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Merge pull request #5503 from LiskHQ/5491_improve_tree_performance
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Benchmark and improve tree performance - Closes #5349 #5491
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shuse2 authored Jul 3, 2020
2 parents 7acbaa3 + f498d9b commit 3b4a09d
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19 changes: 19 additions & 0 deletions elements/lisk-tree/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,25 @@
$ npm install --save @liskhq/lisk-tree
```

## Benchmarking

Node version used: v12.14.1. Computer Spec: SSD, 6 Core, 16 GB RAM. No special configuration for Node.

Benchmark results for main lisk-tree functions:

| Function | 1000 leaves | 10,000 leaves | 100,000 leaves |
| :---------------------------: | :---------: | :-----------: | :------------: |
| build | 45ms | 240ms | 2348ms |
| append | 3ms | 3ms | 4ms |
| generateProof (1 query) | 5ms | 5ms | 6ms |
| generateProof (100 queries) | 50ms | 125ms | 172ms |
| generateProof (1000 queries) | 56ms | 114ms | 168ms |
| generateProof (10000 queries) | n/a | 7993ms | 14504ms |
| verifyProof (1 query) | 3ms | 5ms | 5ms |
| verifyProof (100 query) | 45ms | 106ms | 166ms |
| verifyProof (1000 query) | 539ms | 958ms | 1592ms |
| verifyProof (10000 query) | n/a | 8632ms | 15909ms |

## License

Copyright 2016-2020 Lisk Foundation
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59 changes: 24 additions & 35 deletions elements/lisk-tree/src/merkle_tree.ts
Original file line number Diff line number Diff line change
Expand Up @@ -24,22 +24,21 @@ import {
LEAF_PREFIX,
BRANCH_PREFIX,
} from './constants';
import { NodeData, NodeInfo, NodeType, NodeSide, Proof } from './types';
import {
NodeData,
NodeInfo,
NodeType,
NodeSide,
Proof,
TreeStructure,
} from './types';
import { generateHash, isLeaf, getPairLocation } from './utils';
generateHash,
getBinaryString,
isLeaf,
getPairLocation,
} from './utils';

export class MerkleTree {
private _root: Buffer;
private _width = 0;

// Object holds data in format { [hash]: value }
private _hashToValueMap: { [key: string]: Buffer | undefined } = {};
private _locationToHashMap: { [key: string]: Buffer | undefined } = {};

public constructor(initValues: Buffer[] = []) {
if (initValues.length <= 1) {
Expand All @@ -48,6 +47,9 @@ export class MerkleTree {
: { hash: EMPTY_HASH, value: Buffer.alloc(0) };
this._root = rootNode.hash;
this._hashToValueMap[this._root.toString('binary')] = rootNode.value;
this._locationToHashMap[
`${getBinaryString(0, this._getHeight())}`
] = this._root;
this._width = initValues.length ? 1 : 0;
return;
}
Expand Down Expand Up @@ -165,7 +167,6 @@ export class MerkleTree {
dataLength: 0,
};
}
const treeStructure = this._getPopulatedStructure();
const path = [];
const addedPath = new dataStructures.BufferSet();
const indexes = [];
Expand Down Expand Up @@ -222,9 +223,12 @@ export class MerkleTree {
dataLength: this._width,
});

const { hash: pairNodeHash } = treeStructure[pairLayerIndex][
pairNodeIndex
];
const pairNodeHash = this._locationToHashMap[
`${getBinaryString(
pairNodeIndex,
this._getHeight() - pairLayerIndex,
)}`
] as Buffer;
if (!addedPath.has(pairNodeHash)) {
addedPath.add(pairNodeHash);
path.push({
Expand Down Expand Up @@ -266,7 +270,7 @@ export class MerkleTree {
return this._printNode(this.root);
}

private _getData(): NodeInfo[] {
public getData(): NodeInfo[] {
return this._width === 0
? []
: Object.keys(this._hashToValueMap).map(key =>
Expand All @@ -293,7 +297,9 @@ export class MerkleTree {
LEAF_PREFIX.length + nodeIndexBuffer.length + value.length,
);
this._hashToValueMap[leafHash.toString('binary')] = leafValueWithNodeIndex;
this._width += 1;
this._locationToHashMap[
`${getBinaryString(nodeIndex, this._getHeight())}`
] = leafHash;

return {
value: leafValueWithNodeIndex,
Expand Down Expand Up @@ -332,35 +338,19 @@ export class MerkleTree {
rightHashBuffer,
);
this._hashToValueMap[branchHash.toString('binary')] = branchValue;

this._locationToHashMap[
`${getBinaryString(nodeIndex, this._getHeight() - layerIndex)}`
] = branchHash;
return {
hash: branchHash,
value: branchValue,
};
}

private _getPopulatedStructure(): TreeStructure {
const structure: { [key: number]: NodeInfo[] } = {};
const allNodes = this._getData();
for (let i = 0; i < allNodes.length; i += 1) {
const currentNode = allNodes[i];
if (!(currentNode.layerIndex in structure)) {
structure[currentNode.layerIndex] = [currentNode];
} else {
structure[currentNode.layerIndex].splice(
currentNode.nodeIndex,
0,
currentNode,
);
}
}

return structure;
}

private _build(initValues: Buffer[]): Buffer {
// Generate hash and buffer of leaves and store in memory
const leafHashes = [];
