go-ai/rag/chunk.go
Claude e84d6ad3c9
feat: extract AI/ML packages from core/go
LEM scoring pipeline, native MLX Metal bindings, Claude SDK wrapper,
RAG with Qdrant/Ollama, unified AI facade, and MCP protocol server.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-16 15:25:55 +00:00

204 lines
5 KiB
Go

package rag
import (
"crypto/md5"
"fmt"
"path/filepath"
"slices"
"strings"
)
// ChunkConfig holds chunking configuration.
type ChunkConfig struct {
Size int // Characters per chunk
Overlap int // Overlap between chunks
}
// DefaultChunkConfig returns default chunking configuration.
func DefaultChunkConfig() ChunkConfig {
return ChunkConfig{
Size: 500,
Overlap: 50,
}
}
// Chunk represents a text chunk with metadata.
type Chunk struct {
Text string
Section string
Index int
}
// ChunkMarkdown splits markdown text into chunks by sections and paragraphs.
// Preserves context with configurable overlap.
func ChunkMarkdown(text string, cfg ChunkConfig) []Chunk {
if cfg.Size <= 0 {
cfg.Size = 500
}
if cfg.Overlap < 0 || cfg.Overlap >= cfg.Size {
cfg.Overlap = 0
}
var chunks []Chunk
// Split by ## headers
sections := splitBySections(text)
chunkIndex := 0
for _, section := range sections {
section = strings.TrimSpace(section)
if section == "" {
continue
}
// Extract section title
lines := strings.SplitN(section, "\n", 2)
title := ""
if strings.HasPrefix(lines[0], "#") {
title = strings.TrimLeft(lines[0], "#")
title = strings.TrimSpace(title)
}
// If section is small enough, yield as-is
if len(section) <= cfg.Size {
chunks = append(chunks, Chunk{
Text: section,
Section: title,
Index: chunkIndex,
})
chunkIndex++
continue
}
// Otherwise, chunk by paragraphs
paragraphs := splitByParagraphs(section)
currentChunk := ""
for _, para := range paragraphs {
para = strings.TrimSpace(para)
if para == "" {
continue
}
if len(currentChunk)+len(para)+2 <= cfg.Size {
if currentChunk != "" {
currentChunk += "\n\n" + para
} else {
currentChunk = para
}
} else {
if currentChunk != "" {
chunks = append(chunks, Chunk{
Text: strings.TrimSpace(currentChunk),
Section: title,
Index: chunkIndex,
})
chunkIndex++
}
// Start new chunk with overlap from previous (rune-safe for UTF-8)
runes := []rune(currentChunk)
if cfg.Overlap > 0 && len(runes) > cfg.Overlap {
overlapText := string(runes[len(runes)-cfg.Overlap:])
currentChunk = overlapText + "\n\n" + para
} else {
currentChunk = para
}
}
}
// Don't forget the last chunk
if strings.TrimSpace(currentChunk) != "" {
chunks = append(chunks, Chunk{
Text: strings.TrimSpace(currentChunk),
Section: title,
Index: chunkIndex,
})
chunkIndex++
}
}
return chunks
}
// splitBySections splits text by ## headers while preserving the header with its content.
func splitBySections(text string) []string {
var sections []string
lines := strings.Split(text, "\n")
var currentSection strings.Builder
for _, line := range lines {
// Check if this line is a ## header
if strings.HasPrefix(line, "## ") {
// Save previous section if exists
if currentSection.Len() > 0 {
sections = append(sections, currentSection.String())
currentSection.Reset()
}
}
currentSection.WriteString(line)
currentSection.WriteString("\n")
}
// Don't forget the last section
if currentSection.Len() > 0 {
sections = append(sections, currentSection.String())
}
return sections
}
// splitByParagraphs splits text by double newlines.
func splitByParagraphs(text string) []string {
// Replace multiple newlines with a marker, then split
normalized := text
for strings.Contains(normalized, "\n\n\n") {
normalized = strings.ReplaceAll(normalized, "\n\n\n", "\n\n")
}
return strings.Split(normalized, "\n\n")
}
// Category determines the document category from file path.
func Category(path string) string {
lower := strings.ToLower(path)
switch {
case strings.Contains(lower, "flux") || strings.Contains(lower, "ui/component"):
return "ui-component"
case strings.Contains(lower, "brand") || strings.Contains(lower, "mascot"):
return "brand"
case strings.Contains(lower, "brief"):
return "product-brief"
case strings.Contains(lower, "help") || strings.Contains(lower, "draft"):
return "help-doc"
case strings.Contains(lower, "task") || strings.Contains(lower, "plan"):
return "task"
case strings.Contains(lower, "architecture") || strings.Contains(lower, "migration"):
return "architecture"
default:
return "documentation"
}
}
// ChunkID generates a unique ID for a chunk.
func ChunkID(path string, index int, text string) string {
// Use first 100 runes of text for uniqueness (rune-safe for UTF-8)
runes := []rune(text)
if len(runes) > 100 {
runes = runes[:100]
}
textPart := string(runes)
data := fmt.Sprintf("%s:%d:%s", path, index, textPart)
hash := md5.Sum([]byte(data))
return fmt.Sprintf("%x", hash)
}
// FileExtensions returns the file extensions to process.
func FileExtensions() []string {
return []string{".md", ".markdown", ".txt"}
}
// ShouldProcess checks if a file should be processed based on extension.
func ShouldProcess(path string) bool {
ext := strings.ToLower(filepath.Ext(path))
return slices.Contains(FileExtensions(), ext)
}