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Preview Feature — This feature is currently in preview and under active development. APIs and functionality may change. We recommend testing thoroughly before using in production.

Graph Actions

Create reusable graph query templates that can be executed with different input parameters. Graph actions allow you to define graph operations once and reuse them across your application with variable interpolation.

Quick Example​

// Create a graph action template
await ductape.graph.action.create({
name: 'Find User Friends',
tag: 'social-graph:find-user-friends',
operation: GraphActionTypes.FIND_RELATIONSHIPS,
description: 'Get all friends of a user with pagination',
template: {
startNodeId: '{{userId}}',
type: 'FRIENDS_WITH',
direction: 'OUTGOING',
limit: '{{limit}}',
skip: '{{offset}}',
},
});

// Execute the action with different inputs
const friends = await ductape.graph.execute({
graph: 'social-graph',
action: 'find-user-friends',
input: {
userId: 'user-123',
limit: 20,
offset: 0,
},
});

Why Use Graph Actions?​

Benefits:

  • Reusability - Define graph operations once, use everywhere
  • Type Safety - Template validation at creation time
  • Variable Interpolation - Dynamic queries with {{placeholder}} syntax
  • Maintainability - Update logic in one place
  • Consistency - Standardize graph access patterns
  • Testing - Easy to test query templates

Action Types​

Node Operations​

CREATE_NODE - Create Nodes​

await ductape.graph.action.create({
name: 'Create User Node',
tag: 'social-graph:create-user',
operation: GraphActionTypes.CREATE_NODE,
template: {
labels: ['User', 'Person'],
properties: {
name: '{{name}}',
email: '{{email}}',
age: '{{age}}',
status: 'active',
createdAt: '{{createdAt}}',
},
},
});

// Execute
const user = await ductape.graph.execute({
graph: 'social-graph',
action: 'create-user',
input: {
name: 'Alice Johnson',
email: 'alice@example.com',
age: 28,
createdAt: new Date().toISOString(),
},
});

FIND_NODES - Query Nodes​

await ductape.graph.action.create({
name: 'Find Users by City',
tag: 'social-graph:find-users-by-city',
operation: GraphActionTypes.FIND_NODES,
template: {
labels: ['User'],
where: {
city: '{{city}}',
age: { $GTE: '{{minAge}}' },
status: 'active',
},
limit: '{{limit}}',
skip: '{{offset}}',
},
});

// Execute
const users = await ductape.graph.execute({
graph: 'social-graph',
action: 'find-users-by-city',
input: {
city: 'New York',
minAge: 18,
limit: 50,
offset: 0,
},
});

FIND_NODE_BY_ID - Get Single Node​

await ductape.graph.action.create({
name: 'Get User by ID',
tag: 'social-graph:get-user-by-id',
operation: GraphActionTypes.FIND_NODE_BY_ID,
template: {
id: '{{userId}}',
},
});

// Execute
const user = await ductape.graph.execute({
graph: 'social-graph',
action: 'get-user-by-id',
input: {
userId: 'user-123',
},
});

UPDATE_NODE - Modify Nodes​

await ductape.graph.action.create({
name: 'Update User Profile',
tag: 'social-graph:update-user-profile',
operation: GraphActionTypes.UPDATE_NODE,
template: {
id: '{{userId}}',
properties: {
name: '{{name}}',
bio: '{{bio}}',
avatar: '{{avatar}}',
updatedAt: '{{updatedAt}}',
},
},
});

// Execute
await ductape.graph.execute({
graph: 'social-graph',
action: 'update-user-profile',
input: {
userId: 'user-123',
name: 'Alice Smith',
bio: 'Software Engineer',
avatar: 'https://...',
updatedAt: new Date().toISOString(),
},
});

DELETE_NODE - Remove Nodes​

await ductape.graph.action.create({
name: 'Delete User',
tag: 'social-graph:delete-user',
operation: GraphActionTypes.DELETE_NODE,
template: {
id: '{{userId}}',
detach: true, // Also delete relationships
},
});

// Execute
await ductape.graph.execute({
graph: 'social-graph',
action: 'delete-user',
input: {
userId: 'user-123',
},
});

MERGE_NODE - Upsert Nodes​

await ductape.graph.action.create({
name: 'Merge User',
tag: 'social-graph:merge-user',
operation: GraphActionTypes.MERGE_NODE,
template: {
labels: ['User'],
matchProperties: {
email: '{{email}}',
},
onCreate: {
name: '{{name}}',
email: '{{email}}',
createdAt: '{{createdAt}}',
},
onMatch: {
lastSeen: '{{lastSeen}}',
},
},
});

