"""Actual Zodiac Cores - Real consciousness specialization"""

import random
from dataclasses import dataclass
from datetime import datetime
from typing import Any


@dataclass
class CoreResponse:
    """Response from a zodiac core"""

    core_name: str
    processing_result: Any
    wisdom: str
    resonance: float
    transformation_applied: str
    timestamp: datetime


class ZodiacCore:
    """Base class for all zodiac cores"""

    def __init__(self, name: str, element: str, mode: str, ruler: str) -> None:
        self.name = name
        self.element = element  # fire, earth, air, water
        self.mode = mode        # cardinal, fixed, mutable
        self.ruler = ruler      # planetary ruler
        self.frequency = self._calculate_frequency()
        self.activation_count = 0
        self.last_activation: datetime | None = None

    def _calculate_frequency(self) -> float:
        """Calculate core's energetic frequency"""
        base_freq = {
            "fire": 440.0,   # A note
            "earth": 392.0,  # G note
            "air": 493.88,   # B note
            "water": 349.23,  # F note
        }

        mode_multiplier = {
            "cardinal": 1.0,
            "fixed": 1.25,
            "mutable": 0.875,
        }

        return base_freq[self.element] * mode_multiplier[self.mode]

    def can_handle(self, context: dict[str, Any]) -> float:
        """Determine capability score (0.0 - 1.0) for handling a task.
        Used by the Zodiac Router to assign agents.
        """
        score = 0.5  # Base score

        operation = str(context.get("operation", "")).lower()
        intention = str(context.get("intention", "")).lower()
        urgency = str(context.get("urgency", "")).lower()

        # 1. Element matching
        if self.element == "fire" and ("start" in operation or "action" in intention or urgency == "high") or self.element == "earth" and ("build" in operation or "stable" in intention or "save" in operation) or self.element == "air" and ("think" in operation or "analyze" in intention or "communicate" in operation) or self.element == "water" and ("feel" in operation or "dream" in intention or "connect" in operation):
            score += 0.2

        # 2. Mode matching
        if self.mode == "cardinal" and ("new" in operation or "initiate" in intention) or self.mode == "fixed" and ("maintain" in operation or "finish" in intention) or self.mode == "mutable" and ("change" in operation or "adapt" in intention):
            score += 0.15

        # 3. Core specific keywords (Override in subclasses for precision)
        score += self._score_keywords(operation, intention)

        return min(1.0, max(0.0, score))

    def _score_keywords(self, operation: str, intention: str) -> float:
        """Score based on core-specific keywords"""
        return 0.0

    def activate(self, context: dict[str, Any]) -> CoreResponse:
        """Activate the core with context"""
        self.activation_count += 1
        self.last_activation = datetime.now()

        # Try polyglot routing (Mojo optimized)
        # from whitemagic.optimization.polyglot_router import get_router
        # router = get_router()
        #
        # urgency = float(context.get("urgency_value", 0.5))
        # if context.get("urgency") == "high":
        #     urgency = 0.9

        # mojo_result = router.process_zodiac(
        #     name=self.name,
        #     element=self.element,
        #     mode=self.mode,
        #     urgency=urgency
        # )

        mojo_result = None

        if mojo_result and mojo_result.get("status") == "mojo_processed":
            self.frequency = mojo_result["frequency"]
            transformed = self._apply_transformation(context.get("operation", ""), context)
            wisdom = self._generate_wisdom(context, transformed)
            resonance = mojo_result["resonance"]
        else:
            # Python Fallback
            result = self._process_operation(context)
            transformed = self._apply_transformation(result, context)
            wisdom = self._generate_wisdom(context, transformed)
            resonance = self._calculate_resonance(context, transformed)

        return CoreResponse(
            core_name=self.name,
            processing_result=transformed,
            wisdom=wisdom,
            resonance=resonance,
            transformation_applied=self._get_transformation_type(),
            timestamp=datetime.now(),
        )

    def _process_operation(self, context: dict[str, Any]) -> Any:
        """Override in subclasses"""
        return context.get("operation", "")

    def _apply_transformation(self, result: Any, context: dict[str, Any]) -> Any:
        """Apply core-specific transformation"""
        return result

