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grafast


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Grafast

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The next-generation planning and execution engine for GraphQL

Documentation: https://grafast.org/grafast/

About

Grafast understands GraphQL and (with your help) your business logic; this allows it to orchestrate a GraphQL request's data requirements in an extremely efficient manner, leading to excellent performance, reduced server load, and happier customers.

This increased efficiency is achieved by leveraging the declarative nature of GraphQL and deeper integration with your existing Node.js or remote business logic via "plan resolvers" attached to the fields of your schema. These plan resolvers detail the abstract steps necessary to execute the given field, these steps are then combined with the steps from all other fields in the request into an operation plan. This operation plan can then be rewritten and optimized before execution, and can often be re-used for similar queries in the future.

In addition to "plan resolvers," Grafast is also backwards compatible with traditional resolvers - in fact most existing GraphQL.js schemas should already be executable via Grafast (and doing so should result in a small speed improvement). Replace your resolvers with Grafast plan resolvers to see the real efficiency gains!

Grafast schemas can be built using the same techniques other GraphQL.js schemas can be built - Grafast schemas are GraphQL.js schemas - for example schema-first, code-first or auto-generated. If you maintain a library that builds GraphQL schemas, get in touch - we'd love to help you integrate Grafast with it!

Crowd-funded open-source software

To help us develop this software sustainably, we ask all individuals and businesses that use it to help support its ongoing maintenance and development via sponsorship.

Click here to find out more about sponsors and sponsorship.

And please give some love to our featured sponsors 🤩:

The Guild
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Netflix
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Sylvera
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* Sponsors the entire Graphile suite

Overview

Grafast is an alternative GraphQL execution engine for JavaScript; you can use it as a drop-in replacement for the "execute" method of GraphQL.js. Any GraphQL server that allows replacement of the execute method (which includes any server that fully supports [envelop][]) can support Grafast.

When Grafast sees a GraphQL request for the first time it will "plan" the request: figuring out the data requirements, the steps that need to be taken, and how to write the results to the response. This "first draft" plan will be optimised and rewritten to give the best achievable performance (for example removing redundant or duplicate processing steps, rewriting and merging processing steps, etc). Finally, the plan will be executed, and the response returned to the client. Future requests that are compatible with this plan can be executed immediately without a need to re-plan.

Requirements

Grafast should work with any GraphQL.js schema that matches the following requirements:

  • GraphQL.js v16+
  • you must not override the default GraphQL field resolver (TODO: support this)
  • for every request:
    • context must be an object (anything suitable to be used as the key to a WeakMap); if you do not need a context then {} is perfectly acceptable
    • rootValue must be an object or null/undefined
  • resolver limitations:
    • only explicit field resolvers (baked into the GraphQL schema) are supported, i.e. resolvers passed via rootValue are not (currently) supported
    • our support for traditional GraphQL resolvers does not have full parity with the fourth argument to resolve (aka resolveInfo) - in particular, the resolveInfo.path property is not currently supported.

If you find a GraphQL schema that matches these requirements and doesn't work with Grafast, please file an issue.

Advice

To reap the most benefit from using Grafast, you want as little to change between executions as possible. In particular, this means you should:

  • CRITICAL: Cache (e.g. with a LRU cache) the parsed GraphQL document, so the same AST can be reused over and over for the same document
    • grafserv handles this for you
    • Envelop users can use @envelop/parser-cache for this
  • Don't use rootValue (Do you really need it? Use context instead.)
  • Where possible, memoize the variables object (e.g. using a cache over canonicalJSONStringify(variables)) so the same variables results in the same object in memory
  • Cache (e.g. with a LRU cache) the GraphQL context object, so the same context can be reused over and over for the same user
    • This is less important - feel free to break it if you need to, for example if you're still using DataLoaders during migration

Usage

Where you would use graphql from the graphql module, use grafast instead:

-import { graphql } from "graphql";
+import { grafast as graphql } from "grafast";

Where you would use execute from the graphql module, use grafast's execute instead:

-import { execute } from "graphql";
+import { execute } from "grafast";

Full documentation

https://grafast.org/grafast/

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Last updated on 21 May 2024

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