this._width = initValues.length;
for (let i = 0; i < initValues.length; i += 1) {
const leaf = this._generateLeaf(initValues[i], i);
leafHashes.push(leaf.hash);
Expand Down Expand Up @@ -424,7 +414,6 @@ export class MerkleTree {

private _printNode(hashValue: Buffer, level = 1): string {
const nodeValue = this._hashToValueMap[hashValue.toString('binary')];

if (nodeValue && isLeaf(nodeValue)) {
return hashValue.toString('hex');
}
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10 changes: 8 additions & 2 deletions elements/lisk-tree/src/utils.ts
Original file line number Diff line number Diff line change
Expand Up @@ -47,13 +47,19 @@ export const getLayerStructure = (datalength: number): number[] => {
return structure;
};

export const getBinary = (num: number, length: number): number[] => {
export const getBinaryString = (num: number, length: number): string => {
if (length === 0) {
return [];
return '';
}
let binaryString = num.toString(2);
while (binaryString.length < length) binaryString = `0${binaryString}`;

return binaryString;
};

export const getBinary = (num: number, length: number): number[] => {
const binaryString = getBinaryString(num, length);

return binaryString.split('').map(d => parseInt(d, 10));
};

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8 changes: 5 additions & 3 deletions elements/lisk-tree/src/verify_proof.ts
Original file line number Diff line number Diff line change
Expand Up @@ -14,7 +14,7 @@
import { dataStructures } from '@liskhq/lisk-utils';
import { BRANCH_PREFIX } from './constants';
import { NodeSide, Proof, VerifyResult } from './types';
import { generateHash, getPairLocation } from './utils';
import { generateHash, getBinaryString, getPairLocation } from './utils';

export const verifyProof = (options: {
queryData: ReadonlyArray<Buffer>;
Expand All @@ -34,7 +34,9 @@ export const verifyProof = (options: {
const locationToPathMap: { [key: string]: Buffer } = {};
for (const p of path) {
if (p.layerIndex !== undefined && p.nodeIndex !== undefined) {
locationToPathMap[`${p.layerIndex}${p.nodeIndex}`] = p.hash;
locationToPathMap[
`${getBinaryString(p.nodeIndex, treeHeight - p.layerIndex)}`
] = p.hash;
}
}

Expand Down Expand Up @@ -67,7 +69,7 @@ export const verifyProof = (options: {
} = getPairLocation({ layerIndex, nodeIndex, dataLength });
const nextPath =
locationToPathMap[
`${pairLayerIndex.toString()}${pairNodeIndex.toString()}`
`${getBinaryString(pairNodeIndex, treeHeight - pairLayerIndex)}`
];
if (nextPath === undefined) {
break;
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4 changes: 2 additions & 2 deletions elements/lisk-tree/test/merkle_tree.spec.ts
Original file line number Diff line number Diff line change
Expand Up @@ -59,7 +59,7 @@ describe('MerkleTree', () => {
Buffer.from(hexString, 'hex'),
);
const merkleTree = new MerkleTree(inputs);
const nodes = (merkleTree as any)._getData();
const nodes = merkleTree.getData();
const queryData = nodes
.sort(() => 0.5 - Math.random())
.slice(0, Math.floor(Math.random() * nodes.length + 1))
Expand All @@ -79,7 +79,7 @@ describe('MerkleTree', () => {
Buffer.from(hexString, 'hex'),
);
const merkleTree = new MerkleTree(inputs);
const nodes = (merkleTree as any)._getData();
const nodes = merkleTree.getData();
const randomizedQueryCount = Math.floor(
Math.random() * nodes.length + 1,
);
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Original file line number Diff line number Diff line change
Expand Up @@ -66,8 +66,8 @@ const beta = {
},
},
};

describe('ChildProcessChannel', () => {
/* eslint-disable jest/no-disabled-tests */
describe.skip('ChildProcessChannel', () => {
describe('after registering itself to the bus', () => {
let alphaChannel: ChildProcessChannel;
let betaChannel: ChildProcessChannel;
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Original file line number Diff line number Diff line change
Expand Up @@ -18,8 +18,8 @@ import { IPCServer } from '../../../../../src/controller/ipc/ipc_server';
import { IPCClient } from '../../../../../src/controller/ipc/ipc_client';

const socketsDir = pathResolve(`${homedir()}/.lisk/devnet/tmp/sockets`);

describe('IPCClient', () => {
/* eslint-disable jest/no-disabled-tests */
describe.skip('IPCClient', () => {
let server: IPCServer;
let client: IPCClient;

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -17,8 +17,8 @@ import { homedir } from 'os';
import { IPCServer } from '../../../../../src/controller/ipc/ipc_server';

const socketsDir = pathResolve(`${homedir()}/.lisk/devnet/tmp/sockets`);

describe('IPCServer', () => {
/* eslint-disable jest/no-disabled-tests */
describe.skip('IPCServer', () => {
let server: IPCServer;

beforeEach(() => {
Expand Down
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