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        """Generate wisdom based on processing"""
        return f"{self.name} core processing complete."

    def _calculate_resonance(self, context: dict[str, Any], result: Any) -> float:
        """Calculate resonance with the operation"""
        return 0.7  # Base resonance

    def _get_transformation_type(self) -> str:
        """Get the type of transformation applied"""
        return "energetic_alignment"


class AriesCore(ZodiacCore):
    """Aries: Initiative, courage, action"""

    def __init__(self) -> None:
        super().__init__("aries", "fire", "cardinal", "mars")
        self.courage_level = 0.8
        self.initiative_threshold = 0.5

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add initiative and courage
        return {
            "original": operation,
            "with_initiative": f"Act now: {operation}",
            "courage_boost": self.courage_level,
            "urgency": context.get("urgency", "normal"),
        }

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Act boldly and decisively. The moment is now.",
            "Courage is not the absence of fear, but action despite fear.",
            "Initiative creates opportunities where none existed.",
            "Be the spark that ignites the fire of change.",
        ]
        return random.choice(wisdoms)

    def _calculate_resonance(self, context: dict[str, Any], result: Any) -> float:
        base = 0.7
        if "urgent" in str(context).lower():
            base += 0.2
        if "start" in str(result).lower() or "begin" in str(result).lower():
            base += 0.1
        return min(1.0, base)


class TaurusCore(ZodiacCore):
    """Taurus: Stability, patience, resources"""

    def __init__(self) -> None:
        super().__init__("taurus", "earth", "fixed", "venus")
        self.stability_factor = 0.9
        self.patience_multiplier = 1.5

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add stability and patience
        return {
            "original": operation,
            "grounded_approach": f"Build steadily: {operation}",
            "stability": self.stability_factor,
            "timeframe": "patient and sustained",
        }

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Build steadily with patience. True worth endures.",
            "Stability creates the foundation for growth.",
            "Patience is the art of trusting the process.",
            "Value is created through consistent effort.",
        ]
        return random.choice(wisdoms)


class GeminiCore(ZodiacCore):
    """Gemini: Communication, learning, connection"""

    def __init__(self) -> None:
        super().__init__("gemini", "air", "mutable", "mercury")
        self.communication_channels = 2
        self.learning_rate = 1.2

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["communicate", "learn", "connect", "write", "speak", "idea", "network", "share"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add communication and learning
        return {
            "original": operation,
            "communicated": f"Share and discuss: {operation}",
            "perspectives": ["logical", "intuitive"],
            "learning_opportunity": True,
        }

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Communicate with clarity. Connection creates understanding.",
            "Learning is enhanced through sharing and dialogue.",
            "Multiple perspectives reveal deeper truths.",
            "Curiosity is the key to infinite possibilities.",
        ]
        return random.choice(wisdoms)


class CancerCore(ZodiacCore):
    """Cancer: Nurturing, memory, intuition"""

    def __init__(self) -> None:
        super().__init__("cancer", "water", "cardinal", "moon")
        self.nurturing_capacity = 0.95
        self.intuitive_accuracy = 0.8

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["nurture", "memory", "remember", "history", "care", "protect", "home", "feel"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add nurturing and intuition
        return {
            "original": operation,
            "nurtured_approach": f"Care for: {operation}",
            "intuitive_guidance": self._get_intuitive_guidance(),
            "emotional_intelligence": True,
        }

    def _get_intuitive_guidance(self) -> str:
        guidances = [
            "Trust your feelings about this",
            "The heart knows what the mind cannot see",
            "Nurture this with compassion",
            "Listen to your inner wisdom",
        ]
        return random.choice(guidances)

