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query language for in-memory objects","maintainers":[{"name":"kofrasa","email":"kofrasa@gmail.com"}],"readme":"# mingo\n\nMongoDB query language for in-memory objects\n\n![license](https://img.shields.io/github/license/kofrasa/mingo)\n[![version](https://img.shields.io/npm/v/mingo)](https://www.npmjs.org/package/mingo)\n[![build](https://github.com/kofrasa/mingo/actions/workflows/build.yml/badge.svg)](https://github.com/kofrasa/mingo/actions/workflows/build.yml)\n![issues](https://img.shields.io/github/issues/kofrasa/mingo)\n[![codecov](https://img.shields.io/codecov/c/github/kofrasa/mingo)](https://codecov.io/gh/kofrasa/mingo)\n[![npm downloads](https://img.shields.io/npm/dm/mingo)](https://www.npmjs.org/package/mingo)\n\n## Install\n\n`$ npm install mingo`\n\n## Features\n\n- Dot notation selectors. _`<array>.<index>`_ and _`<document>.<field>`_.\n- [Query](https://www.mongodb.com/docs/manual/reference/mql/query-predicates/) and [Projection](https://www.mongodb.com/docs/manual/reference/mql/projection/).\n- [Aggregation](https://www.mongodb.com/docs/manual/reference/mql/aggregation-stages/) pipeline with support for;\n  - [Accumulators](https://www.mongodb.com/docs/manual/reference/mql/accumulators/)\n  - [Expressions](https://www.mongodb.com/docs/manual/reference/mql/expressions/)\n  - [Window operators](https://docs.mongodb.com/manual/reference/operator/aggregation/setWindowFields/#window-operators)\n  - Variables; [`$$ROOT`, `$$CURRENT`, `$$DESCEND`, `$$PRUNE`, `$$KEEP`, `$$REMOVE`, `$$NOW`](https://docs.mongodb.com/manual/reference/aggregation-variables/)\n- [Update](https://www.mongodb.com/docs/manual/reference/mql/update/) support for collections and objects. See [Updating Documents](#updating-documents).\n- Lazy data processing pipeline.\n- Custom type value equality when `toString` is implemented.\n\n\n## API\n\nBelow are the most commonly used objects exported in the default module.\n\n- **Functions**: [find](http://kofrasa.github.io/mingo/functions/index.find.html), [aggregate](http://kofrasa.github.io/mingo/functions/index.aggregate.html), [update](http://kofrasa.github.io/mingo/functions/updater.update.html), [updateMany](http://kofrasa.github.io/mingo/functions/updater.updateMany.html), [updateOne](http://kofrasa.github.io/mingo/functions/updater.updateOne.html).\n- **Classes**: [Query](http://kofrasa.github.io/mingo/classes/index.Query.html), [Aggregator](http://kofrasa.github.io/mingo/classes/index.Aggregator.html)\n\nSee [here](http://kofrasa.github.io/mingo/modules.html) for full module documentation. For information on how to use specific operators refer to official [MongoDB](https://www.mongodb.com/docs/manual/reference/mql/) website.\n\nUse the <a href=\"http://kofrasa.github.io/mingo/demo.html\" target=\"_blank\" rel=\"noopener noreferrer\">playground</a> to try out this library in a fully functional environment.\n\n## Usage\n\n```js\nimport * as mingo from \"mingo\";\n\nconst result = find(\n  [\n    { name: 'Alice', age: 30 },\n    { name: 'Bob', age: 21 },\n    { name: 'Charlie', age: 25 },\n  ],\n  { age: { $gte: 25 } }\n).all()\n\nconsole.log(result)\n/*\n[\n  { \"name\": \"Alice\", \"age\": 30 },\n  { \"name\": \"Charlie\", \"age\": 25 }\n]\n*/\n```\n\n**NB:** Objects imported through the default entry point automatically add all operators into their context.\n\n### Loading Operators\n\nTo load only specific operators in your environment, you should import objects from their base modules such as `mingo/{core,query,aggregator,updater}`, and then import and register operators into a custom `Context` to configure in your options. This is necessary if you use a bundler and want to exclude unused objects during tree-shaking.\n\nOperators loaded into a `Context` are immutable. Registering the same operator name is a no-op and does not throw an error. This prevents unintentional errors.\n\n```js\n// In this example the only operators available will be $match, $count, and $gt.\n// Attempting to use any other operator will throw an error.