// Execute
await ductape.graph.execute({
graph: 'social-graph',
action: 'merge-user',
input: {
email: 'alice@example.com',
name: 'Alice Johnson',
createdAt: new Date().toISOString(),
lastSeen: new Date().toISOString(),
},
});

Relationship Operations​

CREATE_RELATIONSHIP - Create Connections​

await ductape.graph.action.create({
name: 'Create Friendship',
tag: 'social-graph:create-friendship',
operation: GraphActionTypes.CREATE_RELATIONSHIP,
template: {
type: 'FRIENDS_WITH',
startNodeId: '{{userId1}}',
endNodeId: '{{userId2}}',
properties: {
since: '{{since}}',
closeness: '{{closeness}}',
},
},
});

// Execute
await ductape.graph.execute({
graph: 'social-graph',
action: 'create-friendship',
input: {
userId1: 'user-123',
userId2: 'user-456',
since: '2024-01-15',
closeness: 'high',
},
});

FIND_RELATIONSHIPS - Query Connections​

await ductape.graph.action.create({
name: 'Get User Followers',
tag: 'social-graph:get-user-followers',
operation: GraphActionTypes.FIND_RELATIONSHIPS,
template: {
endNodeId: '{{userId}}',
type: 'FOLLOWS',
direction: 'INCOMING',
where: {
active: true,
},
limit: '{{limit}}',
},
});

// Execute
const followers = await ductape.graph.execute({
graph: 'social-graph',
action: 'get-user-followers',
input: {
userId: 'user-123',
limit: 100,
},
});

UPDATE_RELATIONSHIP - Modify Connections​

await ductape.graph.action.create({
name: 'Update Friendship',
tag: 'social-graph:update-friendship',
operation: GraphActionTypes.UPDATE_RELATIONSHIP,
template: {
id: '{{relationshipId}}',
properties: {
closeness: '{{closeness}}',
lastInteraction: '{{lastInteraction}}',
},
},
});

DELETE_RELATIONSHIP - Remove Connections​

await ductape.graph.action.create({
name: 'Remove Friendship',
tag: 'social-graph:remove-friendship',
operation: GraphActionTypes.DELETE_RELATIONSHIP,
template: {
id: '{{relationshipId}}',
},
});

Traversal Operations​

TRAVERSE - Explore Graph​

await ductape.graph.action.create({
name: 'Get User Network',
tag: 'social-graph:get-user-network',
operation: GraphActionTypes.TRAVERSE,
template: {
startNodeId: '{{userId}}',
direction: 'OUTGOING',
relationshipTypes: ['FRIENDS_WITH', 'WORKS_WITH'],
maxDepth: '{{maxDepth}}',
nodeFilter: {
labels: ['User'],
where: {
status: 'active',
},
},
},
});

// Execute
const network = await ductape.graph.execute({
graph: 'social-graph',
action: 'get-user-network',
input: {
userId: 'user-123',
maxDepth: 2,
},
});

SHORTEST_PATH - Find Paths​

await ductape.graph.action.create({
name: 'Find Connection Path',
tag: 'social-graph:find-connection-path',
operation: GraphActionTypes.SHORTEST_PATH,
template: {
startNodeId: '{{userId1}}',
endNodeId: '{{userId2}}',
relationshipTypes: ['FRIENDS_WITH', 'KNOWS'],
maxDepth: 6,
},
});

// Execute
const path = await ductape.graph.execute({
graph: 'social-graph',
action: 'find-connection-path',
input: {
userId1: 'user-123',
userId2: 'user-789',
},
});

if (path.path) {
console.log(`${path.path.length} degrees of separation`);
}

Variable Interpolation​

Basic Placeholders​

Use {{variableName}} syntax:

template: {
labels: ['User'],
properties: {
name: '{{name}}',
email: '{{email}}',
age: '{{age}}',
},
}

Nested Placeholders​

Work in nested structures:

template: {
where: {
$AND: {
city: '{{city}}',
age: { $GTE: '{{minAge}}', $LTE: '{{maxAge}}' },
status: { $IN: ['{{status1}}', '{{status2}}'] },
},
},
}

