
com.johnsnowlabs.reader.WordReader.scala Maven / Gradle / Ivy
/*
* Copyright 2017-2024 John Snow Labs
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.johnsnowlabs.reader
import com.johnsnowlabs.nlp.util.io.ResourceHelper
import com.johnsnowlabs.reader.util.DocParser.RichParagraph
import com.johnsnowlabs.reader.util.DocxParser
import com.johnsnowlabs.reader.util.DocxParser.RichXWPFParagraph
import org.apache.poi.hwpf.HWPFDocument
import org.apache.poi.xwpf.usermodel.{XWPFDocument, XWPFParagraph, XWPFTable}
import org.apache.spark.sql.DataFrame
import org.apache.spark.sql.functions.{col, udf}
import java.io.{ByteArrayInputStream, IOException}
import scala.collection.JavaConverters._
import scala.collection.mutable
class WordReader(storeContent: Boolean = false) extends Serializable {
private val spark = ResourceHelper.spark
import spark.implicits._
def doc(filePath: String): DataFrame = {
if (ResourceHelper.validFile(filePath)) {
val binaryFilesRDD = spark.sparkContext.binaryFiles(filePath)
val byteArrayRDD = binaryFilesRDD.map { case (path, portableDataStream) =>
val byteArray = portableDataStream.toArray()
(path, byteArray)
}
val wordDf = byteArrayRDD
.toDF("path", "content")
.withColumn("doc", parseWordUDF(col("content")))
if (storeContent) wordDf.select("path", "doc", "content") else wordDf.select("path", "doc")
} else throw new IllegalArgumentException(s"Invalid filePath: $filePath")
}
private val parseWordUDF = udf((data: Array[Byte]) => {
parseDoc(data)
})
// Constants for file type identification
private val ZipMagicNumberFirstByte: Byte =
0x50.toByte // First byte of ZIP files, indicating .docx
private val ZipMagicNumberSecondByte: Byte =
0x4b.toByte // Second byte of ZIP files, indicating .docx
private val OleMagicNumber: Array[Byte] =
Array(0xd0.toByte, 0xcf.toByte, 0x11.toByte, 0xe0.toByte) // Bytes indicating .doc
private var pageBreak = 0
private def isDocxFile(content: Array[Byte]): Boolean = {
content.length > 1 && content(0) == ZipMagicNumberFirstByte && content(
1) == ZipMagicNumberSecondByte
}
private def isDocFile(content: Array[Byte]): Boolean = {
content.length >= 4 && content.slice(0, 4).sameElements(OleMagicNumber)
}
private def parseDoc(content: Array[Byte]): Seq[HTMLElement] = {
pageBreak = 0
val docInputStream = new ByteArrayInputStream(content)
try {
if (isDocxFile(content)) {
val document = new XWPFDocument(docInputStream)
val headers = DocxParser.extractHeaders(document).map { header =>
HTMLElement(ElementType.HEADER, header, mutable.Map())
}
val footers = DocxParser.extractFooters(document).map { footer =>
HTMLElement(ElementType.FOOTER, footer, mutable.Map())
}
val docElements = parseDocxToElements(document)
headers ++ docElements ++ footers
} else if (isDocFile(content)) {
val document = new HWPFDocument(docInputStream)
val docElements = parseDocToElements(document)
docElements
} else {
Seq(HTMLElement(ElementType.UNCATEGORIZED_TEXT, "Unknown file format", mutable.Map()))
}
} catch {
case e: IOException =>
throw new IOException(s"Error e: ${e.getMessage}")
} finally {
docInputStream.close()
}
}
private def parseDocxToElements(document: XWPFDocument): Seq[HTMLElement] = {
val elements = document.getBodyElements.asScala.flatMap {
case paragraph: XWPFParagraph =>
processParagraph(paragraph, "paragraph")
case table: XWPFTable =>
processTable(table)
case _ => None
}
elements
}
private def processParagraph(
paragraph: XWPFParagraph,
source: String,
tableLocation: mutable.Map[String, String] = mutable.Map()): Option[HTMLElement] = {
val text = paragraph.getText.trim
if (text.isEmpty) None
else {
val metadata = mutable.Map[String, String]()
if (paragraph.isCustomPageBreak) {
pageBreak += 1
metadata += ("pageBreak" -> pageBreak.toString)
}
if (paragraph.isSectionBreak) {
pageBreak += 1
metadata += ("pageBreak" -> pageBreak.toString)
}
if (tableLocation.nonEmpty) {
metadata ++= tableLocation
}
val elementType = paragraph match {
case p if p.isTitle => ElementType.TITLE
case p if p.isListItem => ElementType.LIST_ITEM
case _ => if (source == "table") ElementType.TABLE else ElementType.NARRATIVE_TEXT
}
Some(HTMLElement(elementType, text, metadata))
}
}
private def processTable(table: XWPFTable): Seq[HTMLElement] = {
table.getRows.asScala.zipWithIndex.flatMap { case (row, rowIndex) =>
row.getTableCells.asScala.zipWithIndex.flatMap { case (cell, cellIndex) =>
val tableLocation = mutable.Map("tableLocation" -> s"($rowIndex, $cellIndex)")
cell.getParagraphs.asScala.flatMap { paragraph =>
processParagraph(paragraph, "table", tableLocation)
}
}
}
}
private def parseDocToElements(document: HWPFDocument): Seq[HTMLElement] = {
val paragraphs = document.getRange
val elements = (0 until paragraphs.numParagraphs).flatMap { i =>
val paragraph = paragraphs.getParagraph(i)
val text = paragraph.text.trim
if (text.isEmpty) None
else {
val metadata = mutable.Map[String, String]()
paragraph match {
case p if p.isInTable(paragraphs) =>
val tableText = p.tableText(paragraphs).getOrElse("")
Some(HTMLElement(ElementType.TABLE, tableText, metadata))
case p if p.isTitle => Some(HTMLElement(ElementType.TITLE, text, metadata))
case p if p.isListItem => Some(HTMLElement(ElementType.LIST_ITEM, text, metadata))
case _ => Some(HTMLElement(ElementType.NARRATIVE_TEXT, text, metadata))
}
}
}
elements
}
}
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