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feat: update header detection logic #340

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Dec 6, 2023
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6 changes: 6 additions & 0 deletions .changeset/spotty-months-own.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,6 @@
---
'@flatfile/plugin-xlsx-extractor': minor
'@flatfile/util-extractor': patch
---

Improved header detection options.
188 changes: 188 additions & 0 deletions plugins/xlsx-extractor/src/header.detection.ts
Original file line number Diff line number Diff line change
@@ -0,0 +1,188 @@
import stream from 'stream'

export const ROWS_TO_SEARCH_FOR_HEADER = 10

interface DefaultOptions {
algorithm: 'default'
rowsToSearch?: number
}

interface ExplicitHeadersOptions {
algorithm: 'explicitHeaders'
headers: string[]
skip?: number
}

interface SpecificRowsOptions {
algorithm: 'specificRows'
rowNumbers: number[]
skip?: number
}

interface NewfangledOptions {
algorithm: 'newfangled'
}

export type GetHeadersOptions =
| DefaultOptions
| ExplicitHeadersOptions
| SpecificRowsOptions
| NewfangledOptions

interface GetHeadersResult {
header: string[]
skip: number
}

// Takes a datastream (representing a CSV) and returns the header row and the number of rows to skip
export abstract class Headerizer {
constructor() {}
abstract getHeaders(dataStream: stream.Readable): Promise<GetHeadersResult>

static create(options: GetHeadersOptions): Headerizer {
switch (options.algorithm) {
case 'explicitHeaders':
return new ExplicitHeaders(options)
case 'specificRows':
return new SpecificRows(options)
case 'newfangled':
throw new Error('Not implemented')
default:
return new OriginalDetector(options)
}
}
}

export const countNonEmptyCells = (row: string[]): number => {
return row.filter((cell) => cell.trim() !== '').length
}

// This is the original / default implementation of detectHeader.
// It looks at the first `rowsToSearch` rows and takes the row
// with the most non-empty cells as the header, preferring the earliest
// such row in the case of a tie.
class OriginalDetector extends Headerizer {
private rowsToSearch: number

constructor(private options: DefaultOptions) {
super()
this.rowsToSearch = options.rowsToSearch || ROWS_TO_SEARCH_FOR_HEADER
}

async getHeaders(dataStream: stream.Readable): Promise<GetHeadersResult> {
let currentRow = 0
let skip = 0
let header: string[] = []

// This is the original implementation of detectHeader
const detector = new stream.Writable({
objectMode: true,
write: (row, encoding, callback) => {
currentRow++
if (currentRow >= this.rowsToSearch) {
dataStream.destroy()
}
if (countNonEmptyCells(row) > countNonEmptyCells(header)) {
header = row
skip = currentRow
}
callback()
},
})

dataStream.pipe(detector, { end: true })

return new Promise((resolve, reject) => {
detector.on('finish', () => {
resolve({ header, skip })
})
dataStream.on('close', () => {
resolve({ header, skip })
})
dataStream.on('error', (error) => {
reject(error)
})
})
}
}

// This implementation simply returns an explicit list of headers
// it was provided with.
class ExplicitHeaders extends Headerizer {
headers: string[]
constructor(private readonly options: ExplicitHeadersOptions) {
super()

if (!options.headers || options.headers.length === 0) {
throw new Error('ExplicitHeaders requires at least one header')
}
}

async getHeaders(dataStream: stream.Readable): Promise<GetHeadersResult> {
return {
header: this.options.headers,
skip: this.options.skip || 0,
}
}
}

// This implementation looks at specific rows and combines them into a single header.
// For example, if you knew that the header was in the third row, you could pass it
// { rowNumbers: [2] }
class SpecificRows extends Headerizer {
constructor(private readonly options: SpecificRowsOptions) {
super()

if (!options.rowNumbers || options.rowNumbers.length === 0) {
throw new Error('SpecificRows requires at least one row number')
}
}

async getHeaders(dataStream: stream.Readable): Promise<GetHeadersResult> {
let currentRow = 0
let maxRow = Math.max(...this.options.rowNumbers)
let header: string[] = []

const detector = new stream.Writable({
objectMode: true,
write: (row, encoding, callback) => {
if (currentRow > maxRow) {
dataStream.destroy()
} else if (this.options.rowNumbers.includes(currentRow)) {
if (header.length === 0) {
// This is the first header row we've seen, so just remember it
header = row
} else {
for (let i = 0; i < header.length; i++) {
if (header[i] === '') {
header[i] = row[i].trim()
} else {
header[i] = `${header[i].trim()} ${row[i].trim()}`
}
}
}
}
currentRow++
callback()
},
})

dataStream.pipe(detector, { end: true })

// If we have an explicit skip, use it, otherwise skip past the last header row
const skip = this.options.skip ?? maxRow + 1

// TODO: this logic is duplicated, factor it out?
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Looks like a bunch of the getHeaders logic is shared - wonder if we abstract out just the logical changes that are different here instead of just the return Promise?

return new Promise((resolve, reject) => {
detector.on('finish', () => {
resolve({ header, skip })
})
dataStream.on('close', () => {
resolve({ header, skip })
})
dataStream.on('error', (error) => {
reject(error)
})
})
}
}
2 changes: 2 additions & 0 deletions plugins/xlsx-extractor/src/index.ts
Original file line number Diff line number Diff line change
@@ -1,4 +1,5 @@
import { Extractor } from '@flatfile/util-extractor'
import { GetHeadersOptions } from './header.detection'
import { parseBuffer } from './parser'

/**
Expand All @@ -15,6 +16,7 @@ export interface ExcelExtractorOptions {
readonly rawNumbers?: boolean
readonly chunkSize?: number
readonly parallel?: number
readonly headerDetectionOptions?: GetHeadersOptions
readonly debug?: boolean
}

Expand Down
16 changes: 10 additions & 6 deletions plugins/xlsx-extractor/src/parser.spec.ts
Original file line number Diff line number Diff line change
@@ -1,13 +1,18 @@
import { parseBuffer } from './parser'
import { WorkbookCapture } from '@flatfile/util-extractor'
import * as fs from 'fs'
import * as path from 'path'
import { parseBuffer } from './parser'

describe('parser', () => {
const buffer: Buffer = fs.readFileSync(
path.join(__dirname, '../ref/test-basic.xlsx')
)
test('Excel to WorkbookCapture', () => {
expect(parseBuffer(buffer).Departments).toEqual({
let capture: WorkbookCapture
beforeAll(async () => {
capture = await parseBuffer(buffer)
})
test('Excel to WorkbookCapture', async () => {
expect(capture.Departments).toEqual({
headers: ['Code', 'Details', 'BranchName', 'Tenant'],
required: { Code: true, Details: false, BranchName: true, Tenant: true },
data: [
Expand All @@ -27,9 +32,8 @@ describe('parser', () => {
})
})

describe('test-basic.xlsx', function () {
const capture = parseBuffer(buffer)
test('finds all the sheet names', () => {
describe('test-basic.xlsx', () => {
test('finds all the sheet names', async () => {
expect(Object.keys(capture)).toEqual([
'Departments',
'Clients',
Expand Down
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