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package knowledge
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import (
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"fmt"
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"strings"
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)
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// Document metadata keys for Eino schema.Document flowing through the RAG pipeline.
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const (
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metaKBCategory = "kb_category"
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metaKBTitle = "kb_title"
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metaKBItemID = "kb_item_id"
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metaKBChunkIndex = "kb_chunk_index"
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metaSimilarity = "similarity"
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)
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// DSL keys for [VectorEinoRetriever.Retrieve] via [retriever.WithDSLInfo].
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const (
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DSLRiskType = "risk_type"
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DSLSimilarityThreshold = "similarity_threshold"
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DSLSubIndexFilter = "sub_index_filter"
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)
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// FormatEmbeddingInput matches the historical indexing format so existing embeddings
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// stay comparable if users skip reindex; new indexes use the same string shape.
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func FormatEmbeddingInput(category, title, chunkText string) string {
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return fmt.Sprintf("[风险类型:%s] [标题:%s]\n%s", category, title, chunkText)
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}
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// FormatQueryEmbeddingText builds the string embedded at query time so it matches
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// [FormatEmbeddingInput] for the same risk category (title left empty for queries).
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func FormatQueryEmbeddingText(riskType, query string) string {
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q := strings.TrimSpace(query)
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rt := strings.TrimSpace(riskType)
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if rt != "" {
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return FormatEmbeddingInput(rt, "", q)
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}
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return q
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}
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// MetaLookupString returns metadata string value or "" if absent.
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func MetaLookupString(md map[string]any, key string) string {
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if md == nil {
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return ""
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}
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v, ok := md[key]
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if !ok || v == nil {
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return ""
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}
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switch t := v.(type) {
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case string:
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return t
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default:
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return strings.TrimSpace(fmt.Sprint(t))
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}
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}
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// MetaStringOK returns trimmed non-empty string and true if present and non-empty.
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func MetaStringOK(md map[string]any, key string) (string, bool) {
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s := strings.TrimSpace(MetaLookupString(md, key))
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if s == "" {
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return "", false
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}
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return s, true
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}
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// RequireMetaString requires a non-empty string metadata field.
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func RequireMetaString(md map[string]any, key string) (string, error) {
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s, ok := MetaStringOK(md, key)
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if !ok {
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return "", fmt.Errorf("missing or empty metadata %q", key)
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}
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return s, nil
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}
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// RequireMetaInt requires an integer metadata field.
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func RequireMetaInt(md map[string]any, key string) (int, error) {
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if md == nil {
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return 0, fmt.Errorf("missing metadata key %q", key)
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}
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v, ok := md[key]
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if !ok {
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return 0, fmt.Errorf("missing metadata key %q", key)
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}
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switch t := v.(type) {
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case int:
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return t, nil
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case int32:
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return int(t), nil
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case int64:
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return int(t), nil
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case float64:
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return int(t), nil
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default:
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return 0, fmt.Errorf("metadata %q: unsupported type %T", key, v)
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}
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}
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// DSLNumeric coerces DSL map values (e.g. from JSON) to float64.
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func DSLNumeric(v any) (float64, bool) {
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switch t := v.(type) {
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case float64:
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return t, true
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case float32:
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return float64(t), true
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case int:
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return float64(t), true
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case int64:
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return float64(t), true
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case uint32:
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return float64(t), true
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case uint64:
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return float64(t), true
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default:
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return 0, false
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}
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}
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// MetaFloat64OK reads a float metadata value.
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func MetaFloat64OK(md map[string]any, key string) (float64, bool) {
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if md == nil {
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return 0, false
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}
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v, ok := md[key]
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if !ok {
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return 0, false
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}
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return DSLNumeric(v)
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}
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