package pipeline import ( "strings" "unicode" ) // chunker.go: the шаг-3a SOURCE segmenter. It turns the per-chapter normalized // text produced by ingest.go into an ordered list of (chapter, chunk) units for // the runner loop. WS2 (слой 1) moved the packing budget to OUTPUT (ru) tokens via // the fertility estimate (est_out = f_cjk·cjk + f_other·other over source char-classes), // decoupling draft sizing (small chunk, COGS/coverage/alignment) from the EDIT unit // (coarse chapter-scale unit for cross-chunk cohesion): pack whole paragraphs to // DraftBudgetOut, and when a single paragraph exceeds it descend to SENTENCE boundaries // (never splitting a sentence; a lone over-budget sentence is a passthrough // OversizedSentence chunk). Edit units then group WHOLE draft chunks to EditCeilingOut. // // Contract kept intact for the loop (bookrun.go/chunkrun.go depend on it): SplitChunks emits // Chunk{Chapter,ChunkIdx,Text,…}; ChunkIdx resets to 0 per chapter; the new fields (EstOut, // OversizedSentence, EditUnitID) are ADDITIVE; the function is a PURE, deterministic function of // (chapters, SegBudget) (no time/rand, no map iteration). Its behavior is versioned by // chunkerVersion (render.go); the SegBudget is snapshot-folded via segmentationSnap — so changing // the segmentation OR the budget/fertility is a loud --resnapshot re-translation, never a silent // cache miss (§3.4/R6/D5.2/D30.9). // // IMPORTANT: this sentence splitter is a SEPARATE, independent piece of logic from // coverage.go's splitSentences. That one is a bit-for-bit port of the Python oracle // (refusal_bench.py) over the RUSSIAN OUTPUT and is Python-locked (D12 Q1). THIS one // segments the SOURCE (zh/ja/en), is versioned by chunkerVersion (Р2 = code), and is // free to be more faithful (closing-bracket absorption, an abbreviation guard). Do // not couple them. // Chunk is one ordered unit of translation work. type Chunk struct { Chapter int // 1-based ChunkIdx int // 0-based within its chapter Text string // EstOut is the fertility-estimated OUTPUT (ru) token cost of this chunk (WS2, слой 1): // est_out = fert.CJK·cjk_src + fert.Other·other_src over the source char-classes. It is the // unit the draft budget packs against (DraftBudgetOut), decoupling draft sizing from the // old input-token heuristic (L2-budget-wrong-unit). Additive field; the {Chapter,ChunkIdx,Text} // contract the loop/ingest/status depend on is untouched. EstOut float64 // OversizedSentence marks a chunk that is a SINGLE source sentence whose est_out alone exceeds // DraftBudgetOut (WS2 §2б). It is passthrough (never clause-split — clause splitting is // boundary machinery, anti-scope), and the flag makes the un-budgetable unit OBSERVABLE // ("деградация не молчит") rather than silently oversized. OversizedSentence bool // EditUnitID is the 0-based book-global id of the coarse EDIT unit this draft chunk belongs to // (WS2 decoupling: draft = small chunk, edit = large unit). An edit unit is a greedy grouping of // WHOLE draft chunks up to EditCeilingOut (per chapter), so the edit wave's editor reads a unit's draft as // the concatenation of its member chunks' the draft wave outputs — clean reconstruction by construction (no // straddle; verified: grouping whole chunks reproduces the paragraph-packed count 37 with 0 // straddle on the rerun corpus). Draft chunks never cross an edit-unit boundary. EditUnitID int } // SegBudget is the resolved output-token segmentation budget (WS2 §2в): the draft-chunk and // edit-unit ceilings in ru-OUTPUT tokens, plus the per-pair fertility coefficients that convert // source char-classes to an output-token estimate. Resolved from config.Segmentation by the runner // and snapshot-folded via segmentationSnap, so a budget/fertility edit is a loud --resnapshot // (D30.9). The classifier (tokenClassCounts) uses the REAL unicode.RangeTable of EstimateTokens // (Han|Hiragana|Katakana|Hangul) for generality (§0.1) — NOT script-specific ord ranges. type SegBudget struct { DraftBudgetOut float64 // draft-chunk ceiling, ru-output tokens (default 1797) EditCeilingOut float64 // edit-unit ceiling, ru-output tokens (default 3200, gated arm at 8000) FertCJK float64 // output tokens per CJK source char (default 1.1978) FertOther float64 // output tokens per non-CJK/non-space source char (default 0.3852) } // estOut applies the fertility formula to pre-counted source char-classes — identical to // est_out over the joined chunk text (whitespace is class-free, as tokenClassCounts drops it). func (s SegBudget) estOut(cjk, other int) float64 { return s.FertCJK*float64(cjk) + s.FertOther*float64(other) } // SplitChunks segments the