// Package summarization provides a middleware that automatically summarizes
// conversation history when token/message thresholds are exceeded.
// Uses Compactor for safe message splitting, Supersede for removing stale
// file operations, and priority-based summary compression.
package summarization

import (
	"context"
	"fmt"
	"strings"
	"time"

	"ragflow/internal/harness/core"
	"ragflow/internal/harness/core/schema"
)

// TriggerCondition defines when summarization activates.
type TriggerCondition struct {
	MaxTokens   int // Trigger when estimated tokens exceed this
	MaxMessages int // Trigger when message count exceeds this (0 = no limit)
}

// TypedConfig configures the summarization middleware.
type TypedConfig[M core.MessageType] struct {
	Model              core.Model[M]
	Trigger            *TriggerCondition
	TokenCounter       func(ctx context.Context, msgs []M) (int, error)
	GenModelInput      func(ctx context.Context, instruction string, msgs []M) ([]M, error)
	Finalize           func(ctx context.Context, original, summary []M) ([]M, error)
	Callback           func(ctx context.Context, before, after core.TypedReActAgentState[M]) error
	RetryConfig        *core.TypedModelRetryConfig[M]
	EmitInternalEvents bool
	MaxRetries         int
	MaxTokens          int
	SummaryLang        string
	// EnableSupersede enables Trident-like stale file operation removal.
	EnableSupersede bool
	// EnableCompression enables priority-based summary compression.
	EnableCompression bool
	// CompactionCfg configures the Compactor (token threshold, preserve count).
	CompactionCfg *CompactionConfig
	// SummaryBudget configures summary compression budget.
	SummaryBudget *SummaryBudget
}

type Config = TypedConfig[*schema.Message]

type middleware[M core.MessageType] struct {
	core.BaseMiddleware[M]
	cfg       *TypedConfig[M]
	compactor *Compactor
}

func NewTyped[M core.MessageType](cfg *TypedConfig[M]) core.TypedReActMiddleware[M] {
	if cfg == nil {
		cfg = &TypedConfig[M]{MaxTokens: 160000}
	}
	if cfg.Trigger == nil {
		cfg.Trigger = &TriggerCondition{MaxTokens: 160000}
	}
	if cfg.MaxTokens <= 0 {
		cfg.MaxTokens = 160000
	}
	if cfg.Trigger.MaxTokens <= 0 {
		cfg.Trigger.MaxTokens = cfg.MaxTokens
	}
	if cfg.TokenCounter == nil {
		cfg.TokenCounter = defaultTokenCounter[M]
	}
	if cfg.CompactionCfg == nil {
		cfg.CompactionCfg = &CompactionConfig{
			TriggerTokens:  100000,
			PreserveRecent: 4,
		}
	}
	return &middleware[M]{cfg: cfg, compactor: &Compactor{}}
}

func New(cfg *Config) core.TypedReActMiddleware[*schema.Message] {
	return NewTyped[*schema.Message](cfg)
}

func (m *middleware[M]) BeforeModelRewrite(ctx context.Context, state *core.TypedReActAgentState[M], mc *core.TypedModelContext[M]) (context.Context, *core.TypedReActAgentState[M], error) {
	// Phase 1: Supersede — remove stale file operations before checking thresholds.
	if m.cfg.EnableSupersede {
		msgs := typedToSchemaMessages(state.Messages)
		filtered := ApplySupersede(msgs)
		state.Messages = schemaMessagesToTyped[M](filtered)
	}

	// Phase 2: Check if compaction is needed.
	if !m.shouldCompact(ctx, state) {
		return ctx, state, nil
	}

	// Fire before event if enabled
	if m.cfg.EmitInternalEvents {
		ev := &core.TypedAgentEvent[M]{
			Output: &core.TypedAgentOutput[M]{},
		}
		_ = core.TypedSendEvent(ctx, ev)
	}

	// Phase 3: Compact using Compactor.
	msgs := typedToSchemaMessages(state.Messages)
	compactCfg := m.cfg.CompactionCfg
	summarizer := func(ctx context.Context, msgs []*schema.Message) (string, error) {
		return m.generateSummary(ctx, schemaMessagesToTyped[M](msgs))
	}

	compacted, err := m.compactor.Compact(msgs, compactCfg, summarizer)
	if err != nil {
		return ctx, state, nil
	}

	// Phase 4: Compress the summary message if enabled.
	if m.cfg.EnableCompression && len(compacted) > 0 && compacted[0].Role == schema.RoleSystem &&
		strings.Contains(compacted[0].Content, "<summary>") {
		compacted[0].Content = compressSummaryContent(compacted[0].Content, m.cfg.SummaryBudget)
	}

	// Apply finalizer
	typedCompacted := schemaMessagesToTyped[M](compacted)
	if m.cfg.Finalize != nil {
		var err error
		typedCompacted, err = m.cfg.Finalize(ctx, state.Messages, typedCompacted)
		if err != nil {
			return ctx, state, nil
		}
	}

