.choice([FlightType.SEAD, FlightType.DEAD]))

                # Flight path : fly over each ground object (TODO : improve)
                flight.points = []
                flight.scheduled_in = offset + i*random.randint(SEAD_EVERY_X_MINUTES-5, SEAD_EVERY_X_MINUTES+5)

                location = self.potential_sead_targets[0][0]
                self.potential_sead_targets.pop(0)
                flight.points.append([location.position.x, location.position.y, 1000]) # TODO : Egress / Ingress points

                self.cas_flights.append(flight)
                self.flights.append(flight)

            # Update inventory
            for k, v in inventory.items():
                self.aircraft_inventory[k] = v

    def _get_cas_locations(self):
        cas_locations = []
        for cp in self.from_cp.connected_points:
            if cp.captured != self.from_cp.captured:
                cas_locations.append(((self.from_cp.position.x + cp.position.x)/2, (self.from_cp.position.y + cp.position.y)/2))
        return cas_locations

    def compute_strike_targets(self):
        """
        @return a list of potential strike targets in range
        """

        # target, distance
        self.potential_strike_targets = []

        for cp in [c for c in self.game.theater.controlpoints if c.captured != self.from_cp.captured]:

            # Compute distance to current cp
            distance = math.hypot(cp.position.x - self.from_cp.position.x,
                                  cp.position.y - self.from_cp.position.y)

            if distance > 2*STRIKE_MAX_RANGE:
                # Then it's unlikely any child ground object is in range
                return

            added_group = []
            for g in cp.ground_objects:
                if g.group_id in added_group: continue

                # Compute distance to current cp
                distance = math.hypot(cp.position.x - self.from_cp.position.x,
                                      cp.position.y - self.from_cp.position.y)

                if distance < SEAD_MAX_RANGE:
                    self.potential_strike_targets.append((g, distance))
                    added_group.append(g)

        self.potential_strike_targets.sort(key=operator.itemgetter(1))

    def compute_sead_targets(self):
        """
        @return a list of potential sead targets in range
        """

        # target, distance
        self.potential_sead_targets = []

        for cp in [c for c in self.game.theater.controlpoints if c.captured != self.from_cp.captured]:

            # Compute distance to current cp
            distance = math.hypot(cp.position.x - self.from_cp.position.x,
                                  cp.position.y - self.from_cp.position.y)

            # Then it's unlikely any ground object is range
            if distance > 2*SEAD_MAX_RANGE:
                return

            for g in cp.ground_objects:

                if g.dcs_identifier == "AA":

                    # Check that there is at least one unit with a radar in the ground objects unit groups
                    number_of_units = sum([len([r for r in group.units if hasattr(db.unit_type_from_name(r.type), "detection_range")
                                                and db.unit_type_from_name(r.type).detection_range > 1000]) for group in g.groups])
                    if number_of_units <= 0:
                        continue

                    # Compute distance to current cp
                    distance = math.hypot(cp.position.x - self.from_cp.position.x,
                                          cp.position.y - self.from_cp.position.y)

                    if distance < SEAD_MAX_RANGE:
                        self.potential_sead_targets.append((g, distance))

        self.potential_sead_targets.sort(key=operator.itemgetter(1))

    def __repr__(self):
        return "-"*40 + "\n" + self.from_cp.name + " planned flights :\n"\
               + "-"*40 + "\n" + "\n".join([repr(f) for f in self.flights]) + "\n" + "-"*40