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docs(samples): add OCR, form, quality, splitter and specialized proce…
…ssing samples (#680) * docs(samples): add OCR, form, quality, splitter and specialized processing samples * 🦉 Updates from OwlBot See https://github.com/googleapis/repo-automation-bots/blob/main/packages/owl-bot/README.md Co-authored-by: Owl Bot <gcf-owl-bot[bot]@users.noreply.github.com>
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document-ai/snippets/src/main/java/documentai/v1beta3/ProcessFormDocument.java
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/* | ||
* Copyright 2020 Google LLC | ||
* | ||
* 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. | ||
*/ | ||
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package documentai.v1beta3; | ||
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// [START documentai_process_form_document] | ||
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import com.google.cloud.documentai.v1beta3.Document; | ||
import com.google.cloud.documentai.v1beta3.DocumentProcessorServiceClient; | ||
import com.google.cloud.documentai.v1beta3.ProcessRequest; | ||
import com.google.cloud.documentai.v1beta3.ProcessResponse; | ||
import com.google.cloud.documentai.v1beta3.RawDocument; | ||
import com.google.protobuf.ByteString; | ||
import java.io.IOException; | ||
import java.nio.file.Files; | ||
import java.nio.file.Paths; | ||
import java.util.List; | ||
import java.util.concurrent.ExecutionException; | ||
import java.util.concurrent.TimeoutException; | ||
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public class ProcessFormDocument { | ||
public static void processFormDocument() | ||
throws IOException, InterruptedException, ExecutionException, TimeoutException { | ||
// TODO(developer): Replace these variables before running the sample. | ||
String projectId = "your-project-id"; | ||
String location = "your-project-location"; // Format is "us" or "eu". | ||
String processerId = "your-processor-id"; | ||
String filePath = "path/to/input/file.pdf"; | ||
processFormDocument(projectId, location, processerId, filePath); | ||
} | ||
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public static void processFormDocument( | ||
String projectId, String location, String processorId, String filePath) | ||
throws IOException, InterruptedException, ExecutionException, TimeoutException { | ||
// Initialize client that will be used to send requests. This client only needs to be created | ||
// once, and can be reused for multiple requests. After completing all of your requests, call | ||
// the "close" method on the client to safely clean up any remaining background resources. | ||
try (DocumentProcessorServiceClient client = DocumentProcessorServiceClient.create()) { | ||
// The full resource name of the processor, e.g.: | ||
// projects/project-id/locations/location/processor/processor-id | ||
// You must create new processors in the Cloud Console first | ||
String name = | ||
String.format("projects/%s/locations/%s/processors/%s", projectId, location, processorId); | ||
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// Read the file. | ||
byte[] imageFileData = Files.readAllBytes(Paths.get(filePath)); | ||
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// Convert the image data to a Buffer and base64 encode it. | ||
ByteString content = ByteString.copyFrom(imageFileData); | ||
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RawDocument document = | ||
RawDocument.newBuilder().setContent(content).setMimeType("application/pdf").build(); | ||
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// Configure the process request. | ||
ProcessRequest request = | ||
ProcessRequest.newBuilder().setName(name).setRawDocument(document).build(); | ||
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// Recognizes text entities in the PDF document | ||
ProcessResponse result = client.processDocument(request); | ||
Document documentResponse = result.getDocument(); | ||
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System.out.println("Document processing complete."); | ||
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// Read the text recognition output from the processor | ||
// For a full list of Document object attributes, | ||
// please reference this page: | ||
// https://googleapis.dev/java/google-cloud-document-ai/latest/index.html | ||
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// Get all of the document text as one big string | ||
String text = documentResponse.getText(); | ||
System.out.printf("Full document text: '%s'\n", removeNewlines(text)); | ||
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// Read the text recognition output from the processor | ||
List<Document.Page> pages = documentResponse.getPagesList(); | ||
System.out.printf("There are %s page(s) in this document.\n", pages.size()); | ||
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for (Document.Page page : pages) { | ||
System.out.printf("\n\n**** Page %d ****\n", page.getPageNumber()); | ||
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List<Document.Page.Table> tables = page.getTablesList(); | ||
System.out.printf("Found %d table(s):\n", tables.size()); | ||
for (Document.Page.Table table : tables) { | ||
printTableInfo(table, text); | ||
} | ||
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List<Document.Page.FormField> formFields = page.getFormFieldsList(); | ||
System.out.printf("Found %d form fields:\n", formFields.size()); | ||
for (Document.Page.FormField formField : formFields) { | ||
String fieldName = getLayoutText(formField.getFieldName().getTextAnchor(), text); | ||
String fieldValue = getLayoutText(formField.getFieldValue().getTextAnchor(), text); | ||
