From 1a1bfb9f263a512934cd1910ee927804c622e1b7 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Thu, 5 Mar 2020 10:47:43 -0500 Subject: [PATCH 01/10] initial upload --- LICENSE | 21 + README.md | 220 +- build/hclust.min.js | 17 + package.json | 34 + scripts/build.sh | 3 + scripts/test.sh | 1 + src/hclust.js | 161 + test/chrispolis.hcluster.min.js | 1 + test/dataset-1.json | 7262 +++++++++++++++++++++ test/dataset-2.json | 10202 ++++++++++++++++++++++++++++++ test/performance.html | 83 + test/test.js | 169 + yarn.lock | 4913 ++++++++++++++ 13 files changed, 23085 insertions(+), 2 deletions(-) create mode 100644 LICENSE create mode 100644 build/hclust.min.js create mode 100644 package.json create mode 100644 scripts/build.sh create mode 100644 scripts/test.sh create mode 100644 src/hclust.js create mode 100644 test/chrispolis.hcluster.min.js create mode 100644 test/dataset-1.json create mode 100644 test/dataset-2.json create mode 100644 test/performance.html create mode 100644 test/test.js create mode 100644 yarn.lock diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..48a04af --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2020 Greene Laboratory + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md index ee9e046..edb4f97 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,218 @@ -# hclust -Agglomerative hierarchical clustering in JavaScript +### hclust +[Agglomerative hierarchical clustering](https://en.wikipedia.org/wiki/Hierarchical_clustering) in JavaScript + +Adapted from [hcluster.js](https://github.com/cmpolis/hcluster.js) by [@ChrisPolis](https://twitter.com/chrispolis) + +--- + +### Usage + +```html + + +``` + +or + +```javascript +import { clusterData } from 'hclust'; +import { euclideanDistance } from 'hclust'; +import { avgDistance } from 'hclust'; +import { minDistance } from 'hclust'; +import { maxDistance } from 'hclust'; +``` + +--- + +### `clusterData({ data, key, distance, linkage, onProgress })` + +#### Parameters + +**`data`** + +The data you want to cluster, in the format: + +```javascript +[ + ... + [ ... 1, 2, 3 ...], + [ ... 1, 2, 3 ...], + [ ... 1, 2, 3 ...], + ... +] +``` + +or if `key` parameter is specified: + +```javascript +[ + ... + { someKey: [ ... 1, 2, 3 ...] }, + { someKey: [ ... 1, 2, 3 ...] }, + { someKey: [ ... 1, 2, 3 ...] }, + ... +] +``` + +The entries in the outer array can be considered the `rows` and the entries within each `row` array can be considered the `cols`. +Each `row` should have the same number of `cols`. + +*Default value:* `[]` + +**`key`** + +A `string` key to specify which values to extract from the `data` array. +If omitted, `data` is assumed to be an array of arrays. +If specified, `data` is assumed to be array of objects, each with a key that contains the values for that `row`. + +*Default value:* `''` + +**`distance`** + +A function to calculate the distance between two equal-dimension vectors, used in calculating the distance matrix, in the format: + +```javascript +function (arrayA, arrayB) { return someNumber; } +``` + +The function receives two equal-length arrays of numbers. + +*Default value:* `euclideanDistance` from this `hclust` package + +**`linkage`** + +A function to calculate the distance between pairs of clusters, used in determining linkage criterion, in the format: + +```javascript +function (arrayA, arrayB, distanceMatrix) { return someNumber; } +``` + +The function receives two sets of indexes and the distance matrix computed between each datum and every other datum. + +*Default value:* `averageDistance` from this `hclust` package +*Other built-in values:* `minDistance` and `maxDistance` from this `hclust` package + +**`onProgress`** + +A function that is called several times throughout clustering, and is provided the current progress through the clustering, in the format: + +```javascript +function (progress) { } +``` + +The function receives the percent progress between `0` and `1`. + +*Default value:* an internal function that `console.log`'s the progress + +**Note:** [`postMessage`](https://developer.mozilla.org/en-US/docs/Web/API/Worker/postMessage) is called in the same places as `onProgress`, if the script is running as a [web worker](https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API/Using_web_workers). + +#### Returns + +**`clusters`** + +The resulting cluster tree, in the format: + +```javascript +{ + indexes: [ ... Number, Number, Number ... ], + height: Number, + children: [ ... {}, {}, {} ... ] +} + +``` + +**`distances`** + +The computed distance matrix, in the format: + +```javascript +[ + ... + [ ... Number, Number, Number ...], + [ ... Number, Number, Number ...], + [ ... Number, Number, Number ...] + ... +] +``` + +**`order`** + +The new order of the data, in terms of original data array indexes, in the format: + +```javascript +[ ... Number, Number, Number ... ] +``` + +Equivalent to `clusters.indexes` and `clustersGivenK[1]`. + +**`clustersGivenK`** + +A list of tree slices in terms of original data array indexes, where index = K, in the format: + +```javascript +[ + [], // K = 0 + [ [] ], // K = 1 + [ [], [] ], // K = 2 + [ [], [], [] ], // K = 3 + [ [], [], [], [] ], // K = 4 + [ [], [], [], [], [] ] // K = 5 + ... +] +``` + +--- + +### `avgDistance(arrayA, arrayB, distanceMatrix)` + +Calculates the average distance between pairs of clusters. + +--- + +### `minDistance(arrayA, arrayB, distanceMatrix)` + +Calculates the smallest distance between pairs of clusters. + +--- + +### `maxDistance(arrayA, arrayB, distanceMatrix)` + +Calculates the largest distance between pairs of clusters. + +--- + +### Comparison with [hcluster.js](https://github.com/cmpolis/hcluster.js) + +- This package does not include items from the original dataset in the results. +Results are given in terms of indexes, either with respect to the original dataset or the distance matrix. +- This package uses more modern JavaScript syntaxes and practices to make the code cleaner and simpler. +- This package provides an `onProgress` callback and calls `postMessage` for use in [web workers](https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API/Using_web_workers). +Because clustering can take a long time with large data sets, +you may want to run it as a web worker so the browser doesn't freeze for a long time, and you may need a callback so you can give users visual feedback on its progress. +- This package makes some performance optimizations, such as removing unnecessary loops through big sets. +It has been tested on modern OS's (Windows, Mac, Linux, iOS, Android), devices (desktop, laptop, mobile), browsers (Chrome, Firefox, Safari), contexts (main thread, web worker), and hosting locations (local, online). +The results vary widely, and are likely sensitive to the specifics of hardware, cpu cores, browser implementation, etc. +But in general, this package is significantly more performant than `hcluster.js`, to varying degrees, and is always at least as performant on average. +Chrome seems to see the most performance gains (up to 10x, when the row number is high), while Firefox seems to see no gains. +- This package does not touch the input data object, whereas the `hcluster.js` package does. +D3 often expects you to mutate data objects directly, which is now typically considered bad practice in JavaScript. +Instead, this package returns the useful data from the clustering algorithm (including the distance matrix), and allows you to mutate or not mutate the data object depending on your needs. +In the future, a simple option could be added to instruct the algorithm to mutate the data object, if users can provide good use cases for what information is needed for constructing various D3 visualizations. + +--- + +### Making changes to the library + +1. [Install yarn](https://classic.yarnpkg.com/en/docs/install) +2. Clone this repo and navigate to it in your command terminal +3. Run `yarn install` +4. Make desired changes to `./src/hclust.js` +5. Run `npm run test` to automatically rebuild the library and run test suite +6. Run `npm run build` to just rebuild the library, and output the compiled contents to `./build/hclust.min.js` +7. Commit changes to repo if necessary. *Make sure to run the build command before committing; it wont happen automatically.