using Microsoft.Extensions.Logging;
using SilkroadBot.Domain.Models;
using SilkroadBot.Plugins.SDK.Interfaces;

namespace SilkroadBot.AI.Guardrails;

/// <summary>
/// Command Validation Layer (Sanity Check).
/// Every AI-generated action must pass through this layer before execution.
/// Prevents 'hallucinated' or illogical decisions that could lead to character loss.
/// </summary>
public class CommandValidator
{
    private readonly ILogger<CommandValidator> _logger;
    private readonly List<IValidationRule> _rules = new();

    public CommandValidator(ILogger<CommandValidator> logger)
    {
        _logger = logger;
        RegisterDefaultRules();
    }

    /// <summary>
    /// Register a validation rule.
    /// </summary>
    public void RegisterRule(IValidationRule rule)
    {
        _rules.Add(rule);
        _logger.LogDebug("Registered validation rule: {Name}", rule.Name);
    }

    /// <summary>
    /// Validate an AI decision against the current game state.
    /// Returns a validated result with any modifications or rejections.
    /// </summary>
    public ValidationResult Validate(AIDecision decision, GameStateSnapshot gameState)
    {
        if (!decision.IsValid)
            return ValidationResult.Rejected("AI decision marked as invalid");

        foreach (var rule in _rules.OrderBy(r => r.Priority))
        {
            var result = rule.Validate(decision, gameState);
            if (!result.IsApproved)
            {
                _logger.LogWarning("Action '{Action}' rejected by rule '{Rule}': {Reason}",
                    decision.Action, rule.Name, result.Reason);
                return result;
            }
        }

        _logger.LogDebug("Action '{Action}' passed all validation rules", decision.Action);
        return ValidationResult.Approved();
    }

    private void RegisterDefaultRules()
    {
        RegisterRule(new DeathPreventionRule());
        RegisterRule(new PositionSafetyRule());
        RegisterRule(new HealthThresholdRule());
        RegisterRule(new CombatSafetyRule());
        RegisterRule(new ConfidenceThresholdRule());
        RegisterRule(new ActionExistsRule());
    }
}

/// <summary>
/// Interface for validation rules.
/// </summary>
public interface IValidationRule
{
    string Name { get; }
    int Priority { get; }
    ValidationResult Validate(AIDecision decision, GameStateSnapshot gameState);
}

/// <summary>
/// Result of a validation check.
/// </summary>
public record ValidationResult
{
    public bool IsApproved { get; init; }
    public string Reason { get; init; } = string.Empty;
    public string? SuggestedAction { get; init; }
    
    public static ValidationResult Approved() => new() { IsApproved = true };
    public static ValidationResult Rejected(string reason) => new() { IsApproved = false, Reason = reason };
    public static ValidationResult RedirectTo(string action, string reason) => 
        new() { IsApproved = false, Reason = reason, SuggestedAction = action };
}

// ==================== Default Validation Rules ====================

/// <summary>
/// Prevents actions that would be executed while dead.
/// </summary>
public class DeathPreventionRule : IValidationRule
{
    public string Name => "Death Prevention";
    public int Priority => 0;

    public ValidationResult Validate(AIDecision decision, GameStateSnapshot state)
    {
        if (state.IsDead && decision.Action != "resurrect" && decision.Action != "wait")
        {
            return ValidationResult.RedirectTo("wait", 
                "Character is dead. Only resurrect or wait actions are valid.");
        }
        return ValidationResult.Approved();
    }
}

/// <summary>
/// Ensures HP is above a safe threshold before aggressive actions.
/// </summary>
public class HealthThresholdRule : IValidationRule
{
    public string Name => "Health Threshold";
    public int Priority => 10;
    
    private const double CriticalHPThreshold = 20.0;
    private const double LowHPThreshold = 40.0;

    private static readonly HashSet<string> _aggressiveActions = new()
    {
        "attack", "pull_monster", "engage", "skill_attack", "aoe_attack"
    };

    public ValidationResult Validate(AIDecision decision, GameStateSnapshot state)
    {
        if (state.HPPercentage < CriticalHPThreshold && _aggressiveActions.Contains(decision.Action))
        {
            return ValidationResult.RedirectTo("heal",
                $"HP is critically low ({state.HPPercentage:F1}%). Must heal before attacking.");
        }
        
        if (state.HPPercentage < LowHPThreshold && decision.Action == "pull_monster")
        {
            return ValidationResult.RedirectTo("heal",
                $"HP too low ({state.HPPercentage:F1}%) to pull new monsters.");
        }
        
        return ValidationResult.Approved();
    }
}

/// <summary>
/// Validates position safety - prevents walking into dangerous areas.
/// </summary>
public class PositionSafetyRule : IValidationRule
{
    public string Name => "Position Safety";
    public int Priority => 20;

    public ValidationResult Validate(AIDecision decision, GameStateSnapshot state)
    {
        // If moving, check that destination is reasonable
        if (decision.Action == "move" && decision.Parameters.TryGetValue("distance", out var dist))
        {
            if (dist is double distance && distance > 1000)
            {
                return ValidationResult.Rejected(
                    $"Movement distance ({distance}) exceeds safety limit. Potential hallucinated coordinates.");
            }
        }
        return ValidationResult.Approved();
    }
}

/// <summary>
/// Prevents engagement in combat when conditions are unsafe.
/// </summary>
public class CombatSafetyRule : IValidationRule
{
    public string Name => "Combat Safety";
    public int Priority => 15;

    public ValidationResult Validate(AIDecision decision, GameStateSnapshot state)
    {
        // Don't engage if already in combat with too many entities
        if (state.IsInCombat && decision.Action == "pull_monster" && state.NearbyEntityCount > 5)
        {
            return ValidationResult.Rejected(
                $"Already in combat with {state.NearbyEntityCount} nearby entities. Too dangerous to pull more.");
        }
        return ValidationResult.Approved();
    }
}

/// <summary>
/// Rejects decisions with low confidence scores.
/// </summary>
public class ConfidenceThresholdRule : IValidationRule
{
    public string Name => "Confidence Threshold";
    public int Priority => 5;
    
    private const double MinConfidence = 0.3;

    public ValidationResult Validate(AIDecision decision, GameStateSnapshot state)
    {
        if (decision.Confidence < MinConfidence)
        {
            return ValidationResult.RedirectTo("wait",
                $"AI confidence ({decision.Confidence:F2}) below threshold ({MinConfidence}). Defaulting to safe action.");
        }
        return ValidationResult.Approved();
    }
}

/// <summary>
/// Validates that the action is a known/supported action.
/// </summary>
public class ActionExistsRule : IValidationRule
{
    public string Name => "Action Exists";
    public int Priority => 1;
    
    private static readonly HashSet<string> _validActions = new()
    {
        "attack", "heal", "buff", "move", "wait", "loot",
        "pull_monster", "skill_attack", "aoe_attack", "flee",
        "resurrect", "use_potion", "equip", "sell", "buy",
        "teleport", "party_join", "party_leave", "none"
    };

    public ValidationResult Validate(AIDecision decision, GameStateSnapshot state)
    {
        if (!_validActions.Contains(decision.Action.ToLowerInvariant()))
        {
            return ValidationResult.RedirectTo("wait",
                $"Unknown action '{decision.Action}'. Not in valid action set.");
        }
        return ValidationResult.Approved();
    }
}