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Aims to be a drop-in replacement* for Apollo InMemoryCache.","maintainers":[{"name":"alloy","email":"eloy.de.enige@gmail.com"},{"name":"kenotron_msft","email":"kchau@microsoft.com"},{"name":"gql-svc","email":"gql-svc@microsoft.com"},{"name":"freiksenet","email":"freiksenet@gmail.com"},{"name":"kerrynf","email":"kerryn@zyridium.net"},{"name":"microsoft-oss-releases","email":"microsoft-oss-publishing@microsoft.com"},{"name":"celia_account","email":"celiac@microsoft.com"},{"name":"pavelglac_microsoft","email":"pavelglac@microsoft.com"},{"name":"microsoft1es","email":"npmjs@microsoft.com"},{"name":"vrazuvaevms","email":"vrazuvaev@microsoft.com"}],"readme":"# Forest Run\n\n**Experimental** custom cache for Apollo client using indexing and diffing for data syncing (instead of normalization).\nAims to be a drop-in replacement* for Apollo InMemoryCache.\n\n# Motivation\n\nMost GraphQL clients use \"normalization\" as a method to keep data in cache up-to date.\nHowever, normalization is not a silver bullet and has associated costs:\nperformance overhead, necessity of garbage collection, consistency pitfalls due to partial nature of data in GraphQL\nresults, as well as increased overall complexity of GraphQL client cache\n(read about [normalization pitfalls][1] to learn more).\n\nForest Run explores an alternative to \"normalization\" that doesn't require central normalized\nstore to keep data up to date. It aims to be a drop-in-replacement for Apollo InMemoryCache\n(with some restrictions)\n\nExpected benefits over InMemoryCache:\n\n- Better performance (especially for cache reads)\n- Improved memory usage (less garbage produced)\n- Natural memory management (operations could be evicted when they are no longer watched)\n- Improved observability and traceability (easy to track how an incoming operation affects cached operations)\n- Ready for live-queries\n\n# A different view on GraphQL client caches\n\nWe view GraphQL clients as basically emulations of [\"live queries\"][2] running locally.\nClients keep those \"local live queries\" up-to date by syncing with overlapping data from other incoming GraphQL operations\n(mutations, subscriptions, other queries).\n\nIn this view of the world, normalized store is primarily an implementation detail of this \"syncing\" mechanism.\nIt is not a source of truth or data storage for local state. Or at least, caching is not a primary purpose\nof GraphQL client.\n\n# Architecture\n\n## Overview\n\nUnlike normalized caches where data is stored in a single flat object and then propagated to \"local live queries\"\nvia cache reads, Forest Run preserves data in the original shape as it comes from GraphQL server, and attempts\nto keep results _in sync_ for all \"local live queries\" on incoming writes.\n\nAll heavy lifting is happening where you naturally expect it: during _writes_.\nReads are `O(1)` lookups by a key (with a [few exceptions](#no-cross-query-reads)).\n\nSo how can data syncing work without normalization?\n\n## GraphQL results syncing\n\nIn ForestRun data syncing is a 3-step process:\n\n1. Indexing incoming operation result\n2. Diffing individual nodes\n3. Applying patches to existing \"local live queries\"\n\nThis separation into steps is a deliberate design decision allowing some further optimizations and features,\nlike building indexes on the server or [offloading](#offload-work-to-a-worker-thread)\nboth indexing and diffing to a worker thread.\n\nIn addition, it improves overall debuggability and traceability because it is possible to\ncapture history of every GraphQL result.\n\nLet's briefly walk through every step individually.\n\n### 1. Indexing operation result\n\nIndexing is a process of remembering positions of individual nodes (objects having identity) inside operation result.\n\nImagine we are querying a post with a list of comments:\n\n```graphql\nquery {\n  post(id: \"p1\") {\n    __typename\n    id\n    title\n    comments {\n      __typename\n      id\n      text\n    }\n  }\n}\n```\n\nAnd receive the following data from the server:\n\n```js\n{\n  post: {\n    __typename: `Post`,\n    id: `p1`,\n    title: `My first post`,\n    comments: [\n      {\n        __typename: \"Comment\",\n        id: \"c1\",\n        text: \"hello\"\n      },\n      {\n        __typename: \"Comment\",\n        id: \"c2\",\n        text: \"world\"\n      }\n    ]\n  }\n}\n```\n\nIndexing algorithm produces a data structure, containing all the necessary information for comparing and updating\nobjects on incoming changes (note: this is only a high-level, conceptual overview):\n\n```js\nconst index = {\n  \"Post:p1\": [\n    {\n      data: {\n        // the actual reference to the Post object from GraphQL result\n      },\n      selection: {\n        // descriptor of Post fields (produced from GraphQL AST)\n      },\n      parent: \"ROOT_QUERY\", // reference to parent object within the operation\n    },\n  ],\n  \"Comment:c1\": [\n    {\n      data: {\n        /*...