* diff --git a/build/hclust.min.js b/build/hclust.min.js new file mode 100644 index 0000000..6c89ee4 --- /dev/null +++ b/build/hclust.min.js @@ -0,0 +1,17 @@ +(function(a,b){if("function"==typeof define&&define.amd)define(["exports"],b);else if("undefined"!=typeof exports)b(exports);else{var c={exports:{}};b(c.exports),a.hclust=c.exports}})("undefined"==typeof globalThis?"undefined"==typeof self?this:self:globalThis,function(a){"use strict";function b(a){return e(a)||d(a)||c()}function c(){throw new TypeError("Invalid attempt to spread non-iterable instance")}function d(a){if(Symbol.iterator in Object(a)||"[object Arguments]"===Object.prototype.toString.call(a))return Array.from(a)}function e(a){if(Array.isArray(a)){for(var b=0,c=Array(a.length);bf&&(f=e[l][p])}catch(a){m=!0,n=a}finally{try{a||null==q.return||q.return()}finally{if(m)throw n}}}}catch(a){h=!0,i=a}finally{try{g||null==k.return||k.return()}finally{if(h)throw i}}return f};// update progress by calling user onProgress and postMessage for web workers +var h=function(a,b,c){// currently only two distinct steps: computing distance matrix and clustering +var d=a/2+b/2;// if onProgress is defined and is a function, call onProgress +"function"==typeof c&&c(d),"undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope&&postMessage(d)},i=function(a){return console.log("Clustering: ",(100*a).toFixed(1)+"%")};// default onProgress function. console logs progress +a.clusterData=function clusterData(a){var c=a.data,d=void 0===c?[]:c,e=a.key,j=void 0===e?"":e,k=a.distance,l=void 0===k?f:k,m=a.linkage,n=void 0===m?g:m,o=a.onProgress,p=void 0===o?i:o;j&&(d=d.map(function(a){return a[j]}));// iterate through data +for(var q=d.map(function(a,b){// get distance between datum and other datum +return h(0,b/(d.length-1),p),d.map(function(b){return l(a,b)})}),r=d.map(function(a,b){return{height:0,indexes:[+b]}}),s=[],t=0;t=d.length-1));t++){// upper triangular matrix of clusters +for(var u=1/0,v=0,w=0,x=0;x 0.1%, not dead" +} diff --git a/scripts/build.sh b/scripts/build.sh new file mode 100644 index 0000000..9b91876 --- /dev/null +++ b/scripts/build.sh @@ -0,0 +1,3 @@ +rm -rf build +mkdir build +npx babel ./src/hclust.js --out-file ./build/hclust.min.js diff --git a/scripts/test.sh b/scripts/test.sh new file mode 100644 index 0000000..1eee2ef --- /dev/null +++ b/scripts/test.sh @@ -0,0 +1 @@ +jest ./test/test.js --notify diff --git a/src/hclust.js b/src/hclust.js new file mode 100644 index 0000000..1b8787c --- /dev/null +++ b/src/hclust.js @@ -0,0 +1,161 @@ +// get euclidean distance between two equal-dimension vectors +export const euclideanDistance = (a, b) => { + const size = Math.min(a.length, b.length); + let sum = 0; + for (let index = 0; index < size; index++) + sum += (a[index] - b[index]) * (a[index] - b[index]); + return Math.sqrt(sum); +}; + +// get average distance between sets of indexes, give distance matrix +export const averageDistance = (setA, setB, distances) => { + let distance = 0; + for (const a of setA) { + for (const b of setB) + distance += distances[a][b]; + } + + return distance / setA.length / setB.length; +}; + +// get smallest distance between sets of indexes, give distance matrix +export const minDistance = (setA, setB, distances) => { + let smallest = Infinity; + for (const a of setA) { + for (const b of setB) { + if (distances[a][b] < smallest) + smallest = distances[a][b]; + } + } + + return smallest; +}; + +// get largest distance between sets of indexes, give distance matrix +export const maxDistance = (setA, setB, distances) => { + let largest = 0; + for (const a of setA) { + for (const b of setB) { + if (distances[a][b] > largest) + largest = distances[a][b]; + } + } + + return largest; +}; + +// update progress by calling user onProgress and postMessage for web workers +const updateProgress = (stepNumber, stepProgress, onProgress) => { + // currently only two distinct steps: computing distance matrix and clustering + const progress = stepNumber / 2 + stepProgress / 2; + + // if onProgress is defined and is a function, call onProgress + if (typeof onProgress === 'function') + onProgress(progress); + + // if this script is being run as a web worker, call postMessage + if ( + typeof WorkerGlobalScope !== 'undefined' && + self instanceof WorkerGlobalScope + ) + postMessage(progress); +}; + +// default onProgress function. console logs progress +const logProgress = (progress) => + console.log('Clustering: ', (progress * 100).toFixed(1) + '%'); + +// the main clustering function +export const clusterData = ({ + data = [], + key = '', + distance = euclideanDistance, + linkage = averageDistance, + onProgress = logProgress +}) => { + // extract values from specified key + if (key) + data = data.map((datum) => datum[key]); + + // compute distance between each data point and every other data point + // N x N matrix where N = data.length + const distances = data.map((datum, index) => { + updateProgress(0, index / (data.length - 1), onProgress); + + // get distance between datum and other datum + return data.map((otherDatum) => distance(datum, otherDatum)); + }); + + // initialize clusters to match data + const clusters = data.map((datum, index) => ({ + height: 0, + indexes: [Number(index)] + })); + + // keep track of all tree slices + let clustersGivenK = []; + + // iterate through data + for (let iteration = 0; iteration < data.length; iteration++) { + updateProgress(1, (iteration + 1) / data.length, onProgress); + + // add current tree slice + clustersGivenK.push(clusters.map((cluster) => cluster.indexes)); + + // dont find clusters to merge when only one cluster left + if (iteration >= data.length - 1) + break; + + // initialize smallest distance + let nearestDistance = Infinity; + let nearestRow = 0; + let nearestCol = 0; + + // upper triangular matrix of clusters + for (let row = 0; row < clusters.length; row++) { + for (let col = row + 1; col < clusters.length; col++) { + // calculate distance between clusters + const distance = linkage( + clusters[row].indexes, + clusters[col].indexes, + distances + ); + // update smallest distance + if (distance < nearestDistance) { + nearestDistance = distance; + nearestRow = row; + nearestCol = col; + } + } + } + + // merge nearestRow and nearestCol clusters together + const newCluster = { + indexes: [ + ...clusters[nearestRow].indexes, + ...clusters[nearestCol].indexes + ], + height: nearestDistance, + children: [clusters[nearestRow], clusters[nearestCol]] + }; + + // remove nearestRow and nearestCol clusters + // splice higher index first so it doesn't affect second splice + clusters.splice(Math.max(nearestRow, nearestCol), 1); + clusters.splice(Math.min(nearestRow, nearestCol), 1); + + // add new merged cluster + clusters.push(newCluster); + } + + // assemble full list of tree slices into array where index = k + clustersGivenK = [[], ...clustersGivenK.reverse()]; + + // return useful information + return { + clusters: clusters[0], + distances: distances, + order: clusters[0].indexes, + clustersGivenK: clustersGivenK + }; +}; diff --git a/test/chrispolis.hcluster.min.js b/test/chrispolis.hcluster.min.js new file mode 100644 index 0000000..7b68ba9 --- /dev/null +++ b/test/chrispolis.hcluster.min.js @@ -0,0 +1 @@ +(function(f){if(typeof exports==="object"&&typeof module!=="undefined"){module.exports=f()}else if(typeof define==="function"&&define.amd){define([],f)}else{var g;if(typeof window!=="undefined"){g=window}else if(typeof global!=="undefined"){g=global}else if(typeof self!=="undefined"){g=self}else{g=this}g.hcluster=f()}})(function(){var define,module,exports;return function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require=="function"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error("Cannot find module '"+o+"'");throw f.code="MODULE_NOT_FOUND",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require=="function"&&require;for(var o=0;odata.length)throw new Error("n must be less than the size of the dataset");return clustersGivenK[data.length-n].map(function(indexes){return indexes.map(function(ndx){return data[ndx]})})};clust._squareMatrixPairs=function(n){var pairs=[];for(var row=0;row + + + + +