ordered, per-chapter NORMALIZED text of a Document // (ingest.go already applied NormalizeSource and split chapters) into an ordered // chunk list. Chapters that yield no text (blank/whitespace-only, e.g. an epub // cover/nav page) do NOT consume a chapter number, so numbering stays dense over // real content (Фаза-0 backward compat). Fully deterministic. Each chunk carries its // EstOut + OversizedSentence flag + EditUnitID (WS2); the edit-unit id is monotone across // the book so a the edit wave unit is uniquely addressable. func SplitChunks(chapters []string, seg SegBudget) []Chunk { var out []Chunk chapterNo := 0 editUnitID := 0 for _, chapText := range chapters { paras := splitParagraphs(chapText) if len(paras) == 0 { continue // an empty chapter does not consume a chapter number } chapterNo++ chapterChunks := chapterDraftChunks(chapterNo, paras, seg) assignEditUnits(chapterChunks, seg, &editUnitID) out = append(out, chapterChunks...) } return out } // chapterDraftChunks packs one chapter's paragraphs into DRAFT chunks (the fine tiling). Rule: // pack whole paragraphs while the running OUTPUT-token estimate stays within DraftBudgetOut // (prefer paragraph boundaries); a paragraph that alone exceeds the budget is flushed on its own // and then SENTENCE-packed (never splitting a sentence; a single sentence over budget is its own // OversizedSentence chunk). The running budget is tracked as ADDITIVE char-class counts (CJK vs // other), applying est_out ONCE to the whole chunk — the "\n\n" separators are whitespace, which // tokenClassCounts drops, so counting classes and estimating once reproduces est_out(joined text) // exactly. Each emitted chunk gets its ChunkIdx (per-chapter) + EstOut; EditUnitID is set later. func chapterDraftChunks(chapterNo int, paras []string, seg SegBudget) []Chunk { var out []Chunk chunkIdx := 0 emit := func(text string, oversized bool, cjk, other int) { if t := strings.TrimSpace(text); t != "" { out = append(out, Chunk{ Chapter: chapterNo, ChunkIdx: chunkIdx, Text: t, EstOut: seg.estOut(cjk, other), OversizedSentence: oversized, }) chunkIdx++ } } var buf []string // paragraphs accumulated for the current chunk var bufCJK, bufOther int flush := func() { if len(buf) == 0 { return } emit(strings.Join(buf, "\n\n"), false, bufCJK, bufOther) buf = buf[:0] bufCJK, bufOther = 0, 0 } for _, p := range paras { pCJK, pOther := tokenClassCounts(p) if seg.estOut(pCJK, pOther) > seg.DraftBudgetOut { // Oversize paragraph: close any open chunk at this paragraph boundary, // then split the paragraph at sentence boundaries into its own chunks. flush() for _, sub := range packSentences(p, seg) { emit(sub.text, sub.oversizedSentence, sub.cjk, sub.other) } continue } // Normal paragraph: start a new chunk if adding it would exceed the budget // and the current chunk is non-empty (never split a paragraph here). if len(buf) > 0 && seg.estOut(bufCJK+pCJK, bufOther+pOther) > seg.DraftBudgetOut { flush() } buf = append(buf, p) bufCJK, bufOther = bufCJK+pCJK, bufOther+pOther } flush() return out } // assignEditUnits groups a chapter's already-built DRAFT chunks into EDIT units — greedy packing of // WHOLE draft chunks until the accumulated est_out would exceed EditCeilingOut — and stamps each // chunk's EditUnitID (monotone across the book via *nextID). Because units are formed from whole // draft chunks, a unit's source/draft span is exactly the concatenation of its member chunks (no // straddle) and the edit wave reconstructs the unit's draft losslessly. A single draft chunk larger than the // ceiling (an OversizedSentence, or a chapter whose first chunk already exceeds the ceiling) is its // own unit — grouping never splits a chunk (never-split-below-chunk mirrors never-split-paragraph). func assignEditUnits(chunks []Chunk, seg SegBudget, nextID *int) { acc := 0.0 started := false for i := range chunks { if started && acc+chunks[i].EstOut > seg.EditCeilingOut { *nextID++ // close the current unit at this chunk boundary acc = 0 } chunks[i].EditUnitID = *nextID acc += chunks[i].EstOut started = true } if started { *nextID++ // advance past the last unit so the next chapter starts a fresh id } } // subChunk is one sentence-packed sub-chunk with its char-class counts and the oversized-sentence // flag (a single sentence whose est_out alone exceeds DraftBudgetOut). type subChunk struct { text string cjk, other int oversizedSentence bool } // packSentences splits one oversize paragraph into sentence segments (lossless tiling — // concatenation reproduces the paragraph) and packs consecutive segments into ≤ DraftBudgetOut // (est_out) sub-chunks, never splitting a sentence. A single sentence larger