\nimport { Context } from \"mingo/core\";\nimport { Aggregator } from \"mingo/aggregator\";\nimport { $match, $count } from \"mingo/operators/pipeline\";\nimport { $gt } from \"mingo/operators/expression/comparison\";\n\n// creates a context with only operators needed for execution.\nconst context = Context.init({\n  pipeline: { $count, $match },\n  expression: { $gt }\n});\n\nconst agg = new Aggregator(\n  [{ $match: { score: { $gt: 80 } } }, { $count: \"passing_scores\" }],\n  { context } // pass context as part of options\n);\n\nconst result = agg.run([\n  { _id: 1, score: 10 },\n  { _id: 2, score: 60 },\n  { _id: 3, score: 100 }\n]);\n```\n\n### Using Query for predicate tests\n\n```js\n// Query imported from default entry point. Automatically loads all operators into context.\nimport { Query } from \"mingo\";\n\n// create a query with criteria\n// find all grades for homework with score >= 50\nlet query = new Query({\n  type: \"homework\",\n  score: { $gte: 50 }\n});\n\n// test if an object matches query\nquery.test(doc); // returns boolean if `doc` matches criteria.\n```\n\n### Searching and Filtering\n\n```js\n// Query imported from default entry point. Automatically loads all operators into context.\nimport { Query } from \"mingo\";\n\nconst query = new Query({ score: { $gt: 10 } });\n\n// filter some `collection` with find()\nconst cursor = query.find(collection);\n\n// sort, skip and limit by chaining\ncursor.sort({ student_id: 1, score: -1 }).skip(100).limit(100);\n\nfor (const value of cursor) {\n  console.log(value); // print each match\n}\n```\n\n### Using $jsonSchema operator\n\nTo use the `$jsonSchema` operator, you must register your own `JsonSchemaValidator` in the options.\nNo default implementation is provided out of the box so users can use a library with their preferred schema format.\n\nThe example below uses [Ajv](https://www.npmjs.com/package/ajv) to implement schema validation.\n\n```js\nimport mingo from \"mingo\"\nimport type { AnyObject, JsonSchemaValidator } from \"mingo/types\"\nimport Ajv, { Schema } from \"ajv\"\n\nconst jsonSchemaValidator: JsonSchemaValidator = (s: AnyObject) => {\n  const ajv = new Ajv();\n  const v = ajv.compile(s as Schema);\n  return (o: AnyObject) => (v(o) ? true : false);\n};\n\nconst schema = {\n  type: \"object\",\n  required: [\"item\", \"qty\", \"instock\"],\n  properties: {\n    item: { type: \"string\" },\n    qty: { type: \"integer\" },\n    size: {\n      type: \"object\",\n      required: [\"uom\"],\n      properties: {\n        uom: { type: \"string\" },\n        h: { type: \"number\" },\n        w: { type: \"number\" },\n      },\n    },\n    instock: { type: \"boolean\" },\n  },\n};\n\n// queries documents using schema validation\nmingo.find(docs, { $jsonSchema: schema }, {}, { jsonSchemaValidator }).all();\n```\n\n**NB:** An error is thrown when the `$jsonSchema` operator is used without a the `jsonSchemaValidator` configured.\n\n### Aggregation\n\n```js\nimport { Aggregator } from \"mingo/aggregator\";\nimport { Context } from \"mingo/core\";\nimport { $group } from \"mingo/operators/pipeline/group\";\nimport { $match } from \"mingo/operators/pipeline/match\";\nimport { $sort } from \"mingo/operators/pipeline/sort\";\nimport { $min } from \"mingo/operators/accumulator/min\";\n\n// ensure the required operators are preloaded prior to using them.\nconst context = Context.init({\n  pipeline: { $group, $match, $sort },\n  accumulator: { $min }\n});\n\nlet agg = new Aggregator(\n  [\n    { $match: { type: \"homework\" } },\n    { $group: { _id: \"$student_id\", score: { $min: \"$score\" } } },\n    { $sort: { _id: 1, score: 1 } }\n  ],\n  { context }\n);\n\n// return an iterator for streaming results\nlet result = agg.stream(collection).collect(); // same as `agg.run(collection)`\n```\n\n### Custom Operators\n\nCustom operators can be registered using a `Context` object via the `context` option which is the recommended way since `6.4.2`. `Context` provides a container for operators that the execution engine will use to process queries.\n\nOperators must conform to the signatures of their types. See [mingo/core](https://kofrasa.github.io/mingo/modules/core.html) module for types.\n\n#### Example: Add custom $between query operator\n\n```js\nimport { Query } from \"mingo/query\"\nimport { Context } from \"mingo/core\"\nimport { resolve } from \"mingo/util\"\n\n// this example creates a query operator that checks if a value is between a boundary.