System.out.printf( | ||
" * '%s': '%s'\n", removeNewlines(fieldName), removeNewlines(fieldValue)); | ||
} | ||
} | ||
} | ||
} | ||
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private static void printTableInfo(Document.Page.Table table, String text) { | ||
Document.Page.Table.TableRow firstBodyRow = table.getBodyRows(0); | ||
int columnCount = firstBodyRow.getCellsCount(); | ||
System.out.printf( | ||
" Table with %d columns and %d rows:\n", columnCount, table.getBodyRowsCount()); | ||
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Document.Page.Table.TableRow headerRow = table.getHeaderRows(0); | ||
StringBuilder headerRowText = new StringBuilder(); | ||
for (Document.Page.Table.TableCell cell : headerRow.getCellsList()) { | ||
String columnName = getLayoutText(cell.getLayout().getTextAnchor(), text); | ||
headerRowText.append(String.format("%s | ", removeNewlines(columnName))); | ||
} | ||
headerRowText.setLength(headerRowText.length() - 3); | ||
System.out.printf(" Collumns: %s\n", headerRowText.toString()); | ||
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StringBuilder firstRowText = new StringBuilder(); | ||
for (Document.Page.Table.TableCell cell : firstBodyRow.getCellsList()) { | ||
String cellText = getLayoutText(cell.getLayout().getTextAnchor(), text); | ||
firstRowText.append(String.format("%s | ", removeNewlines(cellText))); | ||
} | ||
firstRowText.setLength(firstRowText.length() - 3); | ||
System.out.printf(" First row data: %s\n", firstRowText.toString()); | ||
} | ||
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// Extract shards from the text field | ||
private static String getLayoutText(Document.TextAnchor textAnchor, String text) { | ||
if (textAnchor.getTextSegmentsList().size() > 0) { | ||
int startIdx = (int) textAnchor.getTextSegments(0).getStartIndex(); | ||
int endIdx = (int) textAnchor.getTextSegments(0).getEndIndex(); | ||
return text.substring(startIdx, endIdx); | ||
} | ||
return "[NO TEXT]"; | ||
} | ||
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private static String removeNewlines(String s) { | ||
return s.replace("\n", "").replace("\r", ""); | ||
} | ||
} | ||
// [END documentai_process_form_document] |
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document-ai/snippets/src/main/java/documentai/v1beta3/ProcessOcrDocument.java
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/* | ||
* Copyright 2020 Google LLC | ||
* | ||
* 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. | ||
*/ | ||
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package documentai.v1beta3; | ||
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// [START documentai_process_ocr_document] | ||
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import com.google.cloud.documentai.v1beta3.Document; | ||
import com.google.cloud.documentai.v1beta3.DocumentProcessorServiceClient; | ||
import com.google.cloud.documentai.v1beta3.ProcessRequest; | ||
import com.google.cloud.documentai.v1beta3.ProcessResponse; | ||
import com.google.cloud.documentai.v1beta3.RawDocument; | ||
import com.google.protobuf.ByteString; | ||
import java.io.IOException; | ||
import java.nio.file.Files; | ||
import java.nio.file.Paths; | ||
import java.util.List; | ||
import java.util.concurrent.ExecutionException; | ||
import java.util.concurrent.TimeoutException; | ||
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public class ProcessOcrDocument { | ||
public static void processOcrDocument() | ||
throws IOException, InterruptedException, ExecutionException, TimeoutException { | ||
// TODO(developer): Replace these variables before running the sample. | ||
String projectId = "your-project-id"; | ||
String location = "your-project-location"; // Format is "us" or "eu". | ||
String processerId = "your-processor-id"; | ||
String filePath = "path/to/input/file.pdf"; | ||
processOcrDocument(projectId, location, processerId, filePath); | ||
} | ||
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public static void processOcrDocument( | ||
String projectId, String location, String processorId, String filePath) | ||
throws IOException, InterruptedException, ExecutionException, TimeoutException { | ||
// Initialize client that will be used to send requests. This client only needs to be created | ||
// once, and can be reused for multiple requests. After completing all of your requests, call | ||
// the "close" method on the client to safely clean up any remaining background resources. | ||
try (DocumentProcessorServiceClient client = DocumentProcessorServiceClient.create()) { | ||
// The full resource name of the processor, e.g.: | ||
// projects/project-id/locations/location/processor/processor-id | ||
// You must create new processors in the Cloud Console first | ||
String name = | ||
String.format("projects/%s/locations/%s/processors/%s", projectId, location, processorId); | ||
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// Read the file. | ||
byte[] imageFileData = Files.readAllBytes(Paths.get(filePath)); | ||
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// Convert the image data to a Buffer and base64 encode it. | ||
ByteString content = ByteString.copyFrom(imageFileData); | ||
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RawDocument document = | ||
RawDocument.newBuilder().setContent(content).setMimeType("application/pdf").build(); | ||
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// Configure the process request. | ||
ProcessRequest request = | ||
ProcessRequest.newBuilder().setName(name).setRawDocument(document).build(); | ||
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// Recognizes text entities in the PDF document | ||
ProcessResponse result = client.processDocument(request); | ||