than the budget // becomes its own sub-chunk flagged OversizedSentence (passthrough, never clause-split — the plan's // §2б decision: "деградация не молчит" is satisfied by the FLAG, not emergency clause machinery). func packSentences(paragraph string, seg SegBudget) []subChunk { segs := splitSourceSentences(paragraph) var chunks []subChunk var buf strings.Builder var bufCJK, bufOther int flush := func() { if buf.Len() == 0 { return } chunks = append(chunks, subChunk{text: buf.String(), cjk: bufCJK, other: bufOther}) buf.Reset() bufCJK, bufOther = 0, 0 } for _, s := range segs { sCJK, sOther := tokenClassCounts(s) // A lone sentence over budget: flush what precedes it, then emit it as its own // OversizedSentence sub-chunk (never split a sentence, and never merge it with a // neighbour so the oversized flag stays attributable to the single sentence). if seg.estOut(sCJK, sOther) > seg.DraftBudgetOut { flush() chunks = append(chunks, subChunk{text: s, cjk: sCJK, other: sOther, oversizedSentence: true}) continue } if buf.Len() > 0 && seg.estOut(bufCJK+sCJK, bufOther+sOther) > seg.DraftBudgetOut { flush() } buf.WriteString(s) bufCJK, bufOther = bufCJK+sCJK, bufOther+sOther } flush() return chunks } // tokenClassCounts counts the two token-estimate character classes of EstimateTokens // (render.go): CJK ideographs/kana/hangul, and "other" non-space runes (whitespace // folds into neighbours). Kept separate from EstimateTokens so the packer can sum // counts ADDITIVELY across units and floor once at the chunk level. Mirrors // EstimateTokens' classes; a recalibration there that changes packing granularity // is itself a chunkerVersion bump (both are behaviour changes covered by the snapshot). func tokenClassCounts(s string) (cjk, other int) { for _, r := range s { switch { case unicode.In(r, unicode.Han, unicode.Hiragana, unicode.Katakana, unicode.Hangul): cjk++ case unicode.IsSpace(r): default: other++ } } return cjk, other } // splitParagraphs breaks a chapter into paragraphs on blank lines and trims each, // dropping empties. Deterministic; whitespace-only paragraphs vanish. (Ingest emits // a blank line between block-level epub elements, so paragraphs survive extraction.) func splitParagraphs(chapter string) []string { var paras []string for _, raw := range strings.Split(chapter, "\n\n") { if p := strings.TrimSpace(raw); p != "" { paras = append(paras, p) } } return paras } // --- source sentence segmentation (zh/ja/en) — chunkerVersion-versioned --------- // splitSourceSentences segments one paragraph at sentence boundaries, returning // substrings that TILE the input (their concatenation is exactly the paragraph — // no character is lost or moved), so a packed sub-chunk is an exact source slice. // A boundary is a run of sentence terminators, plus any closing quotes/brackets, at: // // (1) a CJK terminator (。!?) — zero-width, CJK prose has no inter-sentence space — // but ONLY at quote-depth 0. A terminator inside a quote is dialogue-internal: // 「止まれ!」と言った。 is ONE sentence ending at the outer 。, not two (the same // for zh “…!”)— this is the dialogue case §3.7/D12-Q1 defers for the coverage // oracle, but our source splitter is free to get it right; // (2) an ASCII terminator (.!?) or ellipsis (…) — only when followed by whitespace // or end-of-paragraph (so a decimal/URL dot mid-token does not split, and en // dialogue "Stop!" She ran. still splits on the space after the quote). // // Trailing whitespace after a boundary is attached to the LEFT segment (the next // segment starts at the next content char), keeping the tiling exact. An // abbreviation guard suppresses a split after a lone "." following a known // abbreviation or a single-letter initial (never split "Mr. Smith" / "J. R. R."). // When unsure it prefers NOT to split (over-merge is safe — units just pack // together; over-split cuts a sentence, the forbidden case). Unbalanced quotes are // tolerated (depth floors at 0), erring toward merge. func splitSourceSentences(paragraph string) []string { runes := []rune(paragraph) var segs []string start, i, depth := 0, 0, 0 for i < len(runes) { r := runes[i] if isOpenQuote(r) { depth++ i++ continue } if isCloseQuote(r) { if depth > 0 { depth-- } i++ continue } if !isSourceTerminator(r) { i++ continue } // Consume a run of terminators (collapse "。。。" / "!?" into one boundary). j := i cjk := false for j < len(runes) && isSourceTerminator(runes[j]) { if isCJKTerminator(runes[j]) { cjk = true } j++ } // The terminator's quote-depth is the depth HERE — before absorbing the // closing quote that may follow it (「…!」: the ! is at depth 1, the 」 that // closes the quote comes after and must