package search

import (
	"context"
	"encoding/json"
	"fmt"
	"sort"
	"strconv"
	"tercul/internal/domain"
	domainsearch "tercul/internal/domain/search"

	"github.com/weaviate/weaviate-go-client/v5/weaviate"
	"github.com/weaviate/weaviate-go-client/v5/weaviate/filters"
	"github.com/weaviate/weaviate-go-client/v5/weaviate/graphql"
	"github.com/weaviate/weaviate/entities/models"
)

type weaviateWrapper struct {
	client      *weaviate.Client
	host        string
	searchAlpha float64
}

// NewWeaviateWrapper creates a new WeaviateWrapper that implements the SearchClient interface.
func NewWeaviateWrapper(client *weaviate.Client, host string, searchAlpha float64) domainsearch.SearchClient {
	return &weaviateWrapper{client: client, host: host, searchAlpha: searchAlpha}
}

// hybridAlpha returns the alpha value for hybrid search, clamped between 0 and 1.
func (w *weaviateWrapper) hybridAlpha() float32 {
	if w.searchAlpha < 0 {
		return 0
	}
	if w.searchAlpha > 1 {
		return 1
	}
	return float32(w.searchAlpha)
}

// Search performs a multi-class search against the Weaviate instance.
func (w *weaviateWrapper) Search(ctx context.Context, params domainsearch.SearchParams) (*domainsearch.SearchResults, error) {
	allResults := make([]domainsearch.SearchResultItem, 0)

	// Determine which entity types to search for. If a type filter is present, use it.
	var searchTypes []string
	if len(params.Filters.Types) > 0 {
		searchTypes = params.Filters.Types
	} else {
		searchTypes = []string{"Work", "Translation", "Author"}
	}

	if contains(searchTypes, "Work") {
		workResults, err := w.searchWorks(ctx, &params)
		if err != nil {
			return nil, err
		}
		allResults = append(allResults, workResults...)
	}

	if contains(searchTypes, "Translation") {
		translationResults, err := w.searchTranslations(ctx, &params)
		if err != nil {
			return nil, err
		}
		allResults = append(allResults, translationResults...)
	}

	if contains(searchTypes, "Author") {
		authorResults, err := w.searchAuthors(ctx, &params)
		if err != nil {
			return nil, err
		}
		allResults = append(allResults, authorResults...)
	}

	// --- Sort by Relevance Score ---
	sort.Slice(allResults, func(i, j int) bool {
		return allResults[i].Score > allResults[j].Score // Descending order
	})

	totalResults := int64(len(allResults))

	// --- Paginate In-Memory ---
	paginatedResults := make([]domainsearch.SearchResultItem, 0)
	start := params.Offset
	end := params.Offset + params.Limit

	if start < len(allResults) {
		if end > len(allResults) {
			end = len(allResults)
		}
		paginatedResults = allResults[start:end]
	}

	return &domainsearch.SearchResults{
		Results:      paginatedResults,
		TotalResults: totalResults,
		Limit:        params.Limit,
		Offset:       params.Offset,
	}, nil
}

func (w *weaviateWrapper) searchWorks(ctx context.Context, params *domainsearch.SearchParams) ([]domainsearch.SearchResultItem, error) {
	fields := []graphql.Field{
		{Name: "db_id"}, {Name: "title"}, {Name: "description"}, {Name: "language"},
		{Name: "status"}, {Name: "createdAt"}, {Name: "updatedAt"}, {Name: "tags"},
		{Name: "_additional", Fields: []graphql.Field{{Name: "score"}}},
	}
	searcher := w.client.GraphQL().Get().WithClassName("Work").WithFields(fields...)
	w.addSearchArguments(searcher, params, "Work", []string{"title", "description"})
	resp, err := searcher.Do(ctx)
	if err != nil {
		return nil, fmt.Errorf("failed to search works: %w", err)
	}
	return w.parseGraphQLResponse(resp, "Work")
}

func (w *weaviateWrapper) searchTranslations(ctx context.Context, params *domainsearch.SearchParams) ([]domainsearch.SearchResultItem, error) {
	fields := []graphql.Field{
		{Name: "db_id"}, {Name: "title"}, {Name: "content"}, {Name: "language"}, {Name: "status"},
		{Name: "_additional", Fields: []graphql.Field{{Name: "score"}}},
	}
	searcher := w.client.GraphQL().Get().WithClassName("Translation").WithFields(fields...)
	w.addSearchArguments(searcher, params, "Translation", []string{"title", "content"})
	resp, err := searcher.Do(ctx)
	if err != nil {
		return nil, fmt.Errorf("failed to search translations: %w", err)
	}
	return w.parseGraphQLResponse(resp, "Translation")
}