Document documentResponse = result.getDocument(); | ||
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System.out.println("Document processing complete."); | ||
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// Read the text recognition output from the processor | ||
// For a full list of Document object attributes, | ||
// please reference this page: | ||
// https://googleapis.dev/java/google-cloud-document-ai/latest/index.html | ||
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// Get all of the document text as one big string | ||
String text = documentResponse.getText(); | ||
System.out.printf("Full document text: '%s'\n", escapeNewlines(text)); | ||
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// Read the text recognition output from the processor | ||
List<Document.Page> pages = documentResponse.getPagesList(); | ||
System.out.printf("There are %s page(s) in this document.\n", pages.size()); | ||
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for (Document.Page page : pages) { | ||
System.out.printf("Page %d:\n", page.getPageNumber()); | ||
printPageDimensions(page.getDimension()); | ||
printDetectedLanguages(page.getDetectedLanguagesList()); | ||
printParagraphs(page.getParagraphsList(), text); | ||
printBlocks(page.getBlocksList(), text); | ||
printLines(page.getLinesList(), text); | ||
printTokens(page.getTokensList(), text); | ||
} | ||
} | ||
} | ||
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private static void printPageDimensions(Document.Page.Dimension dimension) { | ||
String unit = dimension.getUnit(); | ||
System.out.printf(" Width: %.1f %s\n", dimension.getWidth(), unit); | ||
System.out.printf(" Height: %.1f %s\n", dimension.getHeight(), unit); | ||
} | ||
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private static void printDetectedLanguages( | ||
List<Document.Page.DetectedLanguage> detectedLangauges) { | ||
System.out.println(" Detected languages:"); | ||
for (Document.Page.DetectedLanguage detectedLanguage : detectedLangauges) { | ||
String languageCode = detectedLanguage.getLanguageCode(); | ||
float confidence = detectedLanguage.getConfidence(); | ||
System.out.printf(" %s (%.2f%%)\n", languageCode, confidence * 100.0); | ||
} | ||
} | ||
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private static void printParagraphs(List<Document.Page.Paragraph> paragraphs, String text) { | ||
System.out.printf(" %d paragraphs detected:\n", paragraphs.size()); | ||
Document.Page.Paragraph firstParagraph = paragraphs.get(0); | ||
String firstParagraphText = getLayoutText(firstParagraph.getLayout().getTextAnchor(), text); | ||
System.out.printf(" First paragraph text: %s\n", escapeNewlines(firstParagraphText)); | ||
Document.Page.Paragraph lastParagraph = paragraphs.get(paragraphs.size() - 1); | ||
String lastParagraphText = getLayoutText(lastParagraph.getLayout().getTextAnchor(), text); | ||
System.out.printf(" Last paragraph text: %s\n", escapeNewlines(lastParagraphText)); | ||
} | ||
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private static void printBlocks(List<Document.Page.Block> blocks, String text) { | ||
System.out.printf(" %d blocks detected:\n", blocks.size()); | ||
Document.Page.Block firstBlock = blocks.get(0); | ||
String firstBlockText = getLayoutText(firstBlock.getLayout().getTextAnchor(), text); | ||
System.out.printf(" First block text: %s\n", escapeNewlines(firstBlockText)); | ||
Document.Page.Block lastBlock = blocks.get(blocks.size() - 1); | ||
String lastBlockText = getLayoutText(lastBlock.getLayout().getTextAnchor(), text); | ||
System.out.printf(" Last block text: %s\n", escapeNewlines(lastBlockText)); | ||
} | ||
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private static void printLines(List<Document.Page.Line> lines, String text) { | ||
System.out.printf(" %d lines detected:\n", lines.size()); | ||
Document.Page.Line firstLine = lines.get(0); | ||
String firstLineText = getLayoutText(firstLine.getLayout().getTextAnchor(), text); | ||
System.out.printf(" First line text: %s\n", escapeNewlines(firstLineText)); | ||
Document.Page.Line lastLine = lines.get(lines.size() - 1); | ||
String lastLineText = getLayoutText(lastLine.getLayout().getTextAnchor(), text); | ||
System.out.printf(" Last line text: %s\n", escapeNewlines(lastLineText)); | ||
} | ||
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private static void printTokens(List<Document.Page.Token> tokens, String text) { | ||
System.out.printf(" %d tokens detected:\n", tokens.size()); | ||
Document.Page.Token firstToken = tokens.get(0); | ||
String firstTokenText = getLayoutText(firstToken.getLayout().getTextAnchor(), text); | ||
System.out.printf(" First token text: %s\n", escapeNewlines(firstTokenText)); | ||
Document.Page.Token lastToken = tokens.get(tokens.size() - 1); | ||
String lastTokenText = getLayoutText(lastToken.getLayout().getTextAnchor(), text); | ||
System.out.printf(" Last token text: %s\n", escapeNewlines(lastTokenText)); | ||
} | ||
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// Extract shards from the text field | ||
private static String getLayoutText(Document.TextAnchor textAnchor, String text) { | ||
if (textAnchor.getTextSegmentsList().size() > 0) { | ||
int startIdx = (int) textAnchor.getTextSegments(0).getStartIndex(); | ||
int endIdx = (int) textAnchor.getTextSegments(0).getEndIndex(); | ||
return text.substring(startIdx, endIdx); | ||
} | ||
return "[NO TEXT]"; | ||
} | ||
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private static String escapeNewlines(String s) { | ||
return s.replace("\n", "\\n").replace("\r", "\\r"); | ||
} | ||
} | ||
// [END documentai_process_ocr_document] |
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