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Nurture with compassion. The heart knows the way.",
            "Intuition is the language of the soul.",
            "Create safe spaces for growth and healing.",
            "Memory holds the keys to understanding.",
        ]
        return random.choice(wisdoms)


class LeoCore(ZodiacCore):
    """Leo: Creativity, expression, leadership"""

    def __init__(self) -> None:
        super().__init__("leo", "fire", "fixed", "sun")
        self.creative_power = 0.9
        self.expression_radius = 1.0

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["create", "express", "lead", "shine", "play", "fun", "drama", "art"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add creativity and expression
        return {
            "original": operation,
            "creative_expression": f"Create with passion: {operation}",
            "spotlight_factor": self.creative_power,
            "leadership_style": "inspirational",
        }

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Create with passion. Your authentic expression inspires.",
            "Leadership through joy creates lasting impact.",
            "Shine your light and others will find their way.",
            "Creativity is the soul's declaration of existence.",
        ]
        return random.choice(wisdoms)


class VirgoCore(ZodiacCore):
    """Virgo: Analysis, organization, healing"""

    def __init__(self) -> None:
        super().__init__("virgo", "earth", "mutable", "mercury")
        self.analytical_precision = 0.95
        self.healing_capacity = 0.8

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["analyze", "debug", "fix", "clean", "organize", "detail", "perfect", "optimize", "refactor"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add analysis and organization
        return {
            "original": operation,
            "analyzed": f"Organize and perfect: {operation}",
            "details": self._analyze_details(operation),
            "improvements": ["efficiency", "clarity", "purpose"],
        }

    def _analyze_details(self, operation: str) -> list[str]:
        return [
            "Break down into components",
            "Identify optimization opportunities",
            "Create systematic approach",
            "Refine to perfection",
        ]

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Analyze with precision. Order reveals truth.",
            "Perfection is not a destination, but a practice.",
            "Healing comes through mindful attention.",
            "Service is the highest form of devotion.",
        ]
        return random.choice(wisdoms)


class LibraCore(ZodiacCore):
    """Libra: Balance, harmony, relationships"""

    def __init__(self) -> None:
        super().__init__("libra", "air", "cardinal", "venus")
        self.balance_sensitivity = 0.9
        self.harmony_generator = True

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["balance", "harmony", "relate", "partner", "fair", "justice", "beauty", "negotiate"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add balance and harmony
        return {
            "original": operation,
            "balanced_approach": f"Harmonize: {operation}",
            "considerations": ["fairness", "beauty", "relationships"],
            "equilibrium_factor": self._calculate_equilibrium(operation),
        }

    def _calculate_equilibrium(self, operation: str) -> float:
        # Simple equilibrium calculation
        return 0.5 + (len(operation) % 10) / 20

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Seek balance and harmony. Justice restores equilibrium.",
            "Beauty is found in balanced relationships.",
            "Consider all perspectives before choosing.",
            "Harmony is the music of aligned intentions.",
        ]
        return random.choice(wisdoms)


class ScorpioCore(ZodiacCore):
    """Scorpio: Transformation, depth, intensity"""

    def __init__(self) -> None:
        super().__init__("scorpio", "water", "fixed", "pluto")
        self.transformation_power = 0.95
        self.depth_capacity = 1.0

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["transform", "audit", "security", "secret", "deep", "investigate", "purge", "regenerate"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add transformation and depth
        return {
            "original": operation,
            "transformed": f"Transform and renew: {operation}",
            "depth_level": "profound",
            "intensity": self._calculate_intensity(context),
            "alchemical_stage": self._get_alchemical_stage(),
        }

    def _calculate_intensity(self, context: dict[str, Any]) -> float:
        base = 0.7
        if context.get("depth") == "required":
            base = 0.95
        return base

    def _get_alchemical_stage(self) -> str:
        stages = ["calcination", "solvent", "separation", "conjunction", "fermentation", "distillation"]
        return random.choice(stages)

