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@ethereum-attestation-service/transitive-trust-sdk

v0.1.5

Published

A TypeScript SDK for computing transitive trust scores in a graph

Readme

Transitive Trust Graph

This project implements a Transitive Trust Graph system in TypeScript, allowing for the computation of trust scores between nodes in a directed graph with separate positive and negative weights on edges.

Features

  • Create a directed graph with nodes and weighted edges
  • Compute trust scores between nodes in the graph
  • Find trust paths between nodes with configurable constraints
  • Handle both positive and negative trust weights
  • Efficient implementation using a priority queue for score propagation

Installation

To use this package in your project, install it via npm:

npm install @ethereum-attestation-service/transitive-trust-sdk

Usage

Here are examples of how to use the TransitiveTrustGraph class:

Example 1: Computing trust scores for specific targets

import { TransitiveTrustGraph } from "@ethereum-attestation-service/transitive-trust-sdk";

const graph = new TransitiveTrustGraph();

// Add edges to the graph
graph.addEdge("A", "B", 0.6, 0.2);
graph.addEdge("B", "C", 0.4, 0.1);
graph.addEdge("C", "D", 0.5, 0.3);
graph.addEdge("A", "C", 0.5, 0.1);

// Compute trust scores for specific targets
const scores = graph.computeTrustScores("A", ["D"]);
console.log(scores);
// Output: { D: { positiveScore: 0.2, negativeScore: 0.12, netScore: 0.08 } }

Example 2: Computing trust scores for the entire graph

import { TransitiveTrustGraph } from "@ethereum-attestation-service/transitive-trust-sdk";

const graph = new TransitiveTrustGraph();

// Add edges to the graph
graph.addEdge("A", "B", 0.8, 0.1);
graph.addEdge("B", "C", 0.6, 0.2);
graph.addEdge("C", "D", 0.7, 0.3);
graph.addEdge("A", "C", 0.5, 0.1);
graph.addEdge("B", "D", 0.4, 0.1);

// Compute trust scores for the entire graph from node "A"
const allScores = graph.computeTrustScores("A");
console.log(allScores);
// Output:
// {
//   B: { positiveScore: 0.8, negativeScore: 0.1, netScore: 0.7 },
//   C: { positiveScore: 0.74, negativeScore: 0.17, netScore: 0.57 },
//   D: { positiveScore: 0.518, negativeScore: 0.219, netScore: 0.299 }
// }

// You can also get all nodes and edges in the graph
const nodes = graph.getNodes();
console.log("Nodes:", nodes);
// Output: Nodes: ["A", "B", "C", "D"]

const edges = graph.getEdges();
console.log("Edges:", edges);
// Output: Edges: [
//   { source: "A", target: "B", positiveWeight: 0.8, negativeWeight: 0.1 },
//   { source: "B", target: "C", positiveWeight: 0.6, negativeWeight: 0.2 },
//   { source: "C", target: "D", positiveWeight: 0.7, negativeWeight: 0.3 },
//   { source: "A", target: "C", positiveWeight: 0.5, negativeWeight: 0.1 },
//   { source: "B", target: "D", positiveWeight: 0.4, negativeWeight: 0.1 }
// ]

Example 3: Finding trust paths between nodes

import { TransitiveTrustGraph } from "@ethereum-attestation-service/transitive-trust-sdk";

const graph = new TransitiveTrustGraph();

// Build a trust network
graph.addEdge("Alice", "Bob", 0.9, 0.1);
graph.addEdge("Alice", "Charlie", 0.7, 0.2);
graph.addEdge("Bob", "David", 0.8, 0.1);
graph.addEdge("Charlie", "David", 0.6, 0.3);
graph.addEdge("Bob", "Eve", 0.7, 0.2);
graph.addEdge("Eve", "Frank", 0.9, 0.05);
graph.addEdge("David", "Frank", 0.8, 0.1);

// Find trust paths from Alice to Frank with minimum trust score of 0.2
const paths = graph.findTrustPaths("Alice", "Frank", {
  maxPaths: 5,      // Return up to 5 paths
  maxHops: 4,       // Maximum path length of 4
  minIntermediateTrust: 0.2 // Minimum trust score at each intermediate node
});

console.log(`Found ${paths.length} paths from Alice to Frank:`);
paths.forEach((path, i) => {
  console.log(`\nPath ${i + 1}:`);
  console.log(`  Route: ${path.path.join(" → ")}`);
  console.log(`  Trust Score: ${path.totalNetScore.toFixed(3)}`);
  console.log(`  Steps:`);
  path.steps.forEach(step => {
    console.log(`    ${step.from} → ${step.to}: +${step.positiveWeight} / -${step.negativeWeight}`);
  });
});