	// Callback
	if m.cfg.Callback != nil {
		before := *state
		state.Messages = typedCompacted
		_ = m.cfg.Callback(ctx, before, *state)
		return ctx, state, nil
	}

	state.Messages = typedCompacted
	return ctx, state, nil
}

func (m *middleware[M]) shouldCompact(ctx context.Context, state *core.TypedReActAgentState[M]) bool {
	if m.cfg.Trigger.MaxMessages > 0 && len(state.Messages) > m.cfg.Trigger.MaxMessages {
		return true
	}
	if m.cfg.TokenCounter != nil && len(state.Messages) > 0 {
		tokens, err := m.cfg.TokenCounter(ctx, state.Messages)
		if err == nil && tokens > m.cfg.Trigger.MaxTokens {
			return true
		}
	}
	return false
}

func (m *middleware[M]) generateSummary(ctx context.Context, msgs []M) (string, error) {
	if m.cfg.Model == nil {
		return fmt.Sprintf("(%d messages)", len(msgs)), nil
	}

	instruction := getSummaryInstruction(m.cfg.SummaryLang)
	var promptMsgs []M
	if m.cfg.GenModelInput != nil {
		var err error
		promptMsgs, err = m.cfg.GenModelInput(ctx, instruction, msgs)
		if err != nil {
			return "", err
		}
	} else {
		var builder strings.Builder
		builder.WriteString(instruction)
		builder.WriteString("\n\nConversation:\n")
		for i, msg := range msgs {
			text := extractText(msg)
			if text != "" {
				builder.WriteString(fmt.Sprintf("[%d]: %s\n", i+1, truncateText(text, 500)))
			}
			if i > 200 {
				builder.WriteString("...[truncated]")
				break
			}
		}
		promptMsgs = []M{buildSummaryPrompt[M](builder.String())}
	}

	var lastErr error
	maxAttempts := m.cfg.MaxRetries
	if maxAttempts <= 0 {
		maxAttempts = 1
		if m.cfg.RetryConfig != nil && m.cfg.RetryConfig.MaxRetries > 0 {
			maxAttempts = 1 + m.cfg.RetryConfig.MaxRetries
		}
	}
	for attempt := 0; attempt < maxAttempts; attempt++ {
		resp, err := m.cfg.Model.Generate(ctx, promptMsgs)
		if err == nil {
			if m.cfg.EmitInternalEvents {
				ev := &core.TypedAgentEvent[M]{
					Output: &core.TypedAgentOutput[M]{},
				}
				_ = core.TypedSendEvent(ctx, ev)
			}
			return extractText(resp), nil
		}
		lastErr = err
		if attempt < maxAttempts {
			time.Sleep(time.Duration(100*(1<<uint(attempt))) * time.Millisecond)
		}
	}
	return fmt.Sprintf("(%d messages)", len(msgs)), lastErr
}

func compressSummaryContent(content string, budget *SummaryBudget) string {
	start := strings.Index(content, "<summary>")
	end := strings.LastIndex(content, "</summary>")
	if start < 0 || end <= start {
		return content
	}
	inner := content[start+9 : end]
	compressed := CompressSummary(inner, budget)
	return content[:start+9] + "\n" + compressed + "\n" + content[end:]
}

// ---- Helper functions ----

func typedToSchemaMessages[M core.MessageType](msgs []M) []*schema.Message {
	result := make([]*schema.Message, 0, len(msgs))
	for _, m := range msgs {
		if msg, ok := any(m).(*schema.Message); ok {
			result = append(result, msg)
		}
	}
	return result
}

func schemaMessagesToTyped[M core.MessageType](msgs []*schema.Message) []M {
	result := make([]M, 0, len(msgs))
	for _, m := range msgs {
		if v, ok := any(m).(M); ok {
			result = append(result, v)
		}
	}
	return result
}

func getSummaryInstruction(lang string) string {
	if lang == "zh" {
		return `你是一个对话摘要助手。请总结以下对话,保留关键上下文、决定和待办事项。
要求:
1. 保持客观,不要添加对话中没有的信息
2. 保留重要的决策、结论和行动项
3. 使用与原对话相同的语言
4. 摘要应当简明扼要`
	}
	return `You are a conversation summarizer. Summarize the following conversation, preserving key context, decisions, and action items.
Requirements:
1. Stay objective, do not add information not in the conversation
2. Preserve important decisions, conclusions, and action items
3. Use the same language as the original conversation
4. Keep the summary concise`
}

func extractText[M core.MessageType](msg M) string {
	switch v := any(msg).(type) {
	case *schema.Message:
		return v.Content
	case *schema.AgenticMessage:
		return v.Content
	}
	return ""
}

func truncateText(s string, maxLen int) string {
	if len(s) <= maxLen {
		return s
	}
	return s[:maxLen] + "..."
}

func buildSummaryPrompt[M core.MessageType](content string) M {
	var zero M
	switch any(zero).(type) {
	case *schema.AgenticMessage:
		return any(schema.UserAgenticMessage(content)).(M)
	default:
		return any(schema.UserMessage(content)).(M)
	}
}

func defaultTokenCounter[M core.MessageType](ctx context.Context, msgs []M) (int, error) {
	total := 0
	for _, msg := range msgs {
		text := extractText(msg)
		total += len([]rune(text)) * 4 / 3
	}
	return total, nil
}

// FinalizerBuilder builds a Finalize function for summarization.
type FinalizerBuilder struct {
	Lang       string
	KeepLatest int
}

// Build creates a Finalize function that preserves the most recent messages.
func (b *FinalizerBuilder) Build() func(ctx context.Context, original, summary []*schema.Message) ([]*schema.Message, error) {
	keep := b.KeepLatest
	if keep <= 0 {
		keep = DefaultKeepMessages
	}
	return func(ctx context.Context, original, summary []*schema.Message) ([]*schema.Message, error) {
		if len(original) <= keep {
			return summary, nil
		}
		result := make([]*schema.Message, 0, len(summary)+keep)
		result = append(result, summary...)
		result = append(result, original[len(original)-keep:]...)
		return result, nil
	}
}
