391 lines
10 KiB
Go
391 lines
10 KiB
Go
// Package chunking splits a parsed document into retrievable chunks.
|
|
//
|
|
// Chunking follows document structure rather than counting characters blindly:
|
|
// headings, paragraphs, list groups, tables and JSON object boundaries are
|
|
// preferred split points, and a character ceiling is applied only when a
|
|
// structural block is itself too large.
|
|
package chunking
|
|
|
|
import (
|
|
"crypto/sha256"
|
|
"encoding/hex"
|
|
"strings"
|
|
"unicode/utf8"
|
|
|
|
"github.com/andydixon/relata/internal/parsing"
|
|
)
|
|
|
|
// Options configure the chunker. Zero values are replaced by defaults.
|
|
type Options struct {
|
|
// MaxChars is the hard ceiling on one chunk's core span.
|
|
MaxChars int
|
|
// TargetChars is the size the chunker aims for when merging small blocks.
|
|
TargetChars int
|
|
// MinChars is the size below which a chunk is merged into its neighbour
|
|
// rather than emitted on its own.
|
|
MinChars int
|
|
// OverlapChars extends each chunk backwards into its predecessor, so a
|
|
// sentence spanning a boundary is still retrievable from both sides.
|
|
OverlapChars int
|
|
// MaxChunks bounds output; excess content is reported via Truncated.
|
|
MaxChunks int
|
|
// MinSplitChars is the document size below which the whole document becomes
|
|
// a single chunk. Splitting a short note only dilutes its embedding.
|
|
MinSplitChars int
|
|
}
|
|
|
|
func (o Options) withDefaults() Options {
|
|
if o.MaxChars <= 0 {
|
|
o.MaxChars = 1800
|
|
}
|
|
if o.TargetChars <= 0 || o.TargetChars > o.MaxChars {
|
|
o.TargetChars = o.MaxChars * 2 / 3
|
|
}
|
|
if o.MinChars <= 0 {
|
|
o.MinChars = o.MaxChars / 9
|
|
}
|
|
if o.OverlapChars < 0 || o.OverlapChars >= o.MaxChars {
|
|
o.OverlapChars = 0
|
|
}
|
|
if o.MaxChunks <= 0 {
|
|
o.MaxChunks = 400
|
|
}
|
|
if o.MinSplitChars <= 0 {
|
|
o.MinSplitChars = o.MaxChars / 2
|
|
}
|
|
return o
|
|
}
|
|
|
|
// Chunk is one produced chunk. Start and End are byte offsets into the source
|
|
// text and always satisfy Text == text[Start:End], including any overlap.
|
|
type Chunk struct {
|
|
Sequence int
|
|
Text string
|
|
Start int
|
|
End int
|
|
Hash string
|
|
Page int
|
|
Section string
|
|
Heading string
|
|
// OverlapChars is how many leading bytes were carried over from the
|
|
// preceding chunk, so callers can tell borrowed context from new content.
|
|
OverlapChars int
|
|
}
|
|
|
|
// Result is the chunker's output.
|
|
type Result struct {
|
|
Chunks []Chunk
|
|
// Truncated is true when MaxChunks stopped the chunker before the end of
|
|
// the document.
|
|
Truncated bool
|
|
}
|
|
|
|
// Split divides doc into chunks.
|
|
//
|
|
// The returned chunks cover the document in order. Very short documents are
|
|
// returned as a single chunk: splitting a two-sentence note produces fragments
|
|
// that embed worse than the whole.
|
|
func Split(doc *parsing.Document, opts Options) Result {
|
|
o := opts.withDefaults()
|
|
text := doc.Text
|
|
|
|
if strings.TrimSpace(text) == "" {
|
|
return Result{}
|
|
}
|
|
|
|
// A short document is one chunk, whatever its internal structure.
|
|
if len(text) <= o.MinSplitChars {
|
|
return Result{Chunks: []Chunk{finish(0, text, 0, len(text), 0, firstPage(doc), firstSection(doc), firstHeading(doc))}}
|
|
}
|
|
|
|
blocks := doc.Blocks
|
|
if len(blocks) == 0 {
|
|
blocks = []parsing.Block{{Kind: parsing.BlockParagraph, Text: text, Start: 0, End: len(text)}}
|
|
}
|
|
|
|
// Phase 1: group blocks into core spans that respect structure.
|
|
spans := groupBlocks(blocks, text, o)
|
|
|
|
// Phase 2: apply overlap and materialise chunks.
|
|
res := Result{}
|
|
for i, sp := range spans {
|
|
if len(res.Chunks) >= o.MaxChunks {
|
|
res.Truncated = true
|
|
break
|
|
}
|
|
start := sp.start
|
|
overlap := 0
|
|
if o.OverlapChars > 0 && i > 0 {
|
|
lowerBound := spans[i-1].start
|
|
cand := start - o.OverlapChars
|
|
if cand < lowerBound {
|
|
cand = lowerBound
|
|
}
|
|
cand = alignRuneStart(text, cand)
|
|
// Prefer to begin the overlap at a word boundary so the borrowed
|
|
// context does not start mid-word.
