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vector store adapter for Anvia.","maintainers":[{"name":"indrazm","email":"me@indrazm.com"}],"readme":"# @anvia/qdrant\n\nQdrant vector client and dense/hybrid store adapter for Anvia.\n\n## Installation\n\n```sh\npnpm add @anvia/qdrant @anvia/core @qdrant/js-client-rest\n```\n\n## Dense usage\n\n```ts\nimport { embedDocuments } from \"@anvia/core/embeddings\";\nimport { retrieveDocuments } from \"@anvia/core/vector-store\";\nimport { OpenAIClient } from \"@anvia/openai\";\nimport { QdrantVectorClient } from \"@anvia/qdrant\";\n\nconst openai = new OpenAIClient({ apiKey: process.env.OPENAI_API_KEY! });\nconst embeddings = openai.embeddingModel({ modelId: \"text-embedding-3-small\" });\nconst qdrant = new QdrantVectorClient({\n  url: process.env.QDRANT_URL,\n  apiKey: process.env.QDRANT_API_KEY,\n});\nconst store = qdrant.vectorStore<{ id: string; text: string }>({\n  collectionName: \"docs\",\n  dimensions: 1536,\n  metric: \"cosine\",\n});\n\nawait store.ensure();\n\nconst { documents } = await embedDocuments({\n  model: embeddings,\n  documents: [{ id: \"1\", text: \"Anvia is a TypeScript AI toolkit.\" }],\n  id: (document) => document.id,\n  content: (document) => document.text,\n});\nawait store.upsert({ documents, providerOptions: { wait: true } });\n\nconst results = await retrieveDocuments({\n  store,\n  model: embeddings,\n  query: \"What is Anvia?\",\n  topK: 5,\n});\n\nawait qdrant.close();\n```\n\nConstructing a client or store performs no I/O. `ensure()` creates or validates the collection;\n`validate()` only validates it. `upsert()` replaces all points previously stored for each incoming\ndocument ID, preventing stale chunks. Raw `store.search()` accepts vectors and never embeds text.\n\nFor shared collections, create tenant-scoped handles instead of generating one collection name per\nuser:\n\n```ts\nconst tenant = qdrant.tenant(userId);\nconst store = tenant.vectorStore({ collectionName: \"docs\", dimensions: 1536 });\n```\n\nThe tenant ID is deterministically hashed. The namespace is included in point identities and in\nevery replacement, search, hybrid search, inspection, lookup, and deletion filter. Different\ntenant handles can therefore reuse one collection without colliding on logical document IDs.\n\nTenant handles scope Anvia's vector-store operations; they are not an authorization boundary for\ncode that can access the underlying Qdrant client or collection credentials.\n\n## Hybrid usage\n\n`mode: \"hybrid\"` returns a hybrid-capable store. Dense stores do not expose `searchHybrid()`.\n\n```ts\nimport { embedDocuments, type SparseEmbeddingModel } from \"@anvia/core/embeddings\";\nimport { retrieveDocuments } from \"@anvia/core/vector-store\";\nimport { QdrantVectorClient } from \"@anvia/qdrant\";\nimport { loadTransformersEmbeddingModel } from \"@anvia/transformers\";\n\nconst dense = await loadTransformersEmbeddingModel({\n  modelId: \"Xenova/bge-small-en-v1.5\",\n});\ndeclare const sparse: SparseEmbeddingModel; // Supply your sparse embedding implementation.\nconst qdrant = new QdrantVectorClient({ url: process.env.QDRANT_URL });\nconst store = qdrant.vectorStore<{ id: string; text: string }>({\n  collectionName: \"docs_hybrid\",\n  dimensions: 384,\n  mode: \"hybrid\",\n});\n\nawait store.ensure();\nconst { documents } = await embedDocuments({\n  models: { dense, sparse },\n  documents: [{ id: \"1\", text: \"Anvia is a TypeScript AI toolkit.\" }],\n  id: (document) => document.id,\n  content: (document) => document.text,\n});\nawait store.upsert({ documents });\n\nconst results = await retrieveDocuments({\n  store,\n  models: { dense, sparse },\n  fusion: \"rrf\",\n  query: \"What is Anvia?\",\n  topK: 5,\n});\n```\n\nPass `client` to `QdrantVectorClient` to inject the native SDK client. Injected clients remain\ncaller-owned.\n","readmeFilename":"README.md"}