package cron

import (
	"context"
	"encoding/json"
	"fmt"
	"log/slog"
	"time"

	"github.com/ez-api/ez-api/internal/model"
	"github.com/ez-api/ez-api/internal/service"
	"github.com/redis/go-redis/v9"
	"gorm.io/gorm"
)

// AlertDetectorConfig holds configuration for alert detection
type AlertDetectorConfig struct {
	ErrorSpikeThreshold   float64 // Error rate threshold (0.1 = 10%)
	ErrorSpikeWindow      time.Duration
	QuotaWarningThreshold float64 // Quota usage threshold (0.9 = 90%)
	ProviderFailThreshold int     // Consecutive failures before alert
	DeduplicationCooldown time.Duration
}

// DefaultAlertDetectorConfig returns default configuration
func DefaultAlertDetectorConfig() AlertDetectorConfig {
	return AlertDetectorConfig{
		ErrorSpikeThreshold:   0.1, // 10% error rate
		ErrorSpikeWindow:      5 * time.Minute,
		QuotaWarningThreshold: 0.9, // 90% quota used
		ProviderFailThreshold: 10,
		DeduplicationCooldown: 5 * time.Minute,
	}
}

// AlertDetector detects anomalies and creates alerts
type AlertDetector struct {
	db           *gorm.DB
	logDB        *gorm.DB
	rdb          *redis.Client
	statsService *service.StatsService
	config       AlertDetectorConfig
	logger       *slog.Logger
}

// NewAlertDetector creates a new AlertDetector
func NewAlertDetector(db, logDB *gorm.DB, rdb *redis.Client, statsService *service.StatsService, config AlertDetectorConfig, logger *slog.Logger) *AlertDetector {
	if logDB == nil {
		logDB = db
	}
	if logger == nil {
		logger = slog.Default()
	}
	return &AlertDetector{
		db:           db,
		logDB:        logDB,
		rdb:          rdb,
		statsService: statsService,
		config:       config,
		logger:       logger,
	}
}

// RunOnce executes a single detection cycle. Called by scheduler.
func (d *AlertDetector) RunOnce(ctx context.Context) {
	if d == nil || d.db == nil {
		return
	}
	d.detectOnce(ctx)
}

// detectOnce runs all detection rules once
func (d *AlertDetector) detectOnce(ctx context.Context) {
	if d == nil || d.db == nil {
		return
	}

	// Run each detection rule
	d.detectRateLimits(ctx)
	d.detectErrorSpikes(ctx)
	d.detectQuotaExceeded(ctx)
	d.detectProviderDown(ctx)
	d.detectTrafficSpikes(ctx)
}

// detectRateLimits checks for masters hitting rate limits
func (d *AlertDetector) detectRateLimits(ctx context.Context) {
	if d.rdb == nil || d.statsService == nil {
		return
	}

	// Get all active masters
	var masters []model.Master
	if err := d.db.Where("status = ?", "active").Find(&masters).Error; err != nil {
		d.logger.Warn("failed to load masters for rate limit detection", "err", err)
		return
	}

	for _, master := range masters {
		snapshot, err := d.statsService.GetMasterRealtimeSnapshot(ctx, master.ID)
		if err != nil {
			continue
		}

		if snapshot.RateLimited {
			d.createAlertIfNew(
				model.AlertTypeRateLimit,
				model.AlertSeverityWarning,
				fmt.Sprintf("Master '%s' is rate limited", master.Name),
				fmt.Sprintf("Master '%s' (ID: %d) is currently being rate limited. Current QPS: %d", master.Name, master.ID, snapshot.QPS),
				master.ID,
				"master",
				master.Name,
			)
		}
	}
}

// detectErrorSpikes checks for high error rates in recent logs
func (d *AlertDetector) detectErrorSpikes(ctx context.Context) {
	if d.logDB == nil {
		return
	}

	since := time.Now().UTC().Add(-d.config.ErrorSpikeWindow)