*/\n      },\n      selection: {\n        // descriptor of Comment fields - the same instance for all comments\n      },\n      parent: \"Post:p1\",\n    },\n  ],\n  \"Comment:c2\": [\n    {\n      data: {\n        /*...*/\n      },\n      selection: {\n        /*...*/\n      },\n      parent: \"Post:p1\",\n    },\n  ],\n};\n```\n\nAt a first glance it may seem similar to normalization, but there are several important differences:\n\n1. Indexing doesn't have to loop through all keys of all objects (it only cares about individual objects, not fields).\n1. Indexing doesn't normalize individual object \"fields\" with aliases and arguments (they are normalized once for document)\n1. It also doesn't have to copy values of all object keys to the store object.\n1. Index is created per-result, it is not global. So it can be disposed together with the result when it is no longer needed.\n\nIn addition to operation index, another compact index is created: `Map<NODE_ID, OPERATION_ID[]>` which lets us locate\nall operations, containing a \"chunk\" of some node. Those two structures help us quickly locate all node \"chunks\" from\ndifferent operations.\n\n### 2. Diffing individual entities\n\nAfter indexing, we walk through all found ids and look for other \"local live queries\" that have this node in their\nindex. For ids that are already present in cache, diffing process is performed which produces a normalized difference\nobject with only changed fields.\n\nThis normalized difference is later used to update all cached operations containing node with this id.\n\nExample. Imagine the author edits his comment `c1` (see [above](#1-indexing-operation-result)) and replaces text `hello`\nwith `hi`. So the following mutation is issued:\n\n```graphql\nmutation {\n  editComment(id: \"c1\", text: \"hi\") {\n    __typename\n    id\n    text\n  }\n}\n```\n\nAnd the incoming mutation result is:\n\n```js\nconst data = {\n  __typename: \"Comment\",\n  id: \"c1\",\n  text: \"hi\",\n};\n```\n\nNow we need to sync the state of all our \"local live queries\" with this latest state.\nAfter indexing this result, we see that it contains entity with id `Comment:c1`.\nNext we find that the index of our original Post query also contains entity with the same id\n`Comment:c1` (see [above](#1-indexing-operation-result)).\n\nWe can access entity object from both results quickly through respective indexes.\nAnd so we `diff` this specific entity representation with the same entity `Comment:c1` stored in the original query\nto get a normalized difference:\n\n```js\nconst c1CommentDifference = {\n  fields: {\n    text: {\n      oldValue: \"hello\",\n      newValue: \"hi\",\n    },\n  },\n  dirty: [\"text\"],\n};\n```\n\nNormalized difference could be used to update multiple operations containing the same node to the latest state of the\nworld.\n\n> Note: this is just a conceptual overview. Diffing is the most complex part of the implementation\n> and has many nuances (embedded objects diffing, list diffing, abstract types diffing; missing fields,\n> fields with errors, arguments, aliases, etc).\n\n### 3. Updating cached operations\n\nAfter diffing we get a normalized difference object for each incoming node. For every changed node we can find\naffected operations and apply the difference.\n\nProcess of updating produces a single copy of the \"dirty\" operation result. Only changed objects and lists are copied.\nObjects and lists that didn't change are recycled.\n\nNo unnecessary allocations, structured sharing is guaranteed.\n\n## Aggregated Entity Views\n\nIn ForestRun, state of individual entity is spread across multiple GraphQL operation results.\nThere is no single centralized state as in the normalized store.\nThis may seem counter-intuitive, but it makes sense for the UI application, where true data consistency cannot be\nguaranteed and the actual source of truth lives somewhere else.\n\nHaving said that, it is quite convenient to have a single view into entity's current state across all chunks.\nThis is achieved through aggregated entity views.\n\nIt is basically a short-living object that is created on demand (e.g. for diffing phase). This object is fed\nwith different chunks of the same entity found in different GraphQL results (via indexing) and so is a convenience tool\nto represent single entity state from multiple chunks.\n\n\n[1]: ./docs/normalization-pitfalls.md\n[2]: https://medium.com/open-graphql/graphql-subscriptions-vs-live-queries-e38302c7ab8e\n[3]: http://henrikeichenhardt.blogspot.com/2013/06/why-shared-mutable-state-is-root-of-all.html\n","readmeFilename":"README.md"}