|
|
if b := lastBoundary(text, cand, start); b > cand {
|
|
cand = b
|
|
}
|
|
if cand < start {
|
|
overlap = start - cand
|
|
start = cand
|
|
}
|
|
}
|
|
res.Chunks = append(res.Chunks, finish(
|
|
len(res.Chunks), text[start:sp.end], start, sp.end, overlap, sp.page, sp.section, sp.heading))
|
|
}
|
|
return res
|
|
}
|
|
|
|
type coreSpan struct {
|
|
start, end int
|
|
page int
|
|
section string
|
|
heading string
|
|
}
|
|
|
|
// groupBlocks merges consecutive blocks into spans no larger than MaxChars,
|
|
// starting a new span at structural boundaries.
|
|
func groupBlocks(blocks []parsing.Block, text string, o Options) []coreSpan {
|
|
var spans []coreSpan
|
|
var cur *coreSpan
|
|
var curHeading string
|
|
|
|
flush := func() {
|
|
if cur != nil {
|
|
spans = append(spans, *cur)
|
|
cur = nil
|
|
}
|
|
}
|
|
|
|
for _, b := range blocks {
|
|
if strings.TrimSpace(b.Text) == "" {
|
|
continue
|
|
}
|
|
if b.Kind == parsing.BlockHeading {
|
|
curHeading = strings.TrimLeft(strings.TrimSpace(b.Text), "# ")
|
|
}
|
|
|
|
size := b.End - b.Start
|
|
|
|
// An oversized single block must be split internally.
|
|
if size > o.MaxChars {
|
|
flush()
|
|
for _, sub := range splitLarge(text, b.Start, b.End, o) {
|
|
spans = append(spans, coreSpan{
|
|
start: sub.start, end: sub.end,
|
|
page: b.Page, section: b.Section, heading: curHeading,
|
|
})
|
|
}
|
|
continue
|
|
}
|
|
|
|
switch {
|
|
case cur == nil:
|
|
cur = &coreSpan{start: b.Start, end: b.End, page: b.Page, section: b.Section, heading: curHeading}
|
|
|
|
// A heading opens a new section: start a fresh chunk once the current
|
|
// one carries enough content to stand alone.
|
|
case b.Kind == parsing.BlockHeading && cur.end-cur.start >= o.MinChars:
|
|
flush()
|
|
cur = &coreSpan{start: b.Start, end: b.End, page: b.Page, section: b.Section, heading: curHeading}
|
|
|
|
// A page change in a paginated document is a real boundary.
|
|
case b.Page > 0 && cur.page > 0 && b.Page != cur.page && cur.end-cur.start >= o.MinChars:
|
|
flush()
|
|
cur = &coreSpan{start: b.Start, end: b.End, page: b.Page, section: b.Section, heading: curHeading}
|
|
|
|
// Adding this block would exceed the ceiling.
|
|
case b.End-cur.start > o.MaxChars:
|
|
flush()
|
|
cur = &coreSpan{start: b.Start, end: b.End, page: b.Page, section: b.Section, heading: curHeading}
|
|
|
|
// A JSON object boundary is worth respecting once the chunk is big
|
|
// enough, so an object's fields stay together.
|
|
case b.Kind == parsing.BlockJSONField && b.Section != cur.section &&
|
|
cur.end-cur.start >= o.TargetChars:
|
|
flush()
|
|
cur = &coreSpan{start: b.Start, end: b.End, page: b.Page, section: b.Section, heading: curHeading}
|
|
|
|
default:
|
|
cur.end = b.End
|
|
if cur.section == "" {
|
|
cur.section = b.Section
|
|
}
|
|
if cur.page == 0 {
|
|
cur.page = b.Page
|
|
}
|
|
// Reaching the target size is a good place to stop, provided the
|
|
// next block is not mid-thought (handled by the loop restarting).
|
|
if cur.end-cur.start >= o.TargetChars {
|
|
flush()
|
|
}
|
|
}
|
|
}
|
|
flush()
|
|
|
|
return mergeTiny(spans, o)
|
|
}
|
|
|
|
// mergeTiny folds spans below MinChars into an adjacent span, so the output
|
|
// does not contain fragments too small to embed usefully.
|
|
func mergeTiny(spans []coreSpan, o Options) []coreSpan {
|
|
if len(spans) < 2 {
|
|
return spans
|
|
}
|
|
out := make([]coreSpan, 0, len(spans))
|
|
for _, sp := range spans {
|
|
if len(out) > 0 {
|
|
prev := &out[len(out)-1]
|
|
tiny := sp.end-sp.start < o.MinChars
|
|
fits := sp.end-prev.start <= o.MaxChars
|
|
contiguous := sp.start >= prev.end
|
|
if tiny && fits && contiguous {
|
|
prev.end = sp.end
|
|
if prev.section == "" {
|
|
prev.section = sp.section
|
|
}
|
|
continue
|
|
}
|
|
}
|
|
out = append(out, sp)
|
|
}
|
|
return out
|
|
}
|
|
|
|
// splitLarge divides one oversized block at the best available boundary:
|
|
// blank lines, then line breaks, then sentence ends, then a hard character cut.