not retro-promote it to depth 0). depthHere := depth // Absorb a run of closing quotes/brackets that belong to the sentence, // decrementing quote-depth for the depth-tracked closers among them. e := j for e < len(runes) && isClosingBracket(runes[e]) { if isCloseQuote(runes[e]) && depth > 0 { depth-- } e++ } boundary := false if cjk { boundary = depthHere == 0 // dialogue-internal terminators do not end a sentence } else { // ASCII terminator / ellipsis: a boundary only outside a tracked quote AND // before whitespace or EOS. The quote-depth guard must apply here too, not // just to the CJK branch — otherwise 「Stop. Now.」 over-splits mid-dialogue // (external-review #4). Straight-quote en ("Stop!" She ran.) is untracked // (depth 0), so it still splits on the space as before. boundary = depthHere == 0 && (e >= len(runes) || isASCIISpace(runes[e])) // Abbreviation guard: a lone "." after an abbreviation/initial is not a end. if boundary && j-i == 1 && runes[i] == '.' && isAbbrevBefore(runes[start:i]) { boundary = false } } if !boundary { i = e continue } // Attach the following whitespace run to the left segment (keeps tiling exact). w := e for w < len(runes) && isASCIISpace(runes[w]) { w++ } segs = append(segs, string(runes[start:w])) start, i = w, w } if start < len(runes) { segs = append(segs, string(runes[start:])) } return segs } // isOpenQuote / isCloseQuote are the DEPTH-TRACKED paired quote/bracket delimiters // (CJK brackets + curly quotes with distinct open/close glyphs). Straight quotes // (" ') are NOT tracked — same glyph opens and closes, so depth is undecidable; en // relies on the whitespace rule instead, which is correct for spaced prose. func isOpenQuote(r rune) bool { switch r { case '「', '『', '(', '【', '《', '〈', '[', '{', '“', '‘': return true } return false } func isCloseQuote(r rune) bool { switch r { case '」', '』', ')', '】', '》', '〉', ']', '}', '”', '’': return true } return false } // isSourceTerminator is the sentence-terminator class for the SOURCE: CJK 。!?, // ASCII .!?, and the ellipsis … (U+2026). func isSourceTerminator(r rune) bool { switch r { case '。', '!', '?', '.', '!', '?', '…': return true } return false } // isCJKTerminator is the zero-width-splitting subset (fullwidth CJK). The ellipsis // is deliberately NOT here: "……" mid-CJK-sentence must not split, but "……。" still // splits on the 。 in the same run. func isCJKTerminator(r rune) bool { switch r { case '。', '!', '?': return true } return false } // isClosingBracket is the closing-quote/bracket class absorbed into the left // sentence after its terminator (ja/zh brackets + straight/curly quotes). func isClosingBracket(r rune) bool { switch r { case '」', '』', '】', ')', ')', '》', '〉', ']', ']', '}', '}', '"', '\'', '”', '’': return true } return false } // isASCIISpace is the whitespace used for ASCII-terminator boundary detection and // tiling — the ordinary prose separators (space, tab, newline, CR, form feed, // vertical tab, and the ideographic space U+3000). func isASCIISpace(r rune) bool { switch r { case ' ', '\t', '\n', '\r', '\f', '\v', ' ': return true } return false } // sourceAbbrevs are trailing tokens after which a lone "." is treated as an // abbreviation, not a sentence end (case-insensitive). A pragmatic set for prose; // the acceptance path is ja→ru where CJK terminators dominate, so this only guards // the en source. Single-letter initials are handled separately (isAbbrevBefore). var sourceAbbrevs = map[string]bool{ "mr": true, "mrs": true, "ms": true, "dr": true, "prof": true, "st": true, "jr": true, "sr": true, "vs": true, "no": true, "vol": true, "ch": true, "fig": true, "col": true, "gen": true, "sgt": true, "capt": true, "lt": true, "rev": true, "gov": true, "sen": true, "rep": true, "etc": true, "inc": true, "ltd": true, "co": true, "mt": true, "ave": true, "rd": true, } // isAbbrevBefore reports whether the text immediately before a lone "." ends in a // known abbreviation or a single-letter initial (so the "." is not a boundary). func isAbbrevBefore(left []rune) bool { // Trailing run of ASCII letters (the "word" before the period). end := len(left) k := end for k > 0 && isASCIILetter(left[k-1]) { k-- } word := left[k:end] if len(word) == 0 { return false } // Single-letter initial ("J.") — only when it stands alone (start or preceded by // a space/opening punctuation), never a one-letter word ending a real sentence // mid-flow would be rare; over-merge is the safe side. if len(word) == 1 { return k == 0 || !isASCIILetter(left[k-1]) } return sourceAbbrevs[strings.ToLower(string(word))] } func isASCIILetter(r rune) bool { return (r >= 'a' && r <= 'z') || (r >= 'A' && r <= 'Z') }