算法艺术创作
algorithmic-art
通过代码和可调参数创作生成艺术与交互式视觉效果。
graphql【设计与创意】Build and consume GraphQL APIs. Use when a user asks to create a GraphQL server, write GraphQL schemas, implement resolvers, set up subscriptions, build a GraphQL API, add authentication to GraphQL, optimize queries with DataLoader, implement pagination, handle file uploads, generate types from schema, consume a GraphQL endpoint, or migrate from REST…
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Design, build, and consume GraphQL APIs. This skill covers schema-first and code-first approaches, resolver patterns, real-time subscriptions, authentication, performance optimization with DataLoader, pagination, federation for microservices, and client-side consumption with Apollo Client.
Server (Apollo Server):
npm install @apollo/server graphql
npm install @apollo/server express cors # With Express
npm install dataloader # For N+1 prevention
Client (Apollo Client):
npm install @apollo/client graphql
Type generation:
npm install -D @graphql-codegen/cli @graphql-codegen/typescript @graphql-codegen/typescript-resolvers
type Query {
user(id: ID!): User
users(filter: UserFilter, pagination: PaginationInput): UserConnection!
feed(cursor: String, limit: Int = 20): PostConnection!
}
type Mutation {
createUser(input: CreateUserInput!): User!
updateUser(id: ID!, input: UpdateUserInput!): User!
createPost(input: CreatePostInput!): Post!
likePost(id: ID!): Post!
}
type Subscription {
postCreated: Post!
}
type User {
id: ID!
email: String!
name: String!
posts(limit: Int = 10): [Post!]!
createdAt: DateTime!
}
type Post {
id: ID!
title: String!
content: String!
author: User!
comments: [Comment!]!
likes: Int!
createdAt: DateTime!
}
# Relay-style cursor pagination
type UserConnection {
edges: [UserEdge!]!
pageInfo: PageInfo!
totalCount: Int!
}
type UserEdge { node: User!; cursor: String! }
type PageInfo { hasNextPage: Boolean!; hasPreviousPage: Boolean!; endCursor: String }
input CreateUserInput { email: String!; name: String! }
input UpdateUserInput { name: String; avatar: String }
input CreatePostInput { title: String!; content: String!; tags: [String!] }
input PaginationInput { first: Int; after: String }
scalar DateTime
Schema design rules: use ! for non-nullable fields, input types for mutations, Relay-style connections for pagination, descriptive verb names (createUser, not addUser).
import { GraphQLError } from 'graphql';
export const resolvers = {
Query: {
user: async (_, { id }, { dataSources }) => dataSources.users.getById(id),
users: async (_, { filter, pagination }, { dataSources }) => {
const { first = 20, after } = pagination || {};
const result = await dataSources.users.getMany({ filter, first, after });
return {
edges: result.items.map(item => ({
node: item, cursor: Buffer.from(item.id).toString('base64'),
})),
pageInfo: { hasNextPage: result.hasMore, hasPreviousPage: !!after,
endCursor: result.items.at(-1) ? Buffer.from(result.items.at(-1).id).toString('base64') : null },
totalCount: result.totalCount,
};
},
},
Mutation: {
createUser: async (_, { input }, { dataSources, user }) => {
if (!user) throw new GraphQLError('Not authenticated', { extensions: { code: 'UNAUTHENTICATED' } });
return dataSources.users.create(input);
},
createPost: async (_, { input }, { dataSources, user }) => {
if (!user) throw new GraphQLError('Not authenticated', { extensions: { code: 'UNAUTHENTICATED' } });
return dataSources.posts.create({ ...input, authorId: user.id });
},
},
User: { posts: async (parent, { limit }, { dataSources }) => dataSources.posts.getByAuthor(parent.id, limit) },
Post: { author: async (parent, _, { dataSources }) => dataSources.users.getById(parent.authorId) },
};
import { ApolloServer } from '@apollo/server';
import { expressMiddleware } from '@apollo/server/express4';
import { makeExecutableSchema } from '@graphql-tools/schema';
import { WebSocketServer } from 'ws';
import { useServer } from 'graphql-ws/lib/use/ws';
import express from 'express';
import cors from 'cors';
const schema = makeExecutableSchema({ typeDefs, resolvers });
const app = express();
const httpServer = require('http').createServer(app);
const wsServer = new WebSocketServer({ server: httpServer, path: '/graphql' });
useServer({ schema }, wsServer);
const server = new ApolloServer({ schema });
await server.start();
app.use('/graphql', cors(), express.json(), expressMiddleware(server, {
context: async ({ req }) => ({
user: await getUserFromToken(req.headers.authorization?.replace('Bearer ', '')),
dataSources: createDataSources(),
}),
}));
httpServer.listen(4000);
import DataLoader from 'dataloader';
export function createDataSources() {
const userLoader = new DataLoader(async (ids) => {
const users = await db.users.findMany({ where: { id: { in: ids } } });
const userMap = new Map(users.map(u => [u.id, u]));
return ids.map(id => userMap.get(id) || null); // Must return in same order as input
});
return {
users: { getById: (id) => userLoader.load(id), create: (input) => db.users.create({ data: input }) },
posts: { getByAuthor: (authorId, limit) => db.posts.findMany({ where: { authorId }, take: limit }) },
};
}
import { ApolloClient, InMemoryCache, gql, useQuery, useMutation } from '@apollo/client';
const client = new ApolloClient({ uri: '/graphql', cache: new InMemoryCache() });
const GET_FEED = gql`
query GetFeed($cursor: String) {
feed(cursor: $cursor, limit: 20) {
edges { node { id title author { name } likes } cursor }
pageInfo { hasNextPage endCursor }
}
}
`;
function Feed() {
const { data, loading, fetchMore } = useQuery(GET_FEED);
if (loading) return <p>Loading...</p>;
return (
<div>
{data.feed.edges.map(({ node }) => (
<article key={node.id}><h2>{node.title}</h2><p>By {node.author.name}</p></article>
))}
{data.feed.pageInfo.hasNextPage && (
<button onClick={() => fetchMore({ variables: { cursor: data.feed.pageInfo.endCursor } })}>
Load more
</button>
)}
</div>
);
}
import depthLimit from 'graphql-depth-limit';
const server = new ApolloServer({
schema,
validationRules: [depthLimit(7)], // Prevent deeply nested abuse queries
});
// Use @cacheControl directive for response caching
// type Query { user(id: ID!): User @cacheControl(maxAge: 60) }
User prompt: "Create a GraphQL API for a blog with users, posts, and comments. Include cursor-based pagination for the post feed and authentication for mutations."
The agent will:
User, Post, Comment types, PostConnection for Relay-style pagination, and input types for mutationsfeed queryUNAUTHENTICATED GraphQL errorsUser prompt: "Add a real-time subscription so users see new posts appear in the feed without refreshing the page."
The agent will:
Subscription { postCreated: Post! } type to the schemagraphql-wsPubSub instance and publish events in the createPost mutation resolveruseSubscription from Apollo Client with a POST_CREATED subscription queryUNAUTHENTICATED, FORBIDDEN, NOT_FOUND for client handlingInMemoryCache deduplicates by id + __typename