|
|
func splitLarge(text string, start, end int, o Options) []span {
|
|
var out []span
|
|
for start < end {
|
|
limit := start + o.MaxChars
|
|
if limit >= end {
|
|
out = append(out, span{start, end})
|
|
break
|
|
}
|
|
limit = alignRuneStart(text, limit)
|
|
// Look backwards from the ceiling for a boundary, but not so far back
|
|
// that chunks become tiny.
|
|
floor := start + o.MinChars
|
|
if floor > limit {
|
|
floor = start + (limit-start)/2
|
|
}
|
|
cut := findBoundary(text, floor, limit)
|
|
if cut <= start {
|
|
cut = limit
|
|
}
|
|
out = append(out, span{start, cut})
|
|
start = cut
|
|
}
|
|
return out
|
|
}
|
|
|
|
type span struct{ start, end int }
|
|
|
|
// findBoundary searches [floor,limit) for the latest good split point.
|
|
func findBoundary(text string, floor, limit int) int {
|
|
if floor < 0 {
|
|
floor = 0
|
|
}
|
|
if limit > len(text) {
|
|
limit = len(text)
|
|
}
|
|
// Blank line.
|
|
for i := limit - 1; i > floor; i-- {
|
|
if text[i] == '\n' && i > 0 && text[i-1] == '\n' {
|
|
return i + 1
|
|
}
|
|
}
|
|
// Sentence terminator followed by whitespace.
|
|
for i := limit - 1; i > floor; i-- {
|
|
if (text[i] == '.' || text[i] == '!' || text[i] == '?' || text[i] == ';') &&
|
|
i+1 < len(text) && isSpace(text[i+1]) {
|
|
return i + 1
|
|
}
|
|
}
|
|
// Line break.
|
|
for i := limit - 1; i > floor; i-- {
|
|
if text[i] == '\n' {
|
|
return i + 1
|
|
}
|
|
}
|
|
// Word break.
|
|
for i := limit - 1; i > floor; i-- {
|
|
if isSpace(text[i]) {
|
|
return i + 1
|
|
}
|
|
}
|
|
return limit
|
|
}
|
|
|
|
// lastBoundary finds a word start within [from,upto) to begin overlap text at.
|
|
func lastBoundary(text string, from, upto int) int {
|
|
for i := from; i < upto && i < len(text); i++ {
|
|
if isSpace(text[i]) {
|
|
return i + 1
|
|
}
|
|
}
|
|
return from
|
|
}
|
|
|
|
func isSpace(b byte) bool { return b == ' ' || b == '\n' || b == '\t' || b == '\r' }
|
|
|
|
// alignRuneStart moves i back to the nearest UTF-8 rune boundary.
|
|
func alignRuneStart(text string, i int) int {
|
|
if i <= 0 {
|
|
return 0
|
|
}
|
|
if i >= len(text) {
|
|
return len(text)
|
|
}
|
|
for i > 0 && !utf8.RuneStart(text[i]) {
|
|
i--
|
|
}
|
|
return i
|
|
}
|
|
|
|
func finish(seq int, body string, start, end, overlap, page int, section, heading string) Chunk {
|
|
return Chunk{
|
|
Sequence: seq,
|
|
Text: body,
|
|
Start: start,
|
|
End: end,
|
|
Hash: HashText(body),
|
|
Page: page,
|
|
Section: section,
|
|
Heading: heading,
|
|
OverlapChars: overlap,
|
|
}
|
|
}
|
|
|
|
// HashText returns the hex SHA-256 of s. Chunk hashes make re-chunking
|
|
// idempotent: an unchanged chunk keeps its identity across reprocessing.
|
|
func HashText(s string) string {
|
|
sum := sha256.Sum256([]byte(s))
|
|
return hex.EncodeToString(sum[:])
|
|
}
|
|
|
|
func firstPage(doc *parsing.Document) int {
|
|
if len(doc.Blocks) > 0 {
|
|
return doc.Blocks[0].Page
|
|
}
|
|
return 0
|
|
}
|
|
|
|
func firstSection(doc *parsing.Document) string {
|
|
if len(doc.Blocks) > 0 {
|
|
return doc.Blocks[0].Section
|
|
}
|
|
return ""
|
|
}
|
|
|
|
func firstHeading(doc *parsing.Document) string {
|
|
for _, b := range doc.Blocks {
|
|
if b.Kind == parsing.BlockHeading {
|
|
return strings.TrimLeft(strings.TrimSpace(b.Text), "# ")
|
|
}
|
|
}
|
|
return ""
|
|
}
|