	// Query error stats grouped by master/key
	type errorStat struct {
		KeyID   uint
		Total   int64
		Errors  int64
		ErrRate float64
	}

	var stats []errorStat
	err := d.logDB.Model(&model.LogRecord{}).
		Select("key_id, COUNT(*) as total, SUM(CASE WHEN status_code >= 400 THEN 1 ELSE 0 END) as errors").
		Where("created_at >= ?", since).
		Where("key_id > 0").
		Group("key_id").
		Having("COUNT(*) >= 10"). // Minimum requests threshold
		Scan(&stats).Error

	if err != nil {
		d.logger.Warn("failed to query error stats", "err", err)
		return
	}

	for _, stat := range stats {
		if stat.Total == 0 {
			continue
		}
		errRate := float64(stat.Errors) / float64(stat.Total)
		if errRate >= d.config.ErrorSpikeThreshold {
			// Get key name
			var key model.Key
			if err := d.db.Select("id, master_id").First(&key, stat.KeyID).Error; err != nil {
				continue
			}

			d.createAlertIfNew(
				model.AlertTypeErrorSpike,
				d.errorRateSeverity(errRate),
				fmt.Sprintf("High error rate detected (%.1f%%)", errRate*100),
				fmt.Sprintf("Key ID %d has %.1f%% error rate (%d/%d requests) in the last %v",
					stat.KeyID, errRate*100, stat.Errors, stat.Total, d.config.ErrorSpikeWindow),
				stat.KeyID,
				"key",
				"",
			)
		}
	}
}

// detectQuotaExceeded checks for keys approaching or exceeding quota
func (d *AlertDetector) detectQuotaExceeded(ctx context.Context) {
	var keys []model.Key
	// Find keys with quota enabled and usage >= threshold
	err := d.db.Where("quota_limit > 0 AND quota_used >= quota_limit * ?", d.config.QuotaWarningThreshold).
		Find(&keys).Error

	if err != nil {
		d.logger.Warn("failed to query quota usage", "err", err)
		return
	}

	for _, key := range keys {
		usagePercent := float64(key.QuotaUsed) / float64(key.QuotaLimit) * 100
		exceeded := key.QuotaUsed >= key.QuotaLimit

		severity := model.AlertSeverityWarning
		title := fmt.Sprintf("Quota at %.0f%%", usagePercent)
		if exceeded {
			severity = model.AlertSeverityCritical
			title = "Quota exceeded"
		}

		d.createAlertIfNew(
			model.AlertTypeQuotaExceeded,
			severity,
			title,
			fmt.Sprintf("Key ID %d (Master %d) has used %d/%d tokens (%.1f%%)",
				key.ID, key.MasterID, key.QuotaUsed, key.QuotaLimit, usagePercent),
			key.ID,
			"key",
			"",
		)
	}
}

// detectProviderDown checks for API keys with consecutive failures
func (d *AlertDetector) detectProviderDown(ctx context.Context) {
	// Find API keys with high failure rate
	var apiKeys []model.APIKey
	err := d.db.Where("status = ? AND total_requests > 0", "active").
		Where("(total_requests - success_requests) >= ?", d.config.ProviderFailThreshold).
		Find(&apiKeys).Error

	if err != nil {
		d.logger.Warn("failed to query api key failures", "err", err)
		return
	}

	for _, apiKey := range apiKeys {
		failures := apiKey.TotalRequests - apiKey.SuccessRequests
		if failures < int64(d.config.ProviderFailThreshold) {
			continue
		}

		// Check recent failure rate
		failureRate := float64(failures) / float64(apiKey.TotalRequests)
		if failureRate < 0.5 { // At least 50% failure rate
			continue
		}

		// Get provider group name
		var group model.ProviderGroup
		groupName := ""
		if err := d.db.Select("name").First(&group, apiKey.GroupID).Error; err == nil {
			groupName = group.Name
		}

		d.createAlertIfNew(
			model.AlertTypeProviderDown,
			model.AlertSeverityCritical,
			fmt.Sprintf("Provider API key failing (%d failures)", failures),
			fmt.Sprintf("API Key ID %d in group '%s' has %d failures out of %d requests (%.1f%% failure rate)",
				apiKey.ID, groupName, failures, apiKey.TotalRequests, failureRate*100),
			apiKey.ID,
			"apikey",
			groupName,
		)
	}
}