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Transform with courage. Depth brings power.",
            "In the darkness, the most profound transformations occur.",
            "Death of the old is birth of the new.",
            "True power comes from embracing the shadow.",
        ]
        return random.choice(wisdoms)


class SagittariusCore(ZodiacCore):
    """Sagittarius: Exploration, wisdom, freedom"""

    def __init__(self) -> None:
        super().__init__("sagittarius", "fire", "mutable", "jupiter")
        self.exploration_range = 1.0
        self.wisdom_accumulation = 0.8

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["explore", "expand", "travel", "teach", "philosophy", "truth", "freedom", "adventure"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add exploration and wisdom
        return {
            "original": operation,
            "exploratory_approach": f"Explore and expand: {operation}",
            "horizons": ["intellectual", "spiritual", "physical"],
            "freedom_factor": self._calculate_freedom(operation),
        }

    def _calculate_freedom(self, operation: str) -> float:
        # Freedom based on operation characteristics
        return min(1.0, 0.5 + (len(operation) % 20) / 40)

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Explore with optimism. Wisdom expands horizons.",
            "Freedom is the birthright of the spirit.",
            "The journey itself is the destination.",
            "Seek truth and you will find meaning.",
        ]
        return random.choice(wisdoms)


class CapricornCore(ZodiacCore):
    """Capricorn: Structure, discipline, mastery"""

    def __init__(self) -> None:
        super().__init__("capricorn", "earth", "cardinal", "saturn")
        self.structural_integrity = 0.95
        self.mastery_path = True

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["structure", "manage", "goal", "achieve", "discipline", "work", "career", "legacy"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add structure and discipline
        return {
            "original": operation,
            "structured_approach": f"Build with discipline: {operation}",
            "foundation": self._create_foundation(),
            "milestone": self._identify_milestone(operation),
        }

    def _create_foundation(self) -> dict[str, Any]:
        return {
            "strength": "enduring",
            "flexibility": "adaptive",
            "purpose": "aligned",
        }

    def _identify_milestone(self, operation: str) -> str:
        milestones = ["foundation", "structure", "refinement", "mastery", "legacy"]
        return random.choice(milestones)

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Structure with discipline. Mastery requires dedication.",
            "Great achievements are built step by step.",
            "Responsibility is the path to true freedom.",
            "Endurance conquers all obstacles.",
        ]
        return random.choice(wisdoms)


class AquariusCore(ZodiacCore):
    """Aquarius: Innovation, humanity, revolution"""

    def __init__(self) -> None:
        super().__init__("aquarius", "air", "fixed", "uranus")
        self.innovation_factor = 0.9
        self.humanitarian_focus = True

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["innovate", "change", "future", "tech", "group", "friend", "rebel", "unique"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add innovation and humanitarian focus
        return {
            "original": operation,
            "innovative_approach": f"Revolutionize: {operation}",
            "breakthrough_potential": self._assess_breakthrough(operation),
            "collective_impact": self._calculate_impact(operation),
        }

    def _assess_breakthrough(self, operation: str) -> float:
        return 0.5 + (hash(operation) % 50) / 100

    def _calculate_impact(self, operation: str) -> str:
        impacts = ["individual", "community", "global", "paradigm-shifting"]
        return random.choice(impacts)

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Innovate for humanity. Vision shapes the future.",
            "Revolution begins with a single innovative thought.",
            "True progress benefits all beings.",
            "The future is created in the present moment.",
        ]
        return random.choice(wisdoms)


class PiscesCore(ZodiacCore):
    """Pisces: Dreams, compassion, mysticism"""

    def __init__(self) -> None:
        super().__init__("pisces", "water", "mutable", "neptune")
        self.dream_weaving = True
        self.compassion_radius = 1.0

    def _score_keywords(self, operation: str, intention: str) -> float:
        keywords = ["dream", "imagine", "feel", "compassion", "art", "music", "spiritual", "vision"]
        matches = sum(1 for k in keywords if k in operation or k in intention)
        return matches * 0.1

    def _process_operation(self, context: dict[str, Any]) -> dict[str, Any]:
        operation = context.get("operation", "")