+ + rows +

+

+ + cols +

+

+ + +

+ Method A (cmpolis/hcluster.js): +

+ Method B (greenelab/hclust): +

+ + + diff --git a/test/test.js b/test/test.js new file mode 100644 index 0000000..0258f0c --- /dev/null +++ b/test/test.js @@ -0,0 +1,169 @@ +import { clusterData } from '../build/hclust.min.js'; +import { minDistance } from '../build/hclust.min.js'; +import { maxDistance } from '../build/hclust.min.js'; +import hcluster from './chrispolis.hcluster.min.js'; + +import dataset1 from './dataset-1.json'; +import dataset2 from './dataset-2.json'; + +test('can import hclusterjs', () => { + expect(hcluster).toBeDefined(); +}); + +test('can import hclust', () => { + expect(clusterData).toBeDefined(); +}); + +test('test dataset 1, default settings', () => { + // get received results from this package + const resultsB = clusterData({ + data: dataset1, + key: 'value', + onProgress: null + }); + + // transform order to be in terms of sample name/id + const orderB = resultsB.order + .map((index) => dataset1[index]) + .map((node) => node.sample); + // transform slice to be in terms of sample name/id + const sliceB = resultsB.clustersGivenK[10].map((cluster) => + cluster.map((index) => dataset1[index]).map((node) => node.sample) + ); + + // get "expected" results from hcluster.js + const resultsA = hcluster() + .distance('euclidean') + .linkage('avg') + .posKey('value') + .data(dataset1); + + // transform order to be in terms of sample name/id + const orderA = resultsA.orderedNodes().map((node) => node.sample); + // transform slice to be in terms of sample name/id + const sliceA = resultsA + .getClusters(10) + .map((cluster) => cluster.map((node) => node.sample)); + + console.log('Expected order:', orderA, 'Received order:', orderB); + console.log('Expected slice:', sliceA, 'Received slice:', sliceB); + + expect(orderB).toStrictEqual(orderA); + expect(sliceB).toStrictEqual(sliceA); +}); + +test('test dataset 1, min distance linkage', () => { + // get received results from this package + const resultsB = clusterData({ + data: dataset1, + key: 'value', + linkage: minDistance, + onProgress: null + }); + + // transform order to be in terms of sample name/id + const orderB = resultsB.order + .map((index) => dataset1[index]) + .map((node) => node.sample); + // transform slice to be in terms of sample name/id + const sliceB = resultsB.clustersGivenK[10].map((cluster) => + cluster.map((index) => dataset1[index]).map((node) => node.sample) + ); + + // get "expected" results from hcluster.js + const resultsA = hcluster() + .distance('euclidean') + .linkage('min') + .posKey('value') + .data(dataset1); + + // transform order to be in terms of sample name/id + const orderA = resultsA.orderedNodes().map((node) => node.sample); + // transform slice to be in terms of sample name/id + const sliceA = resultsA + .getClusters(10) + .map((cluster) => cluster.map((node) => node.sample)); + + console.log('Expected order:', orderA, 'Received order:', orderB); + console.log('Expected slice:', sliceA, 'Received slice:', sliceB); + + expect(orderB).toStrictEqual(orderA); + expect(sliceB).toStrictEqual(sliceA); +}); + +test('test dataset 1, max distance linkage', () => { + // get received results from this package + const resultsB = clusterData({ + data: dataset1, + key: 'value', + linkage: maxDistance, + onProgress: null + }); + + // transform order to be in terms of sample name/id + const orderB = resultsB.order + .map((index) => dataset1[index]) + .map((node) => node.sample); + // transform slice to be in terms of sample name/id + const sliceB = resultsB.clustersGivenK[10].map((cluster) => + cluster.map((index) => dataset1[index]).map((node) => node.sample) + ); + + // get "expected" results from hcluster.js + const resultsA = hcluster() + .distance('euclidean') + .linkage('max') + .posKey('value') + .data(dataset1); + + // transform order to be in terms of sample name/id + const orderA = resultsA.orderedNodes().map((node) => node.sample); + // transform slice to be in terms of sample name/id + const sliceA = resultsA + .getClusters(10) + .map((cluster) => cluster.map((node) => node.sample)); + + console.log('Expected order:', orderA, 'Received order:', orderB); + console.log('Expected slice:', sliceA, 'Received slice:', sliceB); + + expect(orderB).toStrictEqual(orderA); + expect(sliceB).toStrictEqual(sliceA); +}); + +test('test dataset 2, default settings', () => { + // get received results from this package + const resultsB = clusterData({ + data: dataset2, + key: 'value', + onProgress: null + }); + + // transform order to be in terms of signature name/id + const orderB = resultsB.order + .map((index) => dataset2[index]) + .map((node) => node.signature); + // transform slice to be in terms of signature name/id + const sliceB = resultsB.clustersGivenK[10].map((cluster) => + cluster.map((index) => dataset2[index]).map((node) => node.signature) + ); + + // get "expected" results from hcluster.js + const resultsA = hcluster() + .distance('euclidean') + .linkage('avg') + .posKey('value') + .data(dataset2); + + // transform order to be in terms of signature name/id + const orderA = resultsA.orderedNodes().map((node) => node.signature); + // transform slice to be in terms of signature name/id + const sliceA = resultsA + .getClusters(10) + .map((cluster) => cluster.map((node) => node.signature)); + + console.log('Expected order:', orderA, 'Received order:', orderB); + console.log('Expected slice:', sliceA, 'Received slice:', sliceB); + + expect(orderB).toStrictEqual(orderA); + expect(sliceB).toStrictEqual(sliceA); +}); diff --git a/yarn.lock b/yarn.lock new file mode 100644 index 0000000..98415a9 --- /dev/null +++ b/yarn.lock @@ -0,0 +1,4913 @@ +# THIS IS AN AUTOGENERATED FILE. 