// createAlertIfNew creates an alert if no duplicate exists within cooldown period
func (d *AlertDetector) createAlertIfNew(
	alertType model.AlertType,
	severity model.AlertSeverity,
	title, message string,
	relatedID uint,
	relatedType, relatedName string,
) {
	fingerprint := fmt.Sprintf("%s:%s:%d", alertType, relatedType, relatedID)
	cooldownTime := time.Now().UTC().Add(-d.config.DeduplicationCooldown)

	// Check for existing active alert with same fingerprint
	var count int64
	d.db.Model(&model.Alert{}).
		Where("fingerprint = ? AND status = ? AND created_at >= ?", fingerprint, model.AlertStatusActive, cooldownTime).
		Count(&count)

	if count > 0 {
		return // Duplicate within cooldown
	}

	alert := model.Alert{
		Type:        alertType,
		Severity:    severity,
		Status:      model.AlertStatusActive,
		Title:       title,
		Message:     message,
		RelatedID:   relatedID,
		RelatedType: relatedType,
		RelatedName: relatedName,
		Fingerprint: fingerprint,
	}

	if err := d.db.Create(&alert).Error; err != nil {
		d.logger.Warn("failed to create alert", "type", alertType, "err", err)
		return
	}

	d.logger.Info("alert created", "type", alertType, "severity", severity, "title", title)
}

// errorRateSeverity determines severity based on error rate
func (d *AlertDetector) errorRateSeverity(rate float64) model.AlertSeverity {
	if rate >= 0.5 {
		return model.AlertSeverityCritical
	}
	if rate >= 0.25 {
		return model.AlertSeverityWarning
	}
	return model.AlertSeverityInfo
}

// loadThresholdConfig loads the threshold config from DB with fixed ID=1, or returns defaults
func (d *AlertDetector) loadThresholdConfig() model.AlertThresholdConfig {
	cfg := model.DefaultAlertThresholdConfig()
	cfg.ID = 1 // Fixed ID to ensure single config row
	if err := d.db.Where("id = ?", 1).FirstOrCreate(&cfg).Error; err != nil {
		d.logger.Warn("failed to load threshold config, using defaults", "err", err)
		return model.DefaultAlertThresholdConfig()
	}
	return cfg
}

// trafficSpikeSeverity determines severity based on value vs threshold
// warning when >= threshold, critical when >= 2x threshold
func trafficSpikeSeverity(value, threshold int64) model.AlertSeverity {
	if value >= threshold*2 {
		return model.AlertSeverityCritical
	}
	return model.AlertSeverityWarning
}

// trafficSpikeMetadata creates JSON metadata for traffic spike alerts
type trafficSpikeMetadata struct {
	Metric    string `json:"metric"`
	Value     int64  `json:"value"`
	Threshold int64  `json:"threshold"`
	Window    string `json:"window"`
}

func (m trafficSpikeMetadata) JSON() string {
	b, _ := json.Marshal(m)
	return string(b)
}

// detectTrafficSpikes checks for traffic threshold breaches
func (d *AlertDetector) detectTrafficSpikes(ctx context.Context) {
	cfg := d.loadThresholdConfig()

	// 1. Global QPS check (requires Redis)
	if d.rdb != nil && d.statsService != nil {
		d.detectGlobalQPSSpike(ctx, cfg)
	}

	// 2. Per-master RPM/TPM (1-minute window) - uses logDB, works without Redis
	d.detectMasterMinuteSpikes(ctx, cfg)

	// 3. Per-master RPD/TPD (24-hour window) - uses logDB, works without Redis
	d.detectMasterDaySpikes(ctx, cfg)
}

// detectGlobalQPSSpike checks global QPS against threshold
func (d *AlertDetector) detectGlobalQPSSpike(ctx context.Context, cfg model.AlertThresholdConfig) {
	// Sum QPS from all active masters
	var masters []model.Master
	if err := d.db.Where("status = ?", "active").Find(&masters).Error; err != nil {
		d.logger.Warn("failed to load masters for global QPS check", "err", err)
		return
	}

	var totalQPS int64
	for _, master := range masters {
		snapshot, err := d.statsService.GetMasterRealtimeSnapshot(ctx, master.ID)
		if err != nil {
			continue
		}
		totalQPS += snapshot.QPS
	}