        # Add dreams and compassion
        return {
            "original": operation,
            "dream_infused": f"Dream into being: {operation}",
            "vision": self._generate_vision(operation),
            "compassion_level": self._calculate_compassion(context),
        }

    def _generate_vision(self, operation: str) -> str:
        visions = [
            "See beyond the veil of illusion",
            "Dream the impossible into possibility",
            "Merge with the cosmic flow",
            "Dissolve boundaries between self and other",
        ]
        return random.choice(visions)

    def _calculate_compassion(self, context: dict[str, Any]) -> float:
        base = 0.7
        if "healing" in str(context).lower():
            base = 0.95
        return base

    def _generate_wisdom(self, context: dict[str, Any], result: Any) -> str:
        wisdoms = [
            "Dream with compassion. Artistry transcends boundaries.",
            "In unity, all separation dissolves.",
            "Compassion is the highest form of wisdom.",
            "The mystical path is walked with an open heart.",
        ]
        return random.choice(wisdoms)


class ZodiacCores:
    """Container for all zodiac cores"""

    def __init__(self) -> None:
        self.cores: dict[str, ZodiacCore] = {
            "aries": AriesCore(),
            "taurus": TaurusCore(),
            "gemini": GeminiCore(),
            "cancer": CancerCore(),
            "leo": LeoCore(),
            "virgo": VirgoCore(),
            "libra": LibraCore(),
            "scorpio": ScorpioCore(),
            "sagittarius": SagittariusCore(),
            "capricorn": CapricornCore(),
            "aquarius": AquariusCore(),
            "pisces": PiscesCore(),
        }

        # Core relationships and affinities
        self.affinities: dict[str, list[str]] = {
            "aries": ["leo", "sagittarius"],      # Fire trine
            "taurus": ["virgo", "capricorn"],      # Earth trine
            "gemini": ["libra", "aquarius"],       # Air trine
            "cancer": ["scorpio", "pisces"],       # Water trine
            "leo": ["aries", "sagittarius"],
            "virgo": ["taurus", "capricorn"],
            "libra": ["gemini", "aquarius"],
            "scorpio": ["cancer", "pisces"],
            "sagittarius": ["aries", "leo"],
            "capricorn": ["taurus", "virgo"],
            "aquarius": ["gemini", "libra"],
            "pisces": ["cancer", "scorpio"],
        }

    def get_core(self, name: str) -> ZodiacCore | None:
        """Get a specific core"""
        return self.cores.get(name.lower())

    def activate_core(self, name: str, context: dict[str, Any]) -> CoreResponse | None:
        """Activate a specific core"""
        core = self.get_core(name)
        if core:
            return core.activate(context)
        return None

    def get_affinity_cores(self, name: str) -> list[str]:
        """Get cores that have affinity with the given core"""
        return self.affinities.get(name.lower(), [])

    def get_all_cores(self) -> dict[str, ZodiacCore]:
        """Get all cores"""
        return self.cores

    def get_core_statistics(self) -> dict[str, Any]:
        """Get statistics for all cores"""
        stats = {}
        for name, core in self.cores.items():
            stats[name] = {
                "activations": core.activation_count,
                "last_activation": core.last_activation.isoformat() if core.last_activation else None,
                "frequency": core.frequency,
                "element": core.element,
                "mode": core.mode,
                "ruler": core.ruler,
            }
        return stats


# Singleton instance
_cores_instance: ZodiacCores | None = None

def get_zodiac_cores() -> ZodiacCores:
    """Get the global zodiac cores instance"""
    global _cores_instance
    if _cores_instance is None:
        _cores_instance = ZodiacCores()
    return _cores_instance