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Subject: [PATCH 02/10] incorp vince and dongbo review comments --- README.md | 28 +++++++++++++++++++--------- package.json | 2 +- src/hclust.js | 6 +++--- 3 files changed, 23 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index edb4f97..484d4d1 100644 --- a/README.md +++ b/README.md @@ -95,7 +95,7 @@ function (arrayA, arrayB, distanceMatrix) { return someNumber; } The function receives two sets of indexes and the distance matrix computed between each datum and every other datum. -*Default value:* `averageDistance` from this `hclust` package +*Default value:* `averageDistance` from this `hclust` package *Other built-in values:* `minDistance` and `maxDistance` from this `hclust` package **`onProgress`** @@ -189,7 +189,7 @@ Calculates the largest distance between pairs of clusters. ### Comparison with [hcluster.js](https://github.com/cmpolis/hcluster.js) -- This package does not include items from the original dataset in the results. +- This package does not duplicate items from the original dataset in the results. Results are given in terms of indexes, either with respect to the original dataset or the distance matrix. - This package uses more modern JavaScript syntaxes and practices to make the code cleaner and simpler. - This package provides an `onProgress` callback and calls `postMessage` for use in [web workers](https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API/Using_web_workers). @@ -209,10 +209,20 @@ In the future, a simple option could be added to instruct the algorithm to mutat ### Making changes to the library -1. [Install yarn](https://classic.yarnpkg.com/en/docs/install) -2. Clone this repo and navigate to it in your command terminal -3. Run `yarn install` -4. Make desired changes to `./src/hclust.js` -5. Run `npm run test` to automatically rebuild the library and run test suite -6. Run `npm run build` to just rebuild the library, and output the compiled contents to `./build/hclust.min.js` -7. Commit changes to repo if necessary. *Make sure to run the build command before committing; it wont happen automatically.* +1. [Install Node](https://nodejs.org/en/download/) +2. [Install Yarn](https://classic.yarnpkg.com/en/docs/install) +3. Clone this repo and navigate to it in your command terminal +4. Run `yarn install` to install this package's dependencies +5. Make desired changes to `./src/hclust.js` +6. Run `npm run test` to automatically rebuild the library and run test suite +7. Run `npm run build` to just rebuild the library, and output the compiled contents to `./build/hclust.min.js` +8. Commit changes to repo if necessary. *Make sure to run the build command before committing; it won't happen automatically.* + +--- + +### Similar Libraries + +[cmpolis/hcluster.js](https://github.com/cmpolis/hcluster.js) +[harthur/clustering](https://github.com/harthur/clustering) +[mljs/hclust](https://github.com/mljs/hclust) +[math-utils/hierarchical-clustering](https://github.com/math-utils/hierarchical-clustering) diff --git a/package.json b/package.json index b9fca8d..818b504 100644 --- a/package.json +++ b/package.json @@ -1,5 +1,5 @@ { - "name": "hclust", + "name": "@greenelab/hclust", "version": "1.0.0", "description": "Agglomerative hierarchical clustering in JavaScript", "keywords": [ diff --git a/src/hclust.js b/src/hclust.js index 1b8787c..ad159cd 100644 --- a/src/hclust.js +++ b/src/hclust.js @@ -7,7 +7,7 @@ export const euclideanDistance = (a, b) => { return Math.sqrt(sum); }; -// get average distance between sets of indexes, give distance matrix +// get average distance between sets of indexes, given distance matrix export const averageDistance = (setA, setB, distances) => { let distance = 0; for (const a of setA) { @@ -18,7 +18,7 @@ export const averageDistance = (setA, setB, distances) => { return distance / setA.length / setB.length; }; -// get smallest distance between sets of indexes, give distance matrix +// get smallest distance between sets of indexes, given distance matrix export const minDistance = (setA, setB, distances) => { let smallest = Infinity; for (const a of setA) { @@ -31,7 +31,7 @@ export const minDistance = (setA, setB, distances) => { return smallest; }; -// get largest distance between sets of indexes, give distance matrix +// get largest distance between sets of indexes, given distance matrix export const maxDistance = (setA, setB, distances) => { let largest = 0; for (const a of setA) { From 16d957399fa21fd4a920a094ce4e66c94bf4a995 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 11 Mar 2020 10:08:54 -0400 Subject: [PATCH 03/10] add npm/yarn install instructions --- README.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 484d4d1..0fa8595 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,8 @@ Adapted from [hcluster.js](https://github.com/cmpolis/hcluster.js) by [@ChrisPol ### Usage +#### Browser + ```html ``` -or +#### Node + +`npm install git+https://github.com/greenelab/hclust.git` + +or + +`yarn add git+https://github.com/greenelab/hclust.git` + +then ```javascript import { clusterData } from 'hclust'; From feff1cbe61a03ff42e44f54e62aa1fe270f75406 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 11 Mar 2020 12:09:34 -0400 Subject: [PATCH 04/10] add gh actions workflow to publish to npm --- .github/workflows/npm-publish.yml | 23 +++++++++++++++++++++++ package.json | 2 +- 2 files changed, 24 insertions(+), 1 deletion(-) create mode 100644 .github/workflows/npm-publish.yml diff --git a/.github/workflows/npm-publish.yml b/.github/workflows/npm-publish.yml new file mode 100644 index 0000000..b974d40 --- /dev/null +++ b/.github/workflows/npm-publish.yml @@ -0,0 +1,23 @@ +name: npm-publish + +on: + push: + branches: + - master + +jobs: + npm-publish: + runs-on: ubuntu-latest + steps: + - name: Checkout code + uses: actions/checkout@master + - name: Set up Node + uses: actions/setup-node@master + with: + node-version: '12.x' + - name: Publish + if: github.ref == 'refs/heads/master' + uses: mikeal/merge-release@master + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + NPM_AUTH_TOKEN: ${{ secrets.NPM_AUTH_TOKEN }} diff --git a/package.json b/package.json index 818b504..f2aa30e 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "@greenelab/hclust", - "version": "1.0.0", + "version": "0.0.0", "description": "Agglomerative hierarchical clustering in JavaScript", "keywords": [ "hierarchy", From 06a8a165b8647c306a55fa59a456d7d8d0b78316 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 11 Mar 2020 12:14:14 -0400 Subject: [PATCH 05/10] change package.json version to 0.0.0-dev --- package.