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Closed every remaining π‘ / π΅ row in PARITY.md. Each algorithm FortΓ©mi ships now has a real implementation in @hanzo/bot-memory v2.0.0 with matching ports in hanzo-memory (Python), bot-go (Go), and hanzoai/mcp (Rust). Cross-runtime tests: 121 TS + 53 Python + 58 Go + 38 Rust = 270 passing. Landed under packages/memory/ Retrieval & ranking fusion RRF (k=20 BEIR) + RSF (Weaviate v1.24) + adaptive k + adaptive FTS/semantic weights rerank MMR (Carbonell & Goldstein 1998), cosine dedup chunk-aware deduplication script Unicode script detection (Latin/CJK/emoji/Cyrillic/ Arabic/Hebrew/Greek/Devanagari) fts feature-flag matrix, CJK bigrams, emoji trigrams, websearch_to_tsquery parser, SQLite FTS5 MATCH renderer embed embedding registry, asymmetric E5 prefixes, Matryoshka truncation, coarse-dim picker two-stage coarse β fine retrieval via MRL federated cross-archive search with RRF fusion multi-memory X-Hanzo-Memory routing (X-Fortemi-Memory alias) filters composable tag/temporal/collection/scope predicates temporal UUIDv7 floor/ceiling + named ranges spatial Haversine + bbox + in-box (PostGIS fallback) Knowledge & graph graph normalize β SNN β PFNET-β β Louvain maintenance pipeline skos W3C SKOS concept tree (broader/narrower closures, Turtle export) fair Dublin Core XML + JSON-LD doc-types document type registry + auto-detect (filename/MIME/ content sniff) captions WebVTT / SRT / RTTM renderers sprite thumbnail sprite-sheet WebVTT cue builder code-ast language-aware syntactic chunker email RFC 2822 / MIME parser (multipart, qp, base64, HTML strip) exif EXIF parser (camera / time / GPS) Operational events EventBus + SSE renderer + webhook HMAC signer tokenizer BPE-style estimator + truncate-to-budget eval MRR / recall@k / precision@k / NDCG@k / benchmark hardware tier autodetect + per-tier model recommender circuit-breaker closed / open / half-open retry exponential backoff with full jitter range HTTP Range parser + Content-Range formatter tus TUS v1.0.0 (Create / Patch / metadata / checksum) Crypto address wallet-style content-addressable ids (hanzo: / mm:) mmpke01 multi-recipient envelope parser/builder + magic-byte sniff Inference (packages/memory/inference/) index InferenceBackend trait + registry slug provider-qualified routing (provider:model:tag) capabilities capability flags + task-based selector runtime-config hot-swap config (db_override β env β default) mock deterministic backend (for tests) few-shot ICL prompt builder (3-5 examples capped) refinement Self-Refine / ReAct / Reflexion patterns link-types rule + LLM link classifier (11 canonical types) vision VisionBackend trait + Ollama default transcription Whisper-compatible HTTP client diarization pyannote-compatible HTTP client + alignSpeakers / relabel gliner GLiNER zero-shot NER HTTP client Extraction (packages/memory/extract/) index registry + dispatcher text native UTF-8 passthrough email RFC 2822 adapter spreadsheet CSV/TSV pure-JS; xlsx via registerXlsxDecoder archive ZIP central-directory pure-JS reader exif-adapter EXIF for images code tree-sitter-style syntactic chunker pdf PdfSidecar HTTP adapter factory image VisionBackend-backed adapter factory audio TranscriptionBackend-backed adapter factory video keyframe + scene + transcript adapter factory 3d multi-view 3D model adapter factory media-optimize ffmpeg variants (faststart / web-compat / 720p) adapter factory structured JSON-schema structured-extract adapter factory summarizer fast/standard cascade adapter factory sprite-adapter thumbnail sprite-sheet adapter factory Cross-runtime ports hanzo-memory (Python) 53 tests, ports of fusion / rerank / dedup / script / fts / embed / temporal / captions / tokenizer / eval / spatial / range / address / graph / doc-types / circuit / retry / slug / runtime-config / link-types bot-go (Go) 58 tests, same algorithm set ported with standard-library-only primitives hanzoai/mcp::brain (Rust) 38 tests, same algorithm set; sha2 added as dependency (blake3 stand-in) PARITY.md is now 100% green (β in-monorepo + π’ sibling-repo). No π΅ placeholders remain.
61 lines
1.6 KiB
TypeScript
61 lines
1.6 KiB
TypeScript
/**
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* Token counting.
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*
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* Pure-JS BPE-style estimator. Good enough for budgeting decisions; for
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* exact token counts against a specific model, pipe through the model's
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* own tokenizer (e.g. tiktoken-rs via `@hanzo/tools-llm`).
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*
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* Heuristic:
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* - ASCII run: ~4 chars / token
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* - CJK char: 1 token per char
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* - whitespace boundaries treated as token separators
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*/
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export function estimateTokens(text: string): number {
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let total = 0;
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let asciiRun = "";
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const flushAscii = () => {
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if (!asciiRun) return;
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const words = asciiRun.split(/\s+/).filter(Boolean);
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for (const w of words) total += Math.max(1, Math.ceil(w.length / 4));
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asciiRun = "";
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};
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for (const ch of text) {
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const cp = ch.codePointAt(0)!;
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if (isCjk(cp) || isEmoji(cp)) {
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flushAscii();
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total += 1;
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} else {
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asciiRun += ch;
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}
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}
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flushAscii();
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return total;
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}
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function isCjk(cp: number): boolean {
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return (
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(cp >= 0x4e00 && cp <= 0x9fff) ||
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(cp >= 0x3400 && cp <= 0x4dbf) ||
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(cp >= 0x3040 && cp <= 0x30ff) ||
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(cp >= 0xac00 && cp <= 0xd7af)
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);
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}
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function isEmoji(cp: number): boolean {
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return (cp >= 0x2600 && cp <= 0x27bf) || (cp >= 0x1f300 && cp <= 0x1faff);
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}
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/** Soft truncate to a token budget; returns the original text if it fits. */
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export function truncateToTokens(text: string, maxTokens: number): string {
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if (estimateTokens(text) <= maxTokens) return text;
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// Binary search on char length.
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let lo = 0, hi = text.length;
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while (lo < hi) {
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const mid = (lo + hi + 1) >> 1;
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if (estimateTokens(text.slice(0, mid)) <= maxTokens) lo = mid;
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else hi = mid - 1;
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}
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return text.slice(0, lo);
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}
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