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version](https://img.shields.io/npm/v/topk-js.svg)](https://www.npmjs.com/package/topk-js)","maintainers":[{"name":"topk","email":"admin@topk.io"}],"readme":"# TopK JavaScript SDK\n\n[![npm version](https://img.shields.io/npm/v/topk-js.svg)](https://www.npmjs.com/package/topk-js)\n\nThe TopK JavaScript library provides convenient access to the TopK API from Node.js environments with full TypeScript support.\n\n## Documentation\n\nThe full documentation can be found at [docs.topk.io](https://docs.topk.io).\n\nThe JavaScript SDK reference can be found at [docs.topk.io/sdk/topk-js](https://docs.topk.io/sdk/topk-js).\n\n## Installation\n\n```sh\nnpm install topk-js\n# or\nyarn add topk-js\n# or\npnpm install topk-js\n```\n\n## Prerequisites\n\n- **API key** — sign in to [console.topk.io](https://console.topk.io) and generate an API key.\n- **Region** — available regions are listed at [docs.topk.io/regions](https://docs.topk.io/regions).\n\n## Usage\n\n### Hybrid Search\n\n```typescript\nimport { Client } from \"topk-js\";\nimport { text, keywordIndex, semanticIndex } from \"topk-js/schema\";\nimport { select, field, fn } from \"topk-js/query\";\n\nconst client = new Client({\n  apiKey: process.env.TOPK_API_KEY!,\n  region: \"aws-us-east-1-elastica\",\n});\n\n// Create a collection\nawait client.collections().create(\"books\", {\n  title: text().required().index(keywordIndex()),\n  content: text().index(semanticIndex()),\n});\n\n// Upsert documents\nawait client.collection(\"books\").upsert([\n  {\n    _id: \"1\",\n    title: \"Catcher in the Rye\",\n    content: \"IF YOU REALLY WANT TO HEAR about it, the first thing you'll probably want to know is ...\",\n    author: \"J.D. Salinger\",\n    rating: 3.8,\n  },\n  {\n    _id: \"2\",\n    title: \"1984\",\n    content: \"It was a bright cold day in April, and the clocks were striking thirteen. Winston Smith, ...\",\n    author: \"George Orwell\",\n    rating: 4.7,\n  },\n]);\n\n// Query with hybrid search\nconst results = await client.collection(\"books\").query(\n  select({\n    title: field(\"title\"),\n    author: field(\"author\"),\n    // Compute semantic similarity of content field with the query\n    similarity_score: fn.semanticSimilarity(\n      \"content\",\n      \"What is the meaning of life?\",\n    ),\n  })\n  // Filter documents by metadata\n  .filter(field(\"rating\").gte(3.0))\n  // Rank using the computed similarity score and rating\n  .sort(field(\"rating\").mul(field(\"similarity_score\")), false)\n  // Get top 10 highest ranked documents\n  .limit(10)\n);\n```\n\n### Vector Search\n\n```typescript\nimport { Client } from \"topk-js\";\nimport { text, f32Vector, vectorIndex } from \"topk-js/schema\";\nimport { select, field, fn } from \"topk-js/query\";\n\nconst client = new Client({\n  apiKey: process.env.TOPK_API_KEY!,\n  region: \"aws-us-east-1-elastica\",\n});\n\n// Create a collection with a vector field (dimension must match your embedding model's output size)\nawait client.collections().create(\"books\", {\n  title: text().required(),\n  embedding: f32Vector({ dimension: 1536 }).required().index(vectorIndex({ metric: \"dot_product\" })),\n});\n\n// Upsert documents with embeddings\nawait client.collection(\"books\").upsert([\n  { _id: \"1\", title: \"Catcher in the Rye\", embedding: [0.1, 0.2, ...] },\n  { _id: \"2\", title: \"1984\",               embedding: [0.9, 0.8, ...] },\n]);\n\n// Query the nearest neighbors to a query vector\nconst results = await client.collection(\"books\").query(\n  select({\n    title: field(\"title\"),\n    distance: fn.vectorDistance(\"embedding\", [0.8, 0.9, ...]),\n  })\n  // Return the 10 closest documents (ascending = closest first)\n  .sort(field(\"distance\"), true)\n  .limit(10)\n);\n```\n\n### File Search\n\n```typescript\nimport { Client } from \"topk-js\";\n\nconst client = new Client({\n  apiKey: process.env.TOPK_API_KEY,\n  region: \"aws-us-east-1-elastica\",\n});\n\n// Create a dataset\nawait client.datasets().create(\"my-dataset\");\n\n// Upload a file\nconst handle = await client.dataset(\"my-dataset\").upsertFile(\n  \"doc-1\",                                   // document ID\n  { path: \"/path/to/document.pdf\" },         // path to file\n  { kind: \"report\", department: \"finance\" }, // optional metadata\n);\n\n// Wait for the file to process (optional)\nawait client.dataset(\"my-dataset\").waitForHandle(handle);\n\n// Ask a question\nfor await (const message of client.ask(\n  \"What was the total net income of Bank of America in 2024?\",\n  [\"my-dataset\"],\n)) {\n  console.log(message);\n}\n```\n\n## Handling errors\n\nThe SDK throws plain `Error` objects. Check `err.message` to identify the error:\n\n```typescript\ntry {\n  for await (const message of client.ask(\n    \"What was the total net income of Bank of America in 2024?\",\n    [\"my-dataset\"],\n  )) {\n    console.log(message);\n  }\n} catch (err) {\n  if (err instanceof Error) {\n    if (err.message === \"dataset not found\") console.error(\"Dataset does not exist\");\n    else if (err.message === \"permission denied\") console.error(\"Check your API key\");\n    else console.error(\"Unexpected error:\", err.message);\n  }\n}\n```\n\n| `err.message` | Description |\n| --- | --- |\n| `\"collection not found\"` | Collection does not exist |\n| `\"collection already exists\"` | Collection with this name already exists |\n| `\"dataset not found\"` | Dataset does not exist |\n| `\"dataset already exists\"` | Dataset with this name already exists |\n| `\"permission denied\"` | Invalid or missing API key |\n| starts with `\"request too large:\"` | Request payload too large |\n\n### Retries\n\nThe client automatically retries on slow-down and LSN consistency\ntimeouts. Retry behaviour can be configured via `retryConfig`:\n\n```typescript\nimport { Client } from \"topk-js\";\n\nconst client = new Client({\n  apiKey: process.env.TOPK_API_KEY,\n  region: \"aws-us-east-1-elastica\",\n  retryConfig: {\n    maxRetries: 5,       // default: 3\n    timeout: 60_000,     // total retry chain timeout in ms, default: 30,000\n    backoff: {\n      initBackoff: 200,  // default: 100 ms\n      maxBackoff: 5_000, // default: 10,000 ms\n    },\n  },\n});\n```\n\n## Requirements\n\nNode.js 18 or higher.\n","readmeFilename":"README.md"}