func (w *weaviateWrapper) searchAuthors(ctx context.Context, params *domainsearch.SearchParams) ([]domainsearch.SearchResultItem, error) {
	fields := []graphql.Field{
		{Name: "db_id"}, {Name: "name"}, {Name: "biography"},
		{Name: "_additional", Fields: []graphql.Field{{Name: "score"}}},
	}
	searcher := w.client.GraphQL().Get().WithClassName("Author").WithFields(fields...)
	w.addSearchArguments(searcher, params, "Author", []string{"name", "biography"})
	// Authors should not be filtered by language
	if len(params.Filters.Languages) > 0 {
		return []domainsearch.SearchResultItem{}, nil
	}
	resp, err := searcher.Do(ctx)
	if err != nil {
		return nil, fmt.Errorf("failed to search authors: %w", err)
	}
	return w.parseGraphQLResponse(resp, "Author")
}

func (w *weaviateWrapper) addSearchArguments(searcher *graphql.GetBuilder, params *domainsearch.SearchParams, className string, searchFields []string) {
	if params.Query != "" || len(params.Concepts) > 0 {
		switch params.Mode {
		case domainsearch.SearchModeBM25:
			bm25 := w.client.GraphQL().Bm25ArgBuilder().WithQuery(params.Query).WithProperties(searchFields...)
			searcher.WithBM25(bm25)
		case domainsearch.SearchModeVector:
			nearText := w.client.GraphQL().NearTextArgBuilder().WithConcepts(params.Concepts)
			searcher.WithNearText(nearText)
		default:
			hybrid := w.client.GraphQL().HybridArgumentBuilder().
				WithQuery(params.Query).
				WithAlpha(w.hybridAlpha())
			searcher.WithHybrid(hybrid)
		}
	}
	where := buildWhereFilter(&params.Filters, className)
	if where != nil {
		searcher.WithWhere(where)
	}
}

// buildWhereFilter constructs the 'where' clause for the GraphQL query based on the search parameters.
func buildWhereFilter(searchFilters *domainsearch.SearchFilters, className string) *filters.WhereBuilder {
	if searchFilters == nil {
		return nil
	}

	operands := make([]*filters.WhereBuilder, 0)

	if (className == "Work" || className == "Translation") && len(searchFilters.Languages) > 0 {
		operands = append(operands, filters.Where().
			WithPath([]string{"language"}).
			WithOperator(filters.ContainsAny).
			WithValueText(searchFilters.Languages...))
	}

	if className == "Work" {
		if searchFilters.DateFrom != nil && !searchFilters.DateFrom.IsZero() {
			operands = append(operands, filters.Where().
				WithPath([]string{"createdAt"}).
				WithOperator(filters.GreaterThanEqual).
				WithValueDate(*searchFilters.DateFrom))
		}
		if searchFilters.DateTo != nil && !searchFilters.DateTo.IsZero() {
			operands = append(operands, filters.Where().
				WithPath([]string{"createdAt"}).
				WithOperator(filters.LessThanEqual).
				WithValueDate(*searchFilters.DateTo))
		}
		if len(searchFilters.Tags) > 0 {
			operands = append(operands, filters.Where().
				WithPath([]string{"tags"}).
				WithOperator(filters.ContainsAny).
				WithValueText(searchFilters.Tags...))
		}
	}

	if className == "Author" && len(searchFilters.Authors) > 0 {
		operands = append(operands, filters.Where().
			WithPath([]string{"name"}).
			WithOperator(filters.ContainsAny).
			WithValueText(searchFilters.Authors...))
	}

	if len(operands) == 0 {
		return nil
	}

	return filters.Where().WithOperator(filters.And).WithOperands(operands)
}

type weaviateResult struct {
	Additional struct {
		Score string `json:"score"`
	} `json:"_additional"`
	Properties map[string]interface{} `json:"-"`
}

func (r *weaviateResult) UnmarshalJSON(data []byte) error {
	var raw map[string]interface{}
	if err := json.Unmarshal(data, &raw); err != nil {
		return err
	}

	if add, ok := raw["_additional"]; ok {
		addBytes, err := json.Marshal(add)
		if err != nil {
			return err
		}
		if err := json.Unmarshal(addBytes, &r.Additional); err != nil {
			return err
		}
	}

