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Schmidt","url":"https://thi.ng"},"license":"Apache-2.0","homepage":"https://thi.ng/oquery","keywords":["array","datalog","graph","intersection","object","pattern","predicate","query","select","triples","typescript","union","wildcard"],"repository":{"type":"git","url":"git+https://codeberg.org/thi.ng/umbrella.git","directory":"packages/oquery"},"description":"Datalog-inspired, optimized pattern/predicate query engine for JS objects & arrays of objects","maintainers":[{"name":"thi.ng","email":"k+npm@thi.ng"}],"readme":"<!-- This file is generated - DO NOT EDIT! -->\n<!-- Please see: https://codeberg.org/thi.ng/umbrella/src/branch/develop/CONTRIBUTING.md#changes-to-readme-files -->\n# ![@thi.ng/oquery](https://codeberg.org/thi.ng/umbrella/media/branch/develop/assets/banners/thing-oquery.svg?66fe5c4d)\n\n[![npm version](https://img.shields.io/npm/v/@thi.ng/oquery.svg)](https://www.npmjs.com/package/@thi.ng/oquery)\n![npm downloads](https://img.shields.io/npm/dm/@thi.ng/oquery.svg)\n[![Mastodon Follow](https://img.shields.io/mastodon/follow/109331703950160316?domain=https%3A%2F%2Fmastodon.thi.ng&style=social)](https://mastodon.thi.ng/@toxi)\n\n> [!NOTE]\n\n> This is one of 217 standalone projects. LLM-free, human-made and\n> cared for software, maintained as part of the\n> [@thi.ng/umbrella](https://codeberg.org/thi.ng/umbrella/) ecosystem and\n> anti-framework.\n>\n> 🚀 Please help me to work full-time on these projects by [sponsoring\n> me](https://codeberg.org/thi.ng/umbrella/src/branch/develop/CONTRIBUTING.md#donations).\n> Thank you! ❤️\n\n- [About](#about)\n- [Status](#status)\n  - [Planned features](#planned-features)\n- [Related packages](#related-packages)\n- [Installation](#installation)\n- [Dependencies](#dependencies)\n- [API](#api)\n  - [Intersection vs. union queries](#intersection-vs-union-queries)\n  - [Query patterns](#query-patterns)\n  - [Querying objects](#querying-objects)\n- [Authors](#authors)\n- [License](#license)\n\n## About\n\nDatalog-inspired, optimized pattern/predicate query engine for JS objects & arrays of objects.\n\n**IMPORTANT: This README is currently somewhat out-of-date and does not yet\ncover new important features introduced with version 2.2.0 onwards, please\nconsult API docs (and/or source code) to view newly added functions and their\nusage...**\n\nThis package provides a higher-order function `defQuery()`, which takes a\nnumber of options to configure query behavior and returns an actual query\nfunction. This returned function can then be used for pattern matching of\nobjects and arrays of objects.\n\n## Status\n\n**STABLE** - used in production\n\n[Search or submit any issues for this package](https://codeberg.org/thi.ng/umbrella/issues?q=%5Boquery%5D)\n\n### Planned features\n\nSome of the below features are already partially addressed by other\nthi.ng/umbrella packages, but would benefit from a more unified approach.\n\n- [ ] optional queries (OR queries)\n- [ ] result projection\n- [ ] result aggregation/grouping\n\n## Related packages\n\n- [@thi.ng/associative](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/associative) - ES Map/Set-compatible implementations with customizable equality semantics & supporting operations\n- [@thi.ng/csv](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/csv) - Customizable, transducer-based CSV parser/object mapper and transformer\n- [@thi.ng/egf](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/egf) - Extensible Graph Format\n- [@thi.ng/rstream-query](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/rstream-query) - [@thi.ng/rstream](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/rstream) based triple store & reactive query engine\n\n## Installation\n\n```bash\nyarn add @thi.ng/oquery\n```\n\nESM import:\n\n```ts\nimport * as oq from \"@thi.ng/oquery\";\n```\n\nBrowser ESM import:\n\n```html\n<script