Filter Placeholders​

Use in complex filters:

template: {
startNodeId: '{{userId}}',
relationshipTypes: ['{{relType1}}', '{{relType2}}'],
nodeFilter: {
where: {
city: '{{city}}',
age: { $GT: '{{minAge}}' },
},
},
}

Managing Actions​

Create Action​

await ductape.graph.action.create({
name: 'Action Name',
tag: 'graph-tag:action-tag', // Format: graph:action
operation: GraphActionTypes.FIND_NODES,
description: 'Optional description',
template: {
// Your operation template
},
});

Required Fields:

FieldTypeDescription
namestringDisplay name for the action
tagstringUnique identifier (format: graph:action)
operationGraphActionTypesAction operation (FIND_NODES, etc.)
templateobjectOperation template with placeholders

Optional Fields:

FieldTypeDescription
descriptionstringAction description
filterTemplateobjectAdditional filter criteria

Update Action​

await ductape.graph.action.update({
tag: 'social-graph:find-users',
template: {
// Updated template
labels: ['User'],
where: {
status: '{{status}}',
},
},
});

Fetch Action​

const action = await ductape.graph.action.fetch('social-graph:find-users');
console.log('Action:', action);

List Actions for Graph​

const actions = await ductape.graph.action.fetchAll('social-graph');
console.log(`Found ${actions.length} actions`);

actions.forEach(action => {
console.log(`${action.tag}: ${action.name} (${action.type})`);
});

Execute Actions​

Basic Execution​

const result = await ductape.graph.execute({
graph: 'social-graph',
action: 'find-users',
input: {
city: 'New York',
limit: 50,
},
});

With Type Safety​

interface User {
id: string;
name: string;
email: string;
city: string;
}

const users = await ductape.graph.execute<User[]>({
graph: 'social-graph',
action: 'find-users',
input: { city: 'New York' },
});

// TypeScript knows users is User[]
users.forEach(user => {
console.log(`${user.name} - ${user.city}`);
});

Error Handling​

try {
const users = await ductape.graph.execute({
graph: 'social-graph',
action: 'find-users',
input: { city: 'New York' },
});
} catch (error) {
if (error.message.includes('not found')) {
console.error('Action not found');
} else if (error.message.includes('validation')) {
console.error('Invalid input parameters');
} else {
console.error('Execution failed:', error.message);
}
}

Common Patterns​

Social Network - Friend Suggestions​

await ductape.graph.action.create({
name: 'Get Friend Suggestions',
tag: 'social-graph:friend-suggestions',
operation: GraphActionTypes.TRAVERSE,
description: 'Find friends of friends who are not already friends',
template: {
startNodeId: '{{userId}}',
relationshipTypes: ['FRIENDS_WITH'],
maxDepth: 2,
nodeFilter: {
labels: ['User'],
where: {
status: 'active',
},
},
},
});

// Execute and filter
const suggestions = await ductape.graph.execute({
graph: 'social-graph',
action: 'friend-suggestions',
input: { userId: 'user-123' },
});

E-Commerce - Product Recommendations​

await ductape.graph.action.create({
name: 'Get Product Recommendations',
tag: 'commerce-graph:product-recommendations',
operation: GraphActionTypes.TRAVERSE,
template: {
startNodeId: '{{userId}}',
direction: 'OUTGOING',
relationshipTypes: ['PURCHASED', 'VIEWED'],
maxDepth: 3,
nodeFilter: {
labels: ['Product'],
where: {
in_stock: true,
category: '{{category}}',
},
},
limit: '{{limit}}',
},
});
await ductape.graph.action.create({
name: 'Find Related Articles',
tag: 'knowledge-graph:related-articles',
operation: GraphActionTypes.TRAVERSE,
template: {
startNodeId: '{{articleId}}',
direction: 'BOTH',
relationshipTypes: ['HAS_TOPIC', 'CITES', 'WRITTEN_BY'],
maxDepth: 2,
nodeFilter: {
labels: ['Article'],
where: {
status: 'published',
},
},
limit: '{{limit}}',
},
});

Organization - Reporting Chain​

await ductape.graph.action.create({
name: 'Get Reporting Chain',
tag: 'org-graph:reporting-chain',
operation: GraphActionTypes.TRAVERSE,
template: {
startNodeId: '{{employeeId}}',
direction: 'OUTGOING',
relationshipTypes: ['REPORTS_TO'],
maxDepth: 10,
},
});

