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Other\nmultilingual variants from the same family (`multilingual-e5-small`,\n`multilingual-e5-large`, `bge-m3`) are first-class through the same\nfactory.\n\nThe package implements the `EmbedderProvider` contract from\n`@graphorin/core/contracts`:\n\n- `id()` - canonical id, e.g.\n  `'transformersjs:Xenova/multilingual-e5-base@768'`.\n- `dim()` - output vector dimensionality (resolved at first `embed`).\n- `configHash()` - deterministic hex hash over canonical-JSON config.\n- `embed(texts)` - batched, lazy. Returns one `Float32Array` per text.\n\n## Install\n\n```bash\npnpm add @graphorin/embedder-transformersjs @huggingface/transformers\n```\n\n### Known advisory: adm-zip via onnxruntime-node\n\n`npm audit` flags a high advisory\n([GHSA-xcpc-8h2w-3j85](https://github.com/advisories/GHSA-xcpc-8h2w-3j85))\nin this package's chain:\n`@huggingface/transformers -> onnxruntime-node -> adm-zip@0.5.x`.\n`adm-zip` runs only inside `onnxruntime-node`'s install script to\nunpack its own release archives - the runtime never parses foreign ZIP\nfiles - and every current `onnxruntime-node` release pins the\nvulnerable range, so no dependency bump resolves it today. Until\nupstream moves, add the verified one-line override to your\napplication's root manifest (`npm audit --omit=dev` then comes back\nclean; the install scripts and runtime work unchanged):\n\n```jsonc\n// npm / bun: package.json\n{ \"overrides\": { \"adm-zip\": \"^0.6.0\" } }\n```\n\n```jsonc\n// pnpm: package.json\n{ \"pnpm\": { \"overrides\": { \"adm-zip@<0.6.0\": \">=0.6.0 <1\" } } }\n```\n\nFull analysis in the\n[security guide](https://docs.graphorin.com/guide/security); the\nscheduled published-consumer audit tracks the advisory against a\nreviewed allowlist and fails if the exposure ever widens.\n\n### Known advisory: sharp under transformers.js\n\n`npm audit` also flags a high advisory\n([GHSA-f88m-g3jw-g9cj](https://github.com/advisories/GHSA-f88m-g3jw-g9cj))\nin the chain `@huggingface/transformers -> sharp@0.34.x` (inherited\nlibvips image-decoding CVEs; patched in `sharp@0.35.0`). `sharp` is\ntransformers.js's image-input path - this package runs text-only\npipelines and never feeds image files through `sharp` - but upstream\npins `sharp ^0.34.5`, so no dependency bump resolves it today. Until\nupstream widens the range, add the verified override next to the\n`adm-zip` one (text pipelines and native loading work unchanged on\n`sharp@0.35.3`):\n\n```jsonc\n// npm / bun: package.json\n{ \"overrides\": { \"sharp\": \"^0.35.0\" } }\n```\n\n```jsonc\n// pnpm: package.json\n{ \"pnpm\": { \"overrides\": { \"sharp@>=0.30.0 <0.35.0\": \">=0.35.0 <0.36\" } } }\n```\n\n## Quick start\n\n```ts\nimport { createTransformersJsEmbedder } from '@graphorin/embedder-transformersjs';\n\nconst embedder = createTransformersJsEmbedder({\n  model: 'Xenova/multilingual-e5-base',\n  pooling: 'mean',\n  normalize: true,\n});\n\nconst [vec] = await embedder.embed(['Loves espresso.']);\nconsole.log(embedder.id(), embedder.dim(), vec.length);\n```\n\n## E5 asymmetric prefixes\n\nE5-family models (the default, and any model id carrying an `e5` token) require\nasymmetric `query:` / `passage:` prefixes - omitting them measurably degrades\nretrieval. The embedder applies them automatically: pass `taskType: 'query'`\nwhen embedding a search query and `taskType: 'passage'` (the default) for stored\ncontent. The Graphorin memory tiers thread this for you (`query` on search,\n`passage` on `remember`).\n\n> **Migration:** enabling the prefixes (the new default for E5) changes the\n> embedder's `configHash`, and therefore its `id`. Under the default\n> `lock-on-first` policy an existing index built before this change reports an\n> embedder mismatch - run `graphorin memory migrate` to re-embed it, or pass\n> `disableTaskPrefix: true` to keep the old (unprefixed) behaviour and id.\n\n## Cache directory\n\nThe Hugging Face model cache lives under `os.homedir()/.cache/...` by\ndefault. Override with the standard env var or pass it explicitly:\n\n```bash\nGRAPHORIN_CACHE_DIR=/var/lib/graphorin/models pnpm start\n```\n\n## Network behaviour\n\nThe embedder is **local-first**: the only outbound call is the first\nmodel download (cached after success). The\n`scripts/check-no-network.mjs` static guard explicitly allow-lists\n`packages/embedder-*/` for this reason.\n\nIf the model cannot be downloaded (offline / corporate firewall), the\nembedder throws an `EmbedderModelLoadError` with an actionable message:\nthe Phase 17 docs cover the offline-install procedure.\n\n## License\n\nMIT © 2026 Oleksiy Stepurenko.\n\n---\n\n**Project Graphorin** · v0.15.1 · MIT License · © 2026 Oleksiy Stepurenko · <https://github.com/o-stepper/graphorin>\n","readmeFilename":"README.md"}