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TextRecognition.java
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138 lines (113 loc) · 5.25 KB
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package cmc.app;
import software.amazon.awssdk.auth.credentials.ProfileCredentialsProvider;
import software.amazon.awssdk.core.SdkBytes;
import software.amazon.awssdk.regions.Region;
import software.amazon.awssdk.services.rekognition.RekognitionClient;
import software.amazon.awssdk.services.rekognition.model.*;
import software.amazon.awssdk.services.s3.S3Client;
import software.amazon.awssdk.services.s3.model.GetObjectRequest;
import software.amazon.awssdk.services.sqs.SqsClient;
import software.amazon.awssdk.services.sqs.model.*;
import java.io.BufferedWriter;
import java.io.FileWriter;
import java.io.IOException;
import java.io.File;
import java.time.LocalDateTime;
import java.time.format.DateTimeFormatter;
import java.util.ArrayList;
import java.util.List;
public class TextRecognition {
public static void main(String[] args) throws IOException {
String profileName = "default";
ProfileCredentialsProvider credentialsProvider = ProfileCredentialsProvider.create(profileName);
Region region = Region.US_EAST_1;
S3Client s3 = S3Client.builder().region(region)
.credentialsProvider(credentialsProvider)
.build();
RekognitionClient rekognition = RekognitionClient.builder().region(region)
.credentialsProvider(credentialsProvider)
.build();
SqsClient sqs = SqsClient.builder().region(region)
.credentialsProvider(credentialsProvider)
.build();
String bucketName = "njit-cs-643";
String sqsQueueUrl = "https://sqs.us-east-1.amazonaws.com/261847612621/CMCImageQueue";
LocalDateTime now = LocalDateTime.now();
DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyy-MM-dd_HH-mm-ss");
String formattedDateTime = now.format(formatter);
String outputFilePath = "output/textrec_output_" + formattedDateTime + ".txt";
File outputFile = new File(outputFilePath);
try {
boolean fileCreated = outputFile.createNewFile();
if (!fileCreated) {
System.out.println("File already exists or failed to be created.");
}
} catch (IOException e) {
e.printStackTrace();
}
List<String> outputLines = new ArrayList<>();
outputLines.add("Date and Time Stamp: " + formattedDateTime);
while (true) {
ReceiveMessageRequest receiveMessageRequest = ReceiveMessageRequest.builder()
.queueUrl(sqsQueueUrl)
.maxNumberOfMessages(1)
.waitTimeSeconds(20)
.build();
ReceiveMessageResponse receiveMessageResponse = sqs.receiveMessage(receiveMessageRequest);
if (receiveMessageResponse.messages().isEmpty()) {
continue;
}
Message message = receiveMessageResponse.messages().get(0);
String imageIndex = message.body();
if (imageIndex.equals("-1")) {
break;
}
System.out.println("now polling file: "+ imageIndex);
outputLines.add("Polling file: " + imageIndex);
// image info
String messageId = message.messageId();
outputLines.add("ID: " + messageId);
int messageSize = message.body().length();
outputLines.add("Size: " + messageSize + " bytes");
String md5MessageBody = message.md5OfBody();
outputLines.add("MD5 of message body: " + md5MessageBody);
outputLines.add(" ");
// Fetch the image from S3
GetObjectRequest getObjectRequest = GetObjectRequest.builder()
.bucket(bucketName)
.key(imageIndex)
.build();
byte[] bytes = s3.getObjectAsBytes(getObjectRequest).asByteArray();
// Detect text Rekognition
DetectTextRequest detectTextRequest = DetectTextRequest.builder()
.image(Image.builder()
.bytes(SdkBytes.fromByteArray(bytes))
.build())
.build();
DetectTextResponse detectTextResponse = rekognition.detectText(detectTextRequest);
// detected text
for (TextDetection textDetection : detectTextResponse.textDetections()) {
outputLines.add("Detected Text: " + textDetection.detectedText());
outputLines.add("Confidence: " + textDetection.confidence().toString());
}
String receiptHandle = message.receiptHandle();
DeleteMessageRequest deleteMessageRequest = DeleteMessageRequest.builder()
.queueUrl(sqsQueueUrl)
.receiptHandle(receiptHandle)
.build();
sqs.deleteMessage(deleteMessageRequest);
}
try (BufferedWriter writer = new BufferedWriter(new FileWriter(outputFilePath))) {
for (String line : outputLines) {
writer.write(line);
writer.newLine();
}
} catch (IOException e) {
e.printStackTrace();
System.err.println("Error writing to file: " + e.getMessage());
}
rekognition.close();
s3.close();
sqs.close();
}
}