User Activity - Recent Interactions​

await ductape.graph.action.create({
name: 'Get Recent Interactions',
tag: 'social-graph:recent-interactions',
operation: GraphActionTypes.FIND_RELATIONSHIPS,
template: {
startNodeId: '{{userId}}',
type: ['LIKED', 'COMMENTED', 'SHARED'],
direction: 'OUTGOING',
where: {
created_at: { $GTE: '{{sinceDate}}' },
},
limit: '{{limit}}',
},
});

Best Practices​

1. Use Descriptive Names​

//  Good - clear purpose
await ductape.graph.action.create({
name: 'Find Mutual Friends Between Users',
tag: 'social-graph:find-mutual-friends',
// ...
});

// ❌ Avoid - vague
await ductape.graph.action.create({
name: 'Find Friends',
tag: 'social-graph:friends',
// ...
});

2. Add Descriptions​

await ductape.graph.action.create({
name: 'Get User Influence Score',
tag: 'social-graph:user-influence',
description: 'Calculate influence score based on follower count, engagement, and network reach',
// ...
});

3. Limit Traversal Depth​

//  Good - reasonable depth
template: {
startNodeId: '{{userId}}',
maxDepth: 3, // Controlled exploration
limit: '{{limit}}',
}

// ❌ Dangerous - unbounded
template: {
startNodeId: '{{userId}}',
maxDepth: 10, // Could explore millions
// No limit!
}

4. Use Specific Relationship Types​

//  Good - specific types
template: {
relationshipTypes: ['FRIENDS_WITH', 'WORKS_WITH'],
}

// ❌ Slower - all relationships
template: {
// No relationshipTypes specified
}

5. Filter Early​

//  Good - filter in query
template: {
startNodeId: '{{userId}}',
relationshipTypes: ['FRIENDS_WITH'],
nodeFilter: {
where: {
status: 'active',
age: { $GTE: 18 },
},
},
}

// ❌ Bad - fetch all, filter later
template: {
startNodeId: '{{userId}}',
relationshipTypes: ['FRIENDS_WITH'],
// No filtering - filter in code
}

6. Keep Actions Focused​

//  Good - single purpose
await ductape.graph.action.create({
name: 'Get User Friends',
operation: GraphActionTypes.FIND_RELATIONSHIPS,
// ... only fetches friendships
});

// ❌ Avoid - too complex
await ductape.graph.action.create({
name: 'Get Complete User Social Graph',
// ... tries to fetch everything
});

7. Use Consistent Naming​

//  Good - consistent pattern
'social-graph:get-user-friends'
'social-graph:create-friendship'
'social-graph:update-friendship'
'social-graph:delete-friendship'

// ❌ Avoid - inconsistent
'social-graph:getUserFriends'
'social-graph:friendship-create'
'social-graph:UpdateFriend'
'social-graph:del_friend'

8. Test Actions​

describe('find-user-friends', () => {
it('should fetch user friends', async () => {
const friends = await ductape.graph.execute({
graph: 'test-graph',
action: 'find-user-friends',
input: { userId: 'test-user-1', limit: 10 },
});

expect(friends).toBeDefined();
expect(friends.length).toBeLessThanOrEqual(10);
});

it('should respect direction', async () => {
const outgoing = await ductape.graph.execute({
graph: 'test-graph',
action: 'find-user-friends',
input: { userId: 'test-user-1', direction: 'OUTGOING' },
});

expect(outgoing.every(f => f.startNodeId === 'test-user-1')).toBe(true);
});
});

Performance Tips​

1. Use Indexes​

Ensure indexed properties are used in filters:

// Make sure 'status' is indexed on User label
template: {
labels: ['User'],
where: {
status: '{{status}}', // Uses index
},
}

2. Limit Result Sets​

Always include limits:

template: {
startNodeId: '{{userId}}',
relationshipTypes: ['FRIENDS_WITH'],
limit: '{{limit}}', // Prevent unbounded results
}

3. Use Direction​

Specify direction to reduce search space:

template: {
startNodeId: '{{userId}}',
direction: 'OUTGOING', // Only follow outgoing relationships
relationshipTypes: ['FOLLOWS'],
}

4. Filter at Query Level​

Filter in the query, not in code:

//  Good - filtered in query
template: {
nodeFilter: {
where: { status: 'active' },
},
}

// ❌ Bad - fetch all, filter in code
// (Requires transferring and processing more data)

Next Steps​

See Also​