	delete(raw, "_additional")
	r.Properties = raw
	return nil
}

// Temporary struct to handle the mismatch between Weaviate's string array for tags
// and the domain's []*Tag struct.
type workWithDBIDAndStringTags struct {
	domain.Work
	DBID json.Number `json:"db_id"`
	Tags []string    `json:"tags"` // This captures the tags as strings
}

type translationWithDBID struct {
	domain.Translation
	DBID json.Number `json:"db_id"`
}
type authorWithDBID struct {
	domain.Author
	DBID      json.Number `json:"db_id"`
	Biography string      `json:"biography"`
}

func (w *weaviateWrapper) parseGraphQLResponse(resp *models.GraphQLResponse, className string) ([]domainsearch.SearchResultItem, error) {
	var results []domainsearch.SearchResultItem

	get, ok := resp.Data["Get"].(map[string]interface{})
	if !ok {
		return nil, fmt.Errorf("unexpected response format: 'Get' not found")
	}

	classData, ok := get[className].([]interface{})
	if !ok {
		return results, nil
	}

	for _, itemData := range classData {
		itemBytes, err := json.Marshal(itemData)
		if err != nil {
			return nil, fmt.Errorf("failed to marshal search item: %w", err)
		}

		var tempResult weaviateResult
		if err := json.Unmarshal(itemBytes, &tempResult); err != nil {
			return nil, fmt.Errorf("failed to unmarshal search item: %w", err)
		}

		score, err := strconv.ParseFloat(tempResult.Additional.Score, 64)
		if err != nil {
			// In BM25, score can be nil if not found, treat as 0
			score = 0
		}

		propBytes, err := json.Marshal(tempResult.Properties)
		if err != nil {
			return nil, fmt.Errorf("failed to marshal item properties: %w", err)
		}

		var entity interface{}
		switch className {
		case "Work":
			var tempWork workWithDBIDAndStringTags
			if err := json.Unmarshal(propBytes, &tempWork); err != nil {
				return nil, fmt.Errorf("failed to unmarshal work: %w", err)
			}
			id, err := tempWork.DBID.Int64()
			if err != nil {
				return nil, fmt.Errorf("failed to parse work db_id: %w", err)
			}
			tempWork.Work.ID = uint(id)

			// Convert []string to []*domain.Tag
			finalTags := make([]*domain.Tag, len(tempWork.Tags))
			for i, tagName := range tempWork.Tags {
				finalTags[i] = &domain.Tag{Name: tagName}
			}
			tempWork.Work.Tags = finalTags

			entity = tempWork.Work
		case "Translation":
			var translation translationWithDBID
			if err := json.Unmarshal(propBytes, &translation); err != nil {
				return nil, fmt.Errorf("failed to unmarshal translation: %w", err)
			}
			id, err := translation.DBID.Int64()
			if err != nil {
				return nil, fmt.Errorf("failed to parse translation db_id: %w", err)
			}
			translation.Translation.ID = uint(id)
			entity = translation.Translation
		case "Author":
			var author authorWithDBID
			if err := json.Unmarshal(propBytes, &author); err != nil {
				return nil, fmt.Errorf("failed to unmarshal author: %w", err)
			}
			id, err := author.DBID.Int64()
			if err != nil {
				return nil, fmt.Errorf("failed to parse author db_id: %w", err)
			}
			author.Author.ID = uint(id)
			entity = author.Author
		default:
			return nil, fmt.Errorf("unknown class name for parsing: %s", className)
		}

		results = append(results, domainsearch.SearchResultItem{
			Type:   className,
			Entity: entity,
			Score:  score,
		})
	}

	return results, nil
}

func (w *weaviateWrapper) IndexWork(ctx context.Context, work *domain.Work, content string) error {
	// Convert []*domain.Tag to []string
	tags := make([]string, len(work.Tags))
	for i, tag := range work.Tags {
		tags[i] = tag.Name
	}

	properties := map[string]interface{}{
		"db_id":       work.ID,
		"title":       work.Title,
		"description": work.Description,
		"language":    work.Language,
		"status":      work.Status,
		"createdAt":   work.CreatedAt,
		"updatedAt":   work.UpdatedAt,
		"tags":        tags,
		"content":     content, // Assuming content is passed in
	}

	_, err := w.client.Data().Creator().
		WithClassName("Work").
		WithID(strconv.FormatUint(uint64(work.ID), 10)).
		WithProperties(properties).
		Do(ctx)

	return err
}

func contains(slice []string, item string) bool {
	for _, s := range slice {
		if s == item {
			return true
		}
	}
	return false
}