\nconst $between = (selector, args, options) => {\n  return obj => {\n    const value = resolve(obj, selector);\n    return value >= args[0] && value <= args[1];\n  };\n};\n\nconst context = Context.init().addQueryOps({ $between })\n// pass the context to options\nconst q = new Query({ a: { $between: [5, 10] } }, { context })\n\n// a test collection\nconst collection = [\n  { a: 1, b: 1 },\n  { a: 7, b: 1 },\n  { a: 10, b: 6 },\n  { a: 20, b: 10 }\n];\n\nconst result = q.find(collection).all();\n\nconsole.log(result); // output => [ { a: 7, b: 1 }, { a: 10, b: 6 } ]\n```\n\n### Updating Documents\n\nThe `updateOne` and `updateMany` functions can be used to update collections. These work similarly to the methods of the same names on MongoDB collections. These functions operate on an input collection and may _modify objects within the collection in-place, or replace them completely_. They also allow using supported pipeline operators as modifiers.\n\nFor updating a single object reference use the [update](https://kofrasa.github.io/mingo/functions/updater.update.html) function.\n\n#### Example: Modify object with `update()`\n\n```ts\nimport { update } from \"mingo\";\n\nconst obj = {\n  firstName: \"John\",\n  lastName: \"Wick\",\n  age: 40,\n  friends: [\"Scooby\", \"Shagy\", \"Fred\"]\n};\n\n// returns array of modified paths if value changed.\nupdate(obj, { $set: { firstName: \"Bob\", lastName: \"Doe\" } }); // [\"firstName\", \"lastName\"]\n\n// update nested values.\nupdate(obj, { $pop: { friends: 1 } }); // [\"friends\"] => friends: [\"Scooby\", \"Shagy\"]\n// update nested value path\nupdate(obj, { $unset: { \"friends.1\": \"\" } }); // [\"friends.1\"] => friends: [\"Scooby\", null]\n// update with condition\nupdate(obj, { $set: { \"friends.$[e]\": \"Velma\" } }, [{ e: null }]); // [\"friends\"] => friends: [\"Scooby\", \"Velma\"]\n// empty array returned if value has not changed.\nupdate(obj, { $set: { firstName: \"Bob\" } }); // [] => no change to object.\n```\n\n## Options\n\nQuery and aggregation operations can be configured with options to enabled different features or customize how documents are processed. Some options are only relevant to specific operators and need not be specified if not required.\n\n| Name                | Default | Description|\n| ------------------- | ------- | ---------- |\n| collation           | _none_ | [Collation](http://kofrasa.github.io/mingo/interfaces/core.CollationSpec.html) specification for string sorting operations. See [Intl.Collator](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Intl/Collator) |\n| collectionResolver  | _none_ | <p>Function to resolve strings to arrays for use with operators that reference other collections such as; `$lookup`, `$out` and `$merge`.</p>Expects: `(string) => AnyObject[]`. |\n| context             | _none_ | <p>An object that defines which operators should be used.</p>This option allow users to load only desired operators or register custom operators which need not be available globally. |\n| hashFunction        | _default_ | <p>Custom hash function to replace the default based on \"Effective Java\" hashCode.</p>Expects: `(Any) => number`. |\n| idKey               | `\"_id\"`   | <p>The key that is used to lookup the ID value of a document.</p> |\n| jsonSchemaValidator | _none_    | <p>JSON schema validator to use for the `$jsonSchema` operator.</p>Expects: `(schema: AnyObject) => (document: AnyObject) => boolean`.<br>The `$jsonSchema` operation would fail if a validator is not provided. |\n| processingMode      | `CLONE_OFF` | <p>Determines how inputs are to be modified or not during processing.</p> |\n| failOnError         | `true` | <p>By default, expression operators fail when their arguments evaluate to unsupported types for the operation. Set this option to `false` to return `null` on invalid operations instead of throwing an error, which is undesirable in some use cases since it halts the entire query/aggregation pipeline.</p> |\n| scriptEnabled       | `true` | <p>Enable or disable using custom script execution.