package classifier

import (
	"encoding/json"
	"fmt"
	"log/slog"
	"sync/atomic"

	"pete/internal/ingestion"
	"pete/internal/matrix"
	"pete/internal/storage"
)

const recentHeadlineLimit = 50

// ClassifyResult is the unified output of the classification pipeline.
type ClassifyResult struct {
	Channel     string
	Platforms   []string
	DuplicateOf *string
	ShouldPost  bool
	Rationale   string
}

// Classifier runs the classification pipeline for incoming stories.
type Classifier struct {
	ollama              *OllamaClient
	matrixClient        *matrix.Client
	consecutiveFailures atomic.Int32
}

// NewClassifier creates a new classifier.
func NewClassifier(ollama *OllamaClient, matrixClient *matrix.Client) *Classifier {
	return &Classifier{
		ollama:       ollama,
		matrixClient: matrixClient,
	}
}

// Classify runs the appropriate classification pipeline for a feed item.
func (c *Classifier) Classify(item *ingestion.FeedItem) (*ClassifyResult, error) {
	// Direct routing — no LLM call needed
	if item.DirectRoute != nil {
		slog.Debug("direct route", "guid", item.GUID, "channel", *item.DirectRoute)

		// Still check GUID dedup via recent headlines for semantic dedup
		// but direct-routed stories always post
		return &ClassifyResult{
			Channel:    *item.DirectRoute,
			ShouldPost: true,
			Rationale:  "direct route from source config",
		}, nil
	}

	// Get recent headlines for dedup context
	recent, err := storage.GetRecentHeadlines(recentHeadlineLimit)
	if err != nil {
		slog.Error("failed to get recent headlines", "err", err)
		recent = nil // continue without dedup context
	}

	if item.Tier == 2 {
		return c.classifyTier2(item, recent)
	}

	return c.classifyTier1(item, recent)
}

func (c *Classifier) classifyTier1(item *ingestion.FeedItem, recent []storage.RecentHeadline) (*ClassifyResult, error) {
	prompt := BuildTier1Prompt(item, recent)

	raw, err := c.ollama.Generate(prompt)
	if err != nil {
		c.handleOllamaFailure(err)
		return nil, fmt.Errorf("ollama generate: %w", err)
	}
	c.handleOllamaSuccess()

	result, err := ParseTier1Response(raw)
	if err != nil {
		slog.Error("malformed LLM response", "guid", item.GUID, "raw", raw, "err", err)
		return nil, fmt.Errorf("parse tier1: %w", err)
	}

	// Log classification
	logResult(item.GUID, raw)

	return &ClassifyResult{
		Channel:     result.Channel,
		Platforms:   result.Platforms,
		DuplicateOf: result.DuplicateOf,
		ShouldPost:  true, // Tier 1 always posts
		Rationale:   result.Rationale,
	}, nil
}

func (c *Classifier) classifyTier2(item *ingestion.FeedItem, recent []storage.RecentHeadline) (*ClassifyResult, error) {
	// Run keyword gating first
	gatingResult, reason := RunGating(item.Headline, item.Lede)

	switch gatingResult {
	case GatingDiscard:
		slog.Info("tier2 gating: discard", "guid", item.GUID, "reason", reason)
		logResult(item.GUID, fmt.Sprintf(`{"gating":"discard","reason":%q}`, reason))
		return &ClassifyResult{
			ShouldPost: false,
			Rationale:  reason,
		}, nil

	case GatingPost:
		slog.Info("tier2 gating: definite post, routing via LLM", "guid", item.GUID, "reason", reason)
		// Fall through to LLM for routing (but post=true is guaranteed)
	}

	// Stage 3 (ambiguous) or Stage 1 (definite post needing routing) — send to LLM
	prompt := BuildTier2Prompt(item, recent)

	raw, err := c.ollama.Generate(prompt)
	if err != nil {
		c.handleOllamaFailure(err)
		return nil, fmt.Errorf("ollama generate: %w", err)
	}
	c.handleOllamaSuccess()

	result, err := ParseTier2Response(raw)
	if err != nil {
		slog.Error("malformed LLM response", "guid", item.GUID, "raw", raw, "err", err)
		return nil, fmt.Errorf("parse tier2: %w", err)
	}

	logResult(item.GUID, raw)

	// If gating said definite post, override LLM's post decision
	shouldPost := result.Post
	if gatingResult == GatingPost {
		shouldPost = true
	}

	return &ClassifyResult{
		Channel:     result.Channel,
		Platforms:   result.Platforms,
		DuplicateOf: result.DuplicateOf,
		ShouldPost:  shouldPost,
		Rationale:   result.Rationale,
	}, nil
}

func (c *Classifier) handleOllamaFailure(err error) {
	n := c.consecutiveFailures.Add(1)
	slog.Error("ollama failure", "err", err, "consecutive", n)
	if n == 3 && c.matrixClient != nil {
		c.matrixClient.SendAdminWarning(
			fmt.Sprintf("Ollama unavailable for 3 consecutive attempts: %v", err))
	}
}

func (c *Classifier) handleOllamaSuccess() {
	c.consecutiveFailures.Store(0)
}

func logResult(guid, raw string) {
	// Try to compact the JSON for cleaner logging
	var compact json.RawMessage
	if err := json.Unmarshal([]byte(raw), &compact); err == nil {
		storage.InsertClassificationLog(guid, string(compact))
	} else {
		storage.InsertClassificationLog(guid, raw)
	}
}