// Output:
// Found 2 paths from Alice to Frank:
// 
// Path 1:
//   Route: Alice → Bob → David → Frank
//   Trust Score: 0.342
//   Steps:
//     Alice → Bob: +0.9 / -0.1
//     Bob → David: +0.8 / -0.1
//     David → Frank: +0.8 / -0.1
// 
// Path 2:
//   Route: Alice → Bob → Eve → Frank
//   Trust Score: 0.289
//   Steps:
//     Alice → Bob: +0.9 / -0.1
//     Bob → Eve: +0.7 / -0.2
//     Eve → Frank: +0.9 / -0.05

// Note: The path through Charlie (Alice → Charlie → David → Frank) 
// has a negative trust score (-0.021) and is filtered out by minIntermediateTrust

API Reference

TransitiveTrustGraph

The TransitiveTrustGraph class provides the following properties and methods:

Properties

  • graph: Graph - A public property representing the underlying graph structure. It's an instance of the Graph class from the graphology library.

Methods

addNode(node: string): void

Adds a node to the graph.

  • Parameters:
    • node: string - The node to add.
  • Throws:
    • Error if the node is not a non-empty string.

addEdge(source: string, target: string, positiveWeight: number, negativeWeight: number): void

Adds an edge to the graph with separate positive and negative weights.

  • Parameters:
    • source: string - The source node.
    • target: string - The target node.
    • positiveWeight: number - The positive weight of the edge (between 0 and 1, inclusive).
    • negativeWeight: number - The negative weight of the edge (between 0 and 1, inclusive).
  • Throws:
    • Error if the source or target is not a non-empty string, or if the weights are not between 0 and 1 (inclusive).

computeTrustScores(source: string, targets?: string[]): { [target: string]: { positiveScore: number; negativeScore: number; netScore: number } }

Computes the trust scores between a source node and specified target nodes (or all nodes if no targets are specified).

  • Parameters:
    • source: string - The source node.
    • targets?: string[] - Optional array of target nodes. If empty, computes for all nodes.
  • Returns:
    • An object containing the trust scores for the specified target nodes or all nodes.
  • Throws:
    • Error if the source or any target node is not found in the graph.

getNodes(): string[]

Returns all nodes in the graph.

  • Returns:
    • An array of all nodes.

getEdges(): { source: string; target: string; positiveWeight: number; negativeWeight: number }[]

Returns all edges in the graph.

  • Returns:
    • An array of objects representing edges, each containing:
      • source: string - The source node of the edge.
      • target: string - The target node of the edge.
      • positiveWeight: number - The positive weight of the edge.
      • negativeWeight: number - The negative weight of the edge.

findTrustPaths(source: string, target: string, options?: FindTrustPathsOptions): TrustPath[]

Finds trust paths between a source and target node.

  • Parameters:
    • source: string - The source node.
    • target: string - The target node.
    • options?: FindTrustPathsOptions - Optional configuration:
      • maxPaths?: number - Maximum number of paths to return (default: 10).
      • maxHops?: number - Maximum path length (default: 6).
      • minFinalTrust?: number - Minimum trust score required at the target node (default: 0).
      • minIntermediateTrust?: number - Minimum trust score required at each intermediate node (default: 0).
  • Returns:
    • An array of TrustPath objects sorted by net score (highest first), where each path contains:
      • source: string - The source node.
      • target: string - The target node.
      • path: string[] - Array of nodes in the path from source to target.
      • steps: TrustPathStep[] - Detailed information about each step.
      • totalPositiveScore: number - Final positive trust score.
      • totalNegativeScore: number - Final negative trust score.
      • totalNetScore: number - Final net trust score (positive - negative).
      • length: number - Number of edges in the path.
  • Throws:
    • Error if the source or target node is not found in the graph.

Type Definitions

TrustPathStep

Represents a single step in a trust path:

interface TrustPathStep {
  from: string;
  to: string;
  positiveWeight: number;
  negativeWeight: number;
  cumulativePositiveScore: number;
  cumulativeNegativeScore: number;
  cumulativeNetScore: number;
}

TrustPath

Represents a complete trust path from source to target:

interface TrustPath {
  source: string;
  target: string;
  path: string[];
  steps: TrustPathStep[];
  totalPositiveScore: number;
  totalNegativeScore: number;
  totalNetScore: number;
  length: number;
}

FindTrustPathsOptions

Options for finding trust paths:

interface FindTrustPathsOptions {
  maxPaths?: number;           // Maximum number of paths to return (default: 10)
  maxHops?: number;            // Maximum path length (default: 6)
  minFinalTrust?: number;      // Minimum trust score required at the target node (default: 0)
  minIntermediateTrust?: number; // Minimum trust score required at each intermediate node (default: 0)
}

Development

To set up the project for development:

  1. Clone the repository
  2. Install dependencies: npm install
  3. Run tests: npm test

License

MIT License

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.