diff --git a/tensorflow-core/tensorflow-core-generator/src/main/java/org/tensorflow/op/generator/ConvertToTxt.java b/tensorflow-core/tensorflow-core-generator/src/main/java/org/tensorflow/op/generator/ConvertToTxt.java
new file mode 100644
index 00000000000..6a9e5bcc7ff
--- /dev/null
+++ b/tensorflow-core/tensorflow-core-generator/src/main/java/org/tensorflow/op/generator/ConvertToTxt.java
@@ -0,0 +1,75 @@
+/*
+  Copyright 2021 The TensorFlow Authors. All Rights Reserved.
+
+ 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 org.tensorflow.op.generator;
+
+import com.google.protobuf.UnknownFieldSet;
+import java.io.File;
+import java.io.FileInputStream;
+import java.io.IOException;
+import java.nio.charset.StandardCharsets;
+import java.nio.file.Files;
+import java.nio.file.StandardOpenOption;
+import org.tensorflow.proto.framework.OpList;
+
+/**
+ * Utility to convert exported ops to diffable text.
+ * <p>
+ * Requires the input file as first argument. If the 2nd argument is present, uses it as the output
+ * file, otherwise outputs to a sibiling of the input names ops.pbtxt.
+ */
+public class ConvertToTxt {
+
+  public static void main(String[] args) throws IOException {
+    if (args.length < 1) {
+      System.err.println("Must pass the ops.pb file as input");
+      System.exit(1);
+    }
+
+    File inputFile = new File(args[0]);
+
+    if (!inputFile.exists()) {
+      System.err.println("Passed input file " + inputFile + " does not exist.");
+      System.exit(1);
+    }
+
+    if (!inputFile.isFile()) {
+      System.err.println("Passed input file " + inputFile + " is not a file.");
+      System.exit(1);
+    }
+
+    File outputFile;
+    if (args.length > 1) {
+      outputFile = new File(args[1]);
+    } else {
+      outputFile = new File(inputFile.getParentFile(), "ops.pbtxt");
+    }
+
+    OpList.Builder builder = OpList.parseFrom(new FileInputStream(inputFile)).toBuilder();
+    builder.setUnknownFields(UnknownFieldSet.getDefaultInstance());
+    builder.getOpBuilderList()
+        .forEach(x -> x.setUnknownFields(UnknownFieldSet.getDefaultInstance()));
+    OpList opList = builder.build();
+
+    Files.write(
+        outputFile.toPath(),
+        opList.toString().getBytes(StandardCharsets.UTF_8),
+        StandardOpenOption.WRITE,
+        StandardOpenOption.CREATE,
+        StandardOpenOption.TRUNCATE_EXISTING);
+  }
+
+}