	if totalQPS >= cfg.GlobalQPS {
		meta := trafficSpikeMetadata{
			Metric:    "global_qps",
			Value:     totalQPS,
			Threshold: cfg.GlobalQPS,
			Window:    "realtime",
		}
		d.createTrafficSpikeAlert(
			trafficSpikeSeverity(totalQPS, cfg.GlobalQPS),
			fmt.Sprintf("Global QPS threshold exceeded (%d >= %d)", totalQPS, cfg.GlobalQPS),
			fmt.Sprintf("System-wide QPS is %d, threshold is %d", totalQPS, cfg.GlobalQPS),
			0, "system", "global",
			meta,
		)
	}
}

// detectMasterMinuteSpikes checks per-master RPM/TPM in 1-minute window
func (d *AlertDetector) detectMasterMinuteSpikes(ctx context.Context, cfg model.AlertThresholdConfig) {
	since := time.Now().UTC().Add(-1 * time.Minute)

	// Query aggregated stats per master for 1-minute window
	type masterStat struct {
		MasterID  uint
		Requests  int64
		TokensIn  int64
		TokensOut int64
	}

	var stats []masterStat
	err := d.logDB.Model(&model.LogRecord{}).
		Select("master_id, COUNT(*) as requests, COALESCE(SUM(tokens_in), 0) as tokens_in, COALESCE(SUM(tokens_out), 0) as tokens_out").
		Where("created_at >= ?", since).
		Where("master_id > 0").
		Group("master_id").
		Scan(&stats).Error

	if err != nil {
		d.logger.Warn("failed to query master minute stats", "err", err)
		return
	}

	// Load master names for alerts
	masterNames := make(map[uint]string)
	var masters []model.Master
	if err := d.db.Select("id, name").Find(&masters).Error; err == nil {
		for _, m := range masters {
			masterNames[m.ID] = m.Name
		}
	}

	for _, stat := range stats {
		masterName := masterNames[stat.MasterID]
		if masterName == "" {
			masterName = fmt.Sprintf("Master#%d", stat.MasterID)
		}

		// RPM check (with minimum sample threshold)
		if stat.Requests >= cfg.MinRPMRequests1m && stat.Requests >= cfg.MasterRPM {
			meta := trafficSpikeMetadata{
				Metric:    "master_rpm",
				Value:     stat.Requests,
				Threshold: cfg.MasterRPM,
				Window:    "1m",
			}
			d.createTrafficSpikeAlert(
				trafficSpikeSeverity(stat.Requests, cfg.MasterRPM),
				fmt.Sprintf("Master '%s' RPM threshold exceeded (%d >= %d)", masterName, stat.Requests, cfg.MasterRPM),
				fmt.Sprintf("Master '%s' (ID: %d) has %d requests in the last minute, threshold is %d", masterName, stat.MasterID, stat.Requests, cfg.MasterRPM),
				stat.MasterID, "master", masterName,
				meta,
			)
		}

		// TPM check (with minimum sample threshold)
		totalTokens := stat.TokensIn + stat.TokensOut
		if totalTokens >= cfg.MinTPMTokens1m && totalTokens >= cfg.MasterTPM {
			meta := trafficSpikeMetadata{
				Metric:    "master_tpm",
				Value:     totalTokens,
				Threshold: cfg.MasterTPM,
				Window:    "1m",
			}
			d.createTrafficSpikeAlert(
				trafficSpikeSeverity(totalTokens, cfg.MasterTPM),
				fmt.Sprintf("Master '%s' TPM threshold exceeded (%d >= %d)", masterName, totalTokens, cfg.MasterTPM),
				fmt.Sprintf("Master '%s' (ID: %d) used %d tokens in the last minute, threshold is %d", masterName, stat.MasterID, totalTokens, cfg.MasterTPM),
				stat.MasterID, "master", masterName,
				meta,
			)
		}
	}
}

// detectMasterDaySpikes checks per-master RPD/TPD in 24-hour window
func (d *AlertDetector) detectMasterDaySpikes(ctx context.Context, cfg model.AlertThresholdConfig) {
	since := time.Now().UTC().Add(-24 * time.Hour)