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package.json b/package.json index f2aa30e..1017669 100644 --- a/package.json +++ b/package.json @@ -1,6 +1,6 @@ { "name": "@greenelab/hclust", - "version": "0.0.0", + "version": "0.0.0-dev", "description": "Agglomerative hierarchical clustering in JavaScript", "keywords": [ "hierarchy", From 3fc80f827c00604daecd10ed10c11129c67aa19b Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 11 Mar 2020 12:20:34 -0400 Subject: [PATCH 06/10] change install instructions to npm org --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 0fa8595..415f6e8 100644 --- a/README.md +++ b/README.md @@ -22,11 +22,11 @@ Adapted from [hcluster.js](https://github.com/cmpolis/hcluster.js) by [@ChrisPol #### Node -`npm install git+https://github.com/greenelab/hclust.git` +`npm install @greenelab/hclust.git` or -`yarn add git+https://github.com/greenelab/hclust.git` +`yarn add @greenelab/hclust.git` then From b8949827bd5e0b422c6eaadbd08ca24cac15856f Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 11 Mar 2020 15:58:54 -0400 Subject: [PATCH 07/10] incorp more review comments --- .github/workflows/npm-publish.yml | 6 +++--- README.md | 11 ++++++++--- 2 files changed, 11 insertions(+), 6 deletions(-) diff --git a/.github/workflows/npm-publish.yml b/.github/workflows/npm-publish.yml index b974d40..d29ba51 100644 --- a/.github/workflows/npm-publish.yml +++ b/.github/workflows/npm-publish.yml @@ -10,14 +10,14 @@ jobs: runs-on: ubuntu-latest steps: - name: Checkout code - uses: actions/checkout@master + uses: actions/checkout@v2 - name: Set up Node - uses: actions/setup-node@master + uses: actions/setup-node@v1 with: node-version: '12.x' - name: Publish if: github.ref == 'refs/heads/master' - uses: mikeal/merge-release@master + uses: mikeal/merge-release@v4 env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} NPM_AUTH_TOKEN: ${{ secrets.NPM_AUTH_TOKEN }} diff --git a/README.md b/README.md index 415f6e8..062fae4 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ ### hclust [Agglomerative hierarchical clustering](https://en.wikipedia.org/wiki/Hierarchical_clustering) in JavaScript -Adapted from [hcluster.js](https://github.com/cmpolis/hcluster.js) by [@ChrisPolis](https://twitter.com/chrispolis) +Inspired by the MIT-licensed [hcluster.js](https://github.com/cmpolis/hcluster.js) by [@ChrisPolis](https://twitter.com/chrispolis) --- @@ -91,7 +91,7 @@ A function to calculate the distance between two equal-dimension vectors, used i function (arrayA, arrayB) { return someNumber; } ``` -The function receives two equal-length arrays of numbers. +The function receives two equal-length arrays of numbers (ints or floats) and should return a number (int or float). *Default value:* `euclideanDistance` from this `hclust` package @@ -104,6 +104,7 @@ function (arrayA, arrayB, distanceMatrix) { return someNumber; } ``` The function receives two sets of indexes and the distance matrix computed between each datum and every other datum. +The function should return a number (int or float) *Default value:* `averageDistance` from this `hclust` package *Other built-in values:* `minDistance` and `maxDistance` from this `hclust` package @@ -124,6 +125,10 @@ The function receives the percent progress between `0` and `1`. #### Returns +```javascript +const { clusters, distances, order, clustersGivenK } = clusterData(...); +``` + **`clusters`** The resulting cluster tree, in the format: @@ -208,7 +213,7 @@ you may want to run it as a web worker so the browser doesn't freeze for a long - This package makes some performance optimizations, such as removing unnecessary loops through big sets. It has been tested on modern OS's (Windows, Mac, Linux, iOS, Android), devices (desktop, laptop, mobile), browsers (Chrome, Firefox, Safari), contexts (main thread, web worker), and hosting locations (local, online). The results vary widely, and are likely sensitive to the specifics of hardware, cpu cores, browser implementation, etc. -But in general, this package is significantly more performant than `hcluster.js`, to varying degrees, and is always at least as performant on average. +But in general, this package is more performant than `hcluster.js`, to varying degrees, and is always at least as performant on average. Chrome seems to see the most performance gains (up to 10x, when the row number is high), while Firefox seems to see no gains. - This package does not touch the input data object, whereas the `hcluster.js` package does. D3 often expects you to mutate data objects directly, which is now typically considered bad practice in JavaScript. From a2752d2eb7bb0c9fcd7581016ec9ee29204ba349 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 18 Mar 2020 17:35:59 -0400 Subject: [PATCH 08/10] remove min/max distance --- .gitignore | 2 + README.md | 32 ++++++------ build/hclust.min.js | 122 ++++++++++++++++++++++++++++++++++++++------ src/hclust.js | 26 ---------- test/test.js | 82 +---------------------------- 5 files changed, 124 insertions(+), 140 deletions(-) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..3fc7636 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +node_modules +yarn.lock \ No newline at end of file diff --git a/README.md b/README.md index 062fae4..3968045 100644 --- a/README.md +++ b/README.md @@ -15,8 +15,6 @@ Inspired by the MIT-licensed [hcluster.js](https://github.com/cmpolis/hcluster.j hclust.clusterData(...); hclust.euclideanDistance(...); hclust.avgDistance(...); - hclust.minDistance(...); - hclust.maxDistance(...); ``` @@ -34,8 +32,6 @@ then import { clusterData } from 'hclust'; import { euclideanDistance } from 'hclust'; import { avgDistance } from 'hclust'; -import { minDistance } from 'hclust'; -import { maxDistance } from 'hclust'; ``` --- @@ -97,7 +93,7 @@ The function receives two equal-length arrays of numbers (ints or floats) and sh **`linkage`** -A function to calculate the distance between pairs of clusters, used in determining linkage criterion, in the format: +A function to calculate the distance between pairs of clusters based on a distance matrix, used in determining linkage criterion, in the format: ```javascript function (arrayA, arrayB, distanceMatrix) { return someNumber; } @@ -107,7 +103,6 @@ The function receives two sets of indexes and