</p>When disabled, operators that execute custom code are disallowed such as; `$where`, `$accumulator`, and `$function`. |\n| useStrictMode       | `true` | <p>Enforces strict MongoDB compatibility. When disabled the behaviour changes as follows.</p><ul><li>`$elemMatch` returns all matching documents instead of only the first.</li><li>Empty string `\"\"` is coerced to false during boolean checks.</li><li>`$type` returns JS native type names. <table><thead><tr><td><b>MongoDB</b></td><td><b>JS</b></td></tr></thead><tr><td><code>\"missing\"</code></td><td><code>\"undefined\"</code></td></tr><tr><td><code>\"bool\"</code></td><td><code>\"boolean\"</code></td></tr><tr><td><code>\"int\"&#124;\"long\"&#124;\"double\"</code></td><td><code>\"number\"</code></td></tr><tr><td><code>\"regex\"</code></td><td><code>\"regexp\"</code></td></tr></table> |\n| variables           | _none_ | Global variables to pass to all operators. |\n\n## Distribution\n\nThe library provides 3 distributions on [NPM](https://www.npmjs.com/package/mingo?activeTab=code).\n\n1.  A browser bundle that exposes a global `mingo` object. See [unpkg](https://unpkg.com/mingo/dist/mingo.min.js).\n1.  A CommonJS module under `./cjs` when loaded using `require` or in `NodeJS` environments.\n1.  An ESM module under `./esm` which is the default export. Can load as module from [esm.run](https://esm.run/mingo/esm/index.js).\n\n> Supporting both CJS and ESM modules makes this library subject to the [dual package hazard](https://github.com/nodejs/package-examples). In backend environments, be consistent with the module loading format to avoid surprises and subtle errors. You can avoid this by loading from only the default exports to get all operators, or creating a custom bundle with your favorite bundler.\n\n### Examples for using in Browser\n\n#### Load as global object\n```html\n<script src=\"https://unpkg.com/mingo/dist/mingo.min.js\"></script>\n<script>\n  // global 'mingo' module available in scope\n  console.log((new mingo.Query({a:5})).test({a:10})) // false\n</script>\n```\n\n#### Load as ESM module\n```html\n<script type=\"module\">\n  import * as mingo from \"https://esm.run/mingo/esm/index.js\";\n  // use objects on 'mingo' module with full operator support.\n  console.log((new mingo.Query({a:5})).test({a:10})) // false\n</script>\n```\n\n## Differences from MongoDB\n\nBelow is a description of how this library differs from the full MongoDB query engine.\n\n1. Selectors using `<array>.<index>` are supported for filter and projection expressions to access specific array elements.\n1. No support for server specific types, operators, or features dependent on persistence (e.g. `merge` option for [$accumulator](https://docs.mongodb.com/manual/reference/operator/aggregation/accumulator/));\n1. No support for geometry operators.\n1. [$merge](https://www.mongodb.com/docs/manual/reference/operator/aggregation/merge/) operator enforces unique constraint during processing.\n1. Function evaluation operators; `$where`, `$function`, and `$accumulator`, do not accept strings as the function body.\n\n## Benefits\n\n- Declarative data driven API usable on both frontend and backend and suitable for serialization.\n- Provides an alternative to writing custom code for transforming objects.\n- Validate MongoDB queries without running a server. See <a href=\"http://kofrasa.github.io/mingo/demo.html\" target=\"_blank\" rel=\"noopener noreferrer\">playground</a>.\n- Well documented. MongoDB query language is among the best available and has great documentation.\n\n## Contributing\n\n- Squash changes into one commit.\n- Run `npm test` to build and run unit tests.\n- Submit pull request.\n\nTo validate correct behaviour and semantics of operators, you may also test against [mongoplayground.net](https://mongoplayground.net/). Credit to the author _[@feliixx](https://github.com/feliixx)_.\n\nA big thank you to all users and [CONTRIBUTORS](https://github.com/kofrasa/mingo/graphs/contributors) of this library.\n\n## License\n\nMIT\n","readmeFilename":"README.md","users":{"praxiq":true,"annoraaq":true,"ericfong":true,"solzimer":true,"lassevolkmann":true,"parkerproject":true,"shanewholloway":true,"akashdeep-singh":true,"creativearmenia":true}}