	// Query aggregated stats per master for 24-hour window
	type masterStat struct {
		MasterID  uint
		Requests  int64
		TokensIn  int64
		TokensOut int64
	}

	var stats []masterStat
	err := d.logDB.Model(&model.LogRecord{}).
		Select("master_id, COUNT(*) as requests, COALESCE(SUM(tokens_in), 0) as tokens_in, COALESCE(SUM(tokens_out), 0) as tokens_out").
		Where("created_at >= ?", since).
		Where("master_id > 0").
		Group("master_id").
		Scan(&stats).Error

	if err != nil {
		d.logger.Warn("failed to query master day stats", "err", err)
		return
	}

	// Load master names for alerts
	masterNames := make(map[uint]string)
	var masters []model.Master
	if err := d.db.Select("id, name").Find(&masters).Error; err == nil {
		for _, m := range masters {
			masterNames[m.ID] = m.Name
		}
	}

	for _, stat := range stats {
		masterName := masterNames[stat.MasterID]
		if masterName == "" {
			masterName = fmt.Sprintf("Master#%d", stat.MasterID)
		}

		// RPD check
		if stat.Requests >= cfg.MasterRPD {
			meta := trafficSpikeMetadata{
				Metric:    "master_rpd",
				Value:     stat.Requests,
				Threshold: cfg.MasterRPD,
				Window:    "24h",
			}
			d.createTrafficSpikeAlert(
				trafficSpikeSeverity(stat.Requests, cfg.MasterRPD),
				fmt.Sprintf("Master '%s' RPD threshold exceeded (%d >= %d)", masterName, stat.Requests, cfg.MasterRPD),
				fmt.Sprintf("Master '%s' (ID: %d) has %d requests in the last 24 hours, threshold is %d", masterName, stat.MasterID, stat.Requests, cfg.MasterRPD),
				stat.MasterID, "master", masterName,
				meta,
			)
		}

		// TPD check
		totalTokens := stat.TokensIn + stat.TokensOut
		if totalTokens >= cfg.MasterTPD {
			meta := trafficSpikeMetadata{
				Metric:    "master_tpd",
				Value:     totalTokens,
				Threshold: cfg.MasterTPD,
				Window:    "24h",
			}
			d.createTrafficSpikeAlert(
				trafficSpikeSeverity(totalTokens, cfg.MasterTPD),
				fmt.Sprintf("Master '%s' TPD threshold exceeded (%d >= %d)", masterName, totalTokens, cfg.MasterTPD),
				fmt.Sprintf("Master '%s' (ID: %d) used %d tokens in the last 24 hours, threshold is %d", masterName, stat.MasterID, totalTokens, cfg.MasterTPD),
				stat.MasterID, "master", masterName,
				meta,
			)
		}
	}
}

// createTrafficSpikeAlert creates a traffic_spike alert with metadata
func (d *AlertDetector) createTrafficSpikeAlert(
	severity model.AlertSeverity,
	title, message string,
	relatedID uint,
	relatedType, relatedName string,
	meta trafficSpikeMetadata,
) {
	fingerprint := fmt.Sprintf("%s:%s:%s:%d", model.AlertTypeTrafficSpike, meta.Metric, relatedType, relatedID)
	cooldownTime := time.Now().UTC().Add(-d.config.DeduplicationCooldown)

	// Check for existing active alert with same fingerprint
	var count int64
	d.db.Model(&model.Alert{}).
		Where("fingerprint = ? AND status = ? AND created_at >= ?", fingerprint, model.AlertStatusActive, cooldownTime).
		Count(&count)

	if count > 0 {
		return // Duplicate within cooldown
	}

	alert := model.Alert{
		Type:        model.AlertTypeTrafficSpike,
		Severity:    severity,
		Status:      model.AlertStatusActive,
		Title:       title,
		Message:     message,
		RelatedID:   relatedID,
		RelatedType: relatedType,
		RelatedName: relatedName,
		Fingerprint: fingerprint,
		Metadata:    meta.JSON(),
	}

	if err := d.db.Create(&alert).Error; err != nil {
		d.logger.Warn("failed to create traffic spike alert", "metric", meta.Metric, "err", err)
		return
	}

	d.logger.Info("traffic spike alert created", "metric", meta.Metric, "severity", severity, "title", title)
}