the distance matrix computed betwe The function should return a number (int or float) *Default value:* `averageDistance` from this `hclust` package -*Other built-in values:* `minDistance` and `maxDistance` from this `hclust` package **`onProgress`** @@ -184,21 +179,15 @@ A list of tree slices in terms of original data array indexes, where index = K, --- -### `avgDistance(arrayA, arrayB, distanceMatrix)` - -Calculates the average distance between pairs of clusters. - ---- - -### `minDistance(arrayA, arrayB, distanceMatrix)` +### `euclideanDistance(arrayA, arrayB)` -Calculates the smallest distance between pairs of clusters. +Calculates the [euclidean distance](https://en.wikipedia.org/wiki/Euclidean_distance) between two equal-dimension vectors. --- -### `maxDistance(arrayA, arrayB, distanceMatrix)` +### `avgDistance(arrayA, arrayB, distanceMatrix)` -Calculates the largest distance between pairs of clusters. +Calculates the average distance between pairs of clusters based on a distance matrix. --- @@ -219,6 +208,9 @@ Chrome seems to see the most performance gains (up to 10x, when the row number i D3 often expects you to mutate data objects directly, which is now typically considered bad practice in JavaScript. Instead, this package returns the useful data from the clustering algorithm (including the distance matrix), and allows you to mutate or not mutate the data object depending on your needs. In the future, a simple option could be added to instruct the algorithm to mutate the data object, if users can provide good use cases for what information is needed for constructing various D3 visualizations. +- This package does not have `minDistance` or `maxDistance` functions built in. +They have been left out because they are not as effective as `averageDistance` per [this reference](https://onlinelibrary.wiley.com/doi/abs/10.1002/9780470316801.ch5). +They can easily be used if needed by providing a custom function to the `distance` parameter of `clusterData`. --- @@ -235,9 +227,15 @@ In the future, a simple option could be added to instruct the algorithm to mutat --- -### Similar Libraries +### Similar libraries [cmpolis/hcluster.js](https://github.com/cmpolis/hcluster.js) [harthur/clustering](https://github.com/harthur/clustering) [mljs/hclust](https://github.com/mljs/hclust) [math-utils/hierarchical-clustering](https://github.com/math-utils/hierarchical-clustering) + +--- + +### Further reading + +The [AGNES](https://onlinelibrary.wiley.com/doi/abs/10.1002/9780470316801.ch5) (AGglomerative NESting) method; continuously merge nodes that have the least dissimilarity. \ No newline at end of file diff --git a/build/hclust.min.js b/build/hclust.min.js index 6c89ee4..586ef4a 100644 --- a/build/hclust.min.js +++ b/build/hclust.min.js @@ -1,17 +1,105 @@ -(function(a,b){if("function"==typeof define&&define.amd)define(["exports"],b);else if("undefined"!=typeof exports)b(exports);else{var c={exports:{}};b(c.exports),a.hclust=c.exports}})("undefined"==typeof globalThis?"undefined"==typeof self?this:self:globalThis,function(a){"use strict";function b(a){return e(a)||d(a)||c()}function c(){throw new TypeError("Invalid attempt to spread non-iterable instance")}function d(a){if(Symbol.iterator in Object(a)||"[object Arguments]"===Object.prototype.toString.call(a))return Array.from(a)}function e(a){if(Array.isArray(a)){for(var b=0,c=Array(a.length);bf&&(f=e[l][p])}catch(a){m=!0,n=a}finally{try{a||null==q.return||q.return()}finally{if(m)throw n}}}}catch(a){h=!0,i=a}finally{try{g||null==k.return||k.return()}finally{if(h)throw i}}return f};// update progress by calling user onProgress and postMessage for web workers -var h=function(a,b,c){// currently only two distinct steps: computing distance matrix and clustering -var d=a/2+b/2;// if onProgress is defined and is a function, call onProgress -"function"==typeof c&&c(d),"undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope&&postMessage(d)},i=function(a){return console.log("Clustering: ",(100*a).toFixed(1)+"%")};// default onProgress function. console logs progress -a.clusterData=function clusterData(a){var c=a.data,d=void 0===c?[]:c,e=a.key,j=void 0===e?"":e,k=a.distance,l=void 0===k?f:k,m=a.linkage,n=void 0===m?g:m,o=a.onProgress,p=void 0===o?i:o;j&&(d=d.map(function(a){return a[j]}));// iterate through data -for(var q=d.map(function(a,b){// get distance between datum and other datum -return h(0,b/(d.length-1),p),d.map(function(b){return l(a,b)})}),r=d.map(function(a,b){return{height:0,indexes:[+b]}}),s=[],t=0;t=d.length-1));t++){// upper triangular matrix of clusters -for(var u=1/0,v=0,w=0,x=0;x { + const size = Math.min(a.length, b.length); + let sum = 0; + + for (let index = 0; index < size; index++) sum += (a[index] - b[index]) * (a[index] - b[index]); + + return Math.sqrt(sum); +}; // get average distance between sets of indexes, given distance matrix + +export const averageDistance = (setA, setB, distances) => { + let distance = 0; + + for (const a of setA) { + for (const b of setB) distance += distances[a][b]; + } + + return distance / setA.length / setB.length; +}; // update progress by calling user onProgress and postMessage for web workers + +const updateProgress = (stepNumber, stepProgress, onProgress) => { + // currently only two distinct steps: computing distance matrix and clustering + const progress = stepNumber / 2 + stepProgress / 2; // if onProgress is defined and is a function, call onProgress + + if (typeof onProgress === 'function') onProgress(progress); // if this script is being run as a web worker, call postMessage + + if (typeof WorkerGlobalScope !