type=\"module\" src=\"https://esm.run/@thi.ng/oquery\"></script>\n```\n\n[JSDelivr documentation](https://www.jsdelivr.com/)\n\nFor Node.js REPL:\n\n```js\nconst oq = await import(\"@thi.ng/oquery\");\n```\n\nPackage sizes (brotli'd, pre-treeshake): ESM: 1.70 KB\n\n## Dependencies\n\n- [@thi.ng/api](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/api)\n- [@thi.ng/checks](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/checks)\n- [@thi.ng/compare](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/compare)\n- [@thi.ng/defmulti](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/defmulti)\n- [@thi.ng/equiv](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/equiv)\n\nNote: @thi.ng/api is in _most_ cases a type-only import (not used at runtime)\n\n## API\n\n[Generated API docs](https://docs.thi.ng/umbrella/oquery/)\n\nCurrently, there are 27 unique & optimized query implementations, each based on\nRDF-style\n[Subject-Predicate-Object](https://www.w3.org/TR/rdf11-primer/#section-triple)\ntriple patterns (only without any similar restrictions on query terms data\ntypes), with each of the three terms one of:\n\n- **`null`** - wildcard, any non-null (or `undefined`) value in that position\n  will be selected\n- **Predicate function** - called with all possible terms in that position\n- **Literal value** - for subjects and predicates, this can only be a string\n  or number. For \"object\" position any value type is allowed\n- **Array or `Set`** - multiple choices (literals) for given query term\n\n### Intersection vs. union queries\n\nBy default, arrays or sets in O(bject) position are matched in an\nelementwise manner using OR-semantics, i.e. a match succeeds with the first\nmatched element. Since v0.3.0 intersection queries are supported too, i.e. all\nelements of the given array/set must match for the query to succeed (see\nexamples/differences further below).\n\nThe behavior can be chosen via the [`intersect` query\noption](https://docs.thi.ng/umbrella/oquery/interfaces/QueryOpts.html#intersect).\n\n### Query patterns\n\nObject queries expect an object of the following structure:\n\n```ts\n{ subj1: { pred1: \"obj1\", pred2: 2, pred3: [\"a\", \"b\"] }, ... }\n```\n\nA concrete example:\n\n```ts id:db\nconst DB = {\n    alice: {\n        age: 33,\n        knows: [\"bob\", \"charlie\", \"dori\"],\n        type: \"person\",\n    },\n    bob: {\n        age: 32,\n        knows: [\"alice\"],\n        type: \"person\",\n        spouse: \"alice\",\n    },\n    charlie: {\n        parent: \"alice\",\n        knows: [\"alice\", \"bob\", \"dori\"],\n    },\n    dori: {\n        knows: [\"bob\"]\n    }\n};\n```\n\nTo find all answers for the question: Who knows Bob?\n\n```ts tangle:export/readme.ts\nimport { defQuery } from \"@thi.ng/oquery\";\n\n// include above DB definition\n<<db>>\n\n// create query w/ custom options\n// (options explained further below...)\nconst q = defQuery({ partial: true });\n\nconsole.log(\n    q(DB, null, \"knows\", \"bob\")\n);\n// {\n//   alice: { knows: [ 'bob' ] },\n//   charlie: { knows: [ 'bob' ] },\n//   dori: { knows: [ 'bob' ] }\n// }\n```\n\nFor each of the 3 query terms, the following IDs are used:\n\n- `*` = null (wildcard)\n- `l` = literal value (or array/set of literals)\n- `f` = predicate function\n\n| SPO pattern | Matches...                                                                |\n|-------------|---------------------------------------------------------------------------|\n| `* * *`     | everything                                                                |\n| `* * l`     | all objects with ANY property matching given literal                      |\n| `* * f`     | all objects with ANY property matching given predicate                    |\n| `* l *`     | objects with a property matching given literal                            |\n| `* l l`     | objects with a property AND its value matching given literals             |\n| `* l f`     | objects with given property AND its value matching predicate              |\n| `* f *`     | objects with properties matching given predicate                          |\n| `* f l`     | objects with properties matching given predicate AND their literal values |\n| `* f f`     | objects with properties matching given predicate AND their literal values |\n\nFurther variations:\n\n(1) If the \"subject\" term is a literal (or array), then only object(s) for given\nkey value(s) are matched, using the same logic for the other two terms as in the\ntable above.\n\n```ts tangle:export/readme.ts\n// Who does Alice know?\nconsole.log(\n    q(DB, \"alice\", \"knows\", null)\n);\n// { alice: { knows: [ 'bob', 'charlie', 'dori' ] } }\n```\n\n(2) If the subject is a predicate, then any top-level keys matching the given\npredicate will be matched (again using same rules as above for the other query\nterms).\n\n```ts tangle:export/readme.ts\n// Anyone with initial \"A\" knows Charlie?\nconsole.log(\n    q(DB, (s) => s[0] === \"a\", \"knows\", \"charlie\")\n);\n// { alice: { knows: [ 'charlie' ] } }\n```\n\n(3) Instead of a root object (like `DB`), an array of objects can be queried. In\nthis case, only predicate-object patterns are used (**no subject terms**, aka\narray indices in this case).\n\n```ts tangle:export/readme.ts\ntype Person = { id: string; knows: string[] };\n\nconst DBALT: Person[] = [\n  { id: \"alice\", knows: [\"bob\", \"charlie\"] },\n  { id: \"bob\", knows: [\"alice\"] },\n  { id: \"charlie\", knows: [\"alice\",\"bob\",\"dori\"] },\n];\n\nconsole.log(\n    defQuery<Person[]>()(DBALT, \"knows\", \"alice\")\n);\n// [\n//   { id: 'bob', knows: [ 'alice' ] },\n//   { id: 'charlie', knows: [ 'alice', 'bob', 'dori' ] }\n// ]\n```\n\n### Querying objects\n\nThe following example is using the `DB` object defined [further\nabove](#query-patterns)...\n\n```ts tangle:export/readme2.ts\nimport { defQuery } from \"@thi.ng/oquery\";\n\n// include above DB definition\n<<db>>\n\n// using partial result objects option for brevity here\nconst q = defQuery({ partial: true });\n\n// find all subjects with `type = \"person\"` relationship\nconsole.log(\n    q(DB, null, \"type\", \"person\")\n);\n// { alice: { type: 'person' }, bob: { type: 'person' } }\n\n// everyone w/ given min age\nconsole.log(\n    q(DB, null, \"age\", (age: number) => age >= 33)\n);\n// { alice: { age: 33 } }\n\n// select only subjects with A/B initials\nconsole.log(\n    q(DB, (id) => id >= \"a\" && id < \"c\", null, null)\n);\n// {\n//   alice: { age: 33, knows: [ 'bob', 'charlie', 'dori' ], type: 'person' },\n//   bob: { age: 32, knows: [ 'alice' ], type: 'person', spouse: 'alice' }\n// }\n```\n\nUnion vs. intersection queries:\n\n```ts tangle:export/readme2.ts\nconst union = defQuery();\n\n// who knows bob OR charlie?\nconsole.log(\n    union(DB, null, \"knows\", [\"bob\", \"charlie\"])\n);\n// {\n//   alice: { age: 33, knows: [ 'bob', 'charlie', 'dori' ], type: 'person' },\n//   charlie: { parent: 'alice', knows: [ 'alice', 'bob', 'dori' ] },\n//   dori: { knows: [ 'bob' ] }\n// }\n\nconst isec = defQuery({ intersect: true });\n\n// who knows bob AND charlie?\nconsole.log(\n    isec(DB, null, \"knows\", [\"bob\", \"charlie\"])\n);\n// {\n//   alice: { age: 33, knows: [ 'bob', 'charlie', 'dori' ], type: 'person' }\n// }\n```\n\nMore query examples in [tests](https://codeberg.org/thi.ng/umbrella/src/branch/develop/packages/oquery/test/index.ts)...\n\n## Authors\n\n- [Karsten Schmidt](https://thi.ng)\n\nIf this project contributes to an academic publication, please cite it as:\n\n```bibtex\n@misc{thing-oquery,\n  title = \"@thi.ng/oquery\",\n  author = \"Karsten Schmidt\",\n  note = \"https://thi.ng/oquery\",\n  year = 2020\n}\n```\n\n## License\n\n&copy; 2020 - 2026 Karsten Schmidt // Apache License 2.0\n","readmeFilename":"README.md"}