== 'undefined' && self instanceof WorkerGlobalScope) postMessage(progress); +}; // default onProgress function. console logs progress + + +const logProgress = progress => console.log('Clustering: ', (progress * 100).toFixed(1) + '%'); // the main clustering function + + +export const clusterData = ({ + data = [], + key = '', + distance = euclideanDistance, + linkage = averageDistance, + onProgress = logProgress +}) => { + // extract values from specified key + if (key) data = data.map(datum => datum[key]); // compute distance between each data point and every other data point + // N x N matrix where N = data.length + + const distances = data.map((datum, index) => { + updateProgress(0, index / (data.length - 1), onProgress); // get distance between datum and other datum + + return data.map(otherDatum => distance(datum, otherDatum)); + }); // initialize clusters to match data + + const clusters = data.map((datum, index) => ({ + height: 0, + indexes: [Number(index)] + })); // keep track of all tree slices + + let clustersGivenK = []; // iterate through data + + for (let iteration = 0; iteration < data.length; iteration++) { + updateProgress(1, (iteration + 1) / data.length, onProgress); // add current tree slice + + clustersGivenK.push(clusters.map(cluster => cluster.indexes)); // dont find clusters to merge when only one cluster left + + if (iteration >= data.length - 1) break; // initialize smallest distance + + let nearestDistance = Infinity; + let nearestRow = 0; + let nearestCol = 0; // upper triangular matrix of clusters + + for (let row = 0; row < clusters.length; row++) { + for (let col = row + 1; col < clusters.length; col++) { + // calculate distance between clusters + const distance = linkage(clusters[row].indexes, clusters[col].indexes, distances); // update smallest distance + + if (distance < nearestDistance) { + nearestDistance = distance; + nearestRow = row; + nearestCol = col; + } + } + } // merge nearestRow and nearestCol clusters together + + + const newCluster = { + indexes: [...clusters[nearestRow].indexes, ...clusters[nearestCol].indexes], + height: nearestDistance, + children: [clusters[nearestRow], clusters[nearestCol]] + }; // remove nearestRow and nearestCol clusters + // splice higher index first so it doesn't affect second splice + + clusters.splice(Math.max(nearestRow, nearestCol), 1); + clusters.splice(Math.min(nearestRow, nearestCol), 1); // add new merged cluster + + clusters.push(newCluster); + } // assemble full list of tree slices into array where index = k + + + clustersGivenK = [[], ...clustersGivenK.reverse()]; // return useful information + + return { + clusters: clusters[0], + distances: distances, + order: clusters[0].indexes, + clustersGivenK: clustersGivenK + }; +}; diff --git a/src/hclust.js b/src/hclust.js index ad159cd..6788ac8 100644 --- a/src/hclust.js +++ b/src/hclust.js @@ -18,32 +18,6 @@ export const averageDistance = (setA, setB, distances) => { return distance / setA.length / setB.length; }; -// get smallest distance between sets of indexes, given distance matrix -export const minDistance = (setA, setB, distances) => { - let smallest = Infinity; - for (const a of setA) { - for (const b of setB) { - if (distances[a][b] < smallest) - smallest = distances[a][b]; - } - } - - return smallest; -}; - -// get largest distance between sets of indexes, given distance matrix -export const maxDistance = (setA, setB, distances) => { - let largest = 0; - for (const a of setA) { - for (const b of setB) { - if (distances[a][b] > largest) - largest = distances[a][b]; - } - } - - return largest; -}; - // update progress by calling user onProgress and postMessage for web workers const updateProgress = (stepNumber, stepProgress, onProgress) => { // currently only two distinct steps: computing distance matrix and clustering diff --git a/test/test.js b/test/test.js index 0258f0c..6b49fcf 100644 --- a/test/test.js +++ b/test/test.js @@ -14,7 +14,7 @@ test('can import hclust', () => { expect(clusterData).toBeDefined(); }); -test('test dataset 1, default settings', () => { +test('test dataset 1', () => { // get received results from this package const resultsB = clusterData({ data: dataset1, @@ -52,85 +52,7 @@ test('test dataset 1, default settings', () => { expect(sliceB).toStrictEqual(sliceA); }); -test('test dataset 1, min distance linkage', () => { - // get received results from this package - const resultsB = clusterData({ - data: dataset1, - key: 'value', - linkage: minDistance, - onProgress: null - }); - - // transform order to be in terms of sample name/id - const orderB = resultsB.order - .map((index) => dataset1[index]) - .map((node) => node.sample); - // transform slice to be in terms of sample name/id - const sliceB = resultsB.clustersGivenK[10].map((cluster) => - cluster.map((index) => dataset1[index]).map((node) => node.sample) - ); - - // get "expected" results from hcluster.js - const resultsA = hcluster() - .distance('euclidean') - .linkage('min') - .posKey('value') - .data(dataset1); - - // transform order to be in terms of sample name/id - const orderA = resultsA.orderedNodes().map((node) => node.sample); - // transform slice to be in terms of sample name/id - const sliceA = resultsA - .getClusters(10) - .map((cluster) => cluster.map((node) => node.sample)); - - console.log('Expected order:', orderA, 'Received order:', orderB); - console.log('Expected slice:', sliceA, 'Received slice:', sliceB); - - expect(orderB).toStrictEqual(orderA); - expect(sliceB).toStrictEqual(sliceA); -}); - -test('test dataset 1, max distance linkage', () => { - // get received results from this package - const resultsB = clusterData({ - data: dataset1, - key: 'value', - linkage: maxDistance, - onProgress: null - }); - - // transform order to be in terms of sample name/id - const orderB = resultsB.order - .map((index) => dataset1[index]) - .map((node) => node.sample); - // transform slice to be in terms of sample name/id - const sliceB = resultsB.clustersGivenK[10].map((cluster) => - cluster.map((index) => dataset1[index]).map((node) => node.sample) - ); - - // get "expected" results from hcluster.js - const resultsA = hcluster() - .distance('euclidean') - .linkage('max') - .posKey('value') - .data(dataset1); - - // transform order to be in terms of sample name/id - const orderA = resultsA.orderedNodes().map((node) => node.sample); - // transform slice to be in terms of sample name/id - const sliceA = resultsA - .getClusters(10) - .map((cluster) => cluster.map((node) => node.sample)); - - console.log('Expected order:', orderA, 'Received order:', orderB); - console.log('Expected slice:', sliceA, 'Received slice:', sliceB); - - expect(orderB).toStrictEqual(orderA); - expect(sliceB).toStrictEqual(sliceA); -}); - -test('test dataset 2, default settings', () => { +test('test dataset 2', () => { // get received results from this package const resultsB = clusterData({ data: dataset2, From cc5b14cc4fbd16e23759b35bbac24f361f7db067 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Wed, 18 Mar 2020 17:40:34 -0400 Subject: [PATCH 09/10] readme tweak --- .gitignore | 2 +- README.md | 4 +--- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/.gitignore b/.gitignore index 3fc7636..39a2fdd 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,2 @@ node_modules -yarn.lock \ No newline at end of file +yarn.lock diff --git a/README.md b/README.md index 3968045..f4117df 100644 --- a/README.md +++ b/README.md @@ -208,9 +208,7 @@ Chrome seems to see the most performance gains (up to 10x, when the row number i D3 often expects you to mutate data objects directly, which is now typically considered bad practice in JavaScript. Instead, this package returns the useful data from the clustering algorithm (including the distance matrix), and allows you to mutate or not mutate the data object depending on your needs. In the future, a simple option could be added to instruct the algorithm to mutate the data object, if users can provide good use cases for what information is needed for constructing various D3 visualizations. -- This package does not have `minDistance` or `maxDistance` functions built in. -They have been left out because they are not as effective as `averageDistance` per [this reference](https://onlinelibrary.wiley.com/doi/abs/10.1002/9780470316801.ch5). -They can easily be used if needed by providing a custom function to the `distance` parameter of `clusterData`. +- This package leaves out the `minDistance` or `maxDistance` functions that are built into `hcluster.js`, because -- per [this reference](https://onlinelibrary.wiley.com/doi/abs/10.1002/9780470316801.ch5) -- they are not as effective as `averageDistance`. --- From 51691f08413af3372668c079e222eba0b541a576 Mon Sep 17 00:00:00 2001 From: Vincent Rubinetti Date: Tue, 24 Mar 2020 18:58:14 -0400 Subject: [PATCH 10/10] prepare for publish --- .github/workflows/npm-publish.yml | 23 - .gitignore | 1 + babel.config.js | 12 + build/hclust.min.js | 21 +- package.json | 8 +- test/performance.html | 83 - test/test.js | 2 - yarn.lock | 4913 ----------------------------- 8 files changed, 34 insertions(+), 5029 deletions(-) delete mode 100644 .github/workflows/npm-publish.yml create mode 100644 babel.config.js delete mode 100644 test/performance.html delete mode 100644 yarn.lock diff --git a/.github/workflows/npm-publish.yml b/.github/workflows/npm-publish.yml deleted file mode 100644 index d29ba51..0000000 --- a/.github/workflows/npm-publish.yml +++ /dev/null @@ -1,23 +0,0 @@ -name: npm-publish - -on: - push: - branches: - - master - -jobs: - npm-publish: - runs-on: ubuntu-latest - steps: - - name: Checkout code - uses: actions/checkout@v2 - - name: Set up Node - uses: actions/setup-node@v1 - with: - node-version: '12.x' - - name: Publish - if: github.ref == 'refs/heads/master' - uses: mikeal/merge-release@v4 - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - NPM_AUTH_TOKEN: ${{ secrets.NPM_AUTH_TOKEN }} diff --git a/.gitignore b/.gitignore index 39a2fdd..4c906ec 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ node_modules yarn.lock +yarn-error.log diff --git a/babel.config.js b/babel.config.js new file mode 100644 index 0000000..f037a1a --- /dev/null +++ b/babel.config.js @@ -0,0 +1,12 @@ +module.exports = { + presets: [ + [ + '@babel/preset-env', + { + targets: { + node: 'current', + }, + }, + ], + ], +}; diff --git a/build/hclust.min.js b/build/hclust.min.js index 586ef4a..371d003 100644 --- a/build/hclust.min.js +++ b/build/hclust.min.js @@ -1,5 +1,12 @@ +"use strict"; + +Object.defineProperty(exports, "__esModule", { + value: true +}); +exports.clusterData = exports.averageDistance = exports.euclideanDistance = void 0; + // get euclidean distance between two equal-dimension vectors -export const euclideanDistance = (a, b) => { +const euclideanDistance = (a, b) => { const size = Math.min(a.length, b.length); let sum = 0; @@ -8,7 +15,10 @@ export const euclideanDistance = (a, b) => { return Math.sqrt(sum); }; // get average distance between sets of indexes, given distance matrix -export const averageDistance = (setA, setB, distances) => { + +exports.euclideanDistance = euclideanDistance; + +const averageDistance = (setA, setB, distances) => { let distance = 0; for (const a of setA) { @@ -18,6 +28,9 @@ export const averageDistance = (setA, setB, distances) => { return distance / setA.length / setB.length; }; // update progress by calling user onProgress and postMessage for web workers + +exports.averageDistance = averageDistance; + const updateProgress = (stepNumber, stepProgress, onProgress) => { // currently only two distinct steps: computing distance matrix and clustering const progress = stepNumber / 2 + stepProgress / 2; // if onProgress is defined and is a function, call onProgress @@ -31,7 +44,7 @@ const updateProgress = (stepNumber, stepProgress, onProgress) => { const logProgress = progress => console.log('Clustering: ', (progress * 100).toFixed(1) + '%'); // the main clustering function -export const clusterData = ({ +const clusterData = ({ data = [], key = '', distance = euclideanDistance, @@ -103,3 +116,5 @@ export const clusterData = ({ clustersGivenK: clustersGivenK }; }; + +exports.clusterData = clusterData; diff --git a/package.json b/package.json index 1017669..9392ea7 100644 --- a/package.json +++ b/package.json @@ -22,12 +22,10 @@ }, "devDependencies": { "@babel/cli": "^7.8.4", - "@babel/core": "^7.8.6", - "@babel/preset-env": "^7.8.6", + "@babel/core": "^7.9.0", + "@babel/preset-env": "^7.9.0", + "babel-jest": "^25.1.0", "babel-preset-minify": "^0.5.1", - "eslint": "^6.8.0", - "eslint-config-google": "^0.14.0", - "eslint-plugin-html": "^6.0.0", "jest": "^25.1.0" }, "browserslist": "> 0.1%, not dead" diff --git a/test/performance.html b/test/performance.html deleted file mode 100644 index 8fc4634..0000000 --- a/test/performance.html +++ /dev/null @@ -1,83 +0,0 @@ - - - - - -

- - rows -

-

- - cols -

-

- - -

- Method A (cmpolis/hcluster.js): -

- Method B (greenelab/hclust): -

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