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Embedding Languages

• Compile and Run a Polyglot Application
• Define Guest Language Functions as Java Values
• Access Guest Languages Directly from Java
• Access Java from Guest Languages
• Lookup Java Types from Guest Languages
• Computed Arrays Using Polyglot Proxies
• Host Access
• Build Native Executables from Polyglot Applications
• Code Caching Across Multiple Contexts
• Embed Guest Languages in Java
• Build a Shell for Many Languages
• Step Through with Execution Listeners
• Setting the Heap Size
• Dependency Setup

The GraalVM Polyglot API lets you embed and run code from guest languages in JVM-based host applications.

Throughout this section, you will learn how to create a host application in Java that runs on GraalVM and directly calls a guest language. You can use the tabs beneath each code example to choose between JavaScript, R, Ruby, and Python.

Ensure you set up GraalVM before you begin.

Compile and Run a Polyglot Application #

GraalVM can run polyglot applications written in any language implemented with the Truffle language implementation framework. These languages are henceforth referenced as guest languages.

Complete the steps in this section to create a sample polyglot application that runs on GraalVM and demonstrates programming language interoperability.

1. Create a hello-polyglot project directory.

2. In your project directory, add a HelloPolyglot.java file that includes the following code:

  // COMPILE-CMD: javac {file}
// RUN-CMD: java {file}
// BEGIN-SNIPPET
import org.graalvm.polyglot.*;
import org.graalvm.polyglot.proxy.*;
// END-SNIPPET

public class hello_polyglot_js {

static
// BEGIN-SNIPPET
public class HelloPolyglot {
    public static void main(String[] args) {
        System.out.println("Hello Java!");
        try (Context context = Context.create()) {
            context.eval("js", "print('Hello JavaScript!');");
        }
    }
}
// END-SNIPPET

    public static void main(String[] args) {
        HelloPolyglot.main(null);
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java {file}
// BEGIN-SNIPPET
import org.graalvm.polyglot.*;
import org.graalvm.polyglot.proxy.*;
// END-SNIPPET

public class hello_polyglot_R {

static
// BEGIN-SNIPPET
public class HelloPolyglot {
    public static void main(String[] args) {
        System.out.println("Hello Java!");
        try (Context context = Context.newBuilder()
                                   .allowAllAccess(true)
                               .build()) {
            context.eval("R", "print('Hello R!');");
        }
    }
}
// END-SNIPPET

    public static void main(String[] args) {
        HelloPolyglot.main(null);
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java {file}
// BEGIN-SNIPPET
import org.graalvm.polyglot.*;
import org.graalvm.polyglot.proxy.*;
// END-SNIPPET

public class hello_polyglot_ruby {

static
// BEGIN-SNIPPET
public class HelloPolyglot {
    public static void main(String[] args) {
        System.out.println("Hello Java!");
        try (Context context = Context.create()) {
            context.eval("ruby", "puts 'Hello Ruby!'");
        }
    }
}
// END-SNIPPET

    public static void main(String[] args) {
        HelloPolyglot.main(null);
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java {file}
// BEGIN-SNIPPET
import org.graalvm.polyglot.*;
import org.graalvm.polyglot.proxy.*;
// END-SNIPPET

public class hello_polyglot_python {

static
// BEGIN-SNIPPET
public class HelloPolyglot {
    public static void main(String[] args) {
        System.out.println("Hello Java!");
        try (Context context = Context.create()) {
            context.eval("python", "print('Hello Python!')");
        }
    }
}
// END-SNIPPET

    public static void main(String[] args) {
        HelloPolyglot.main(null);
    }
}

  

 In this code:

• import org.graalvm.polyglot.* imports the base API for the Polyglot API.
• import org.graalvm.polyglot.proxy.* imports the proxy classes of the Polyglot API, needed in later examples.
• Context provides an execution environment for guest languages. R currently requires the allowAllAccess flag to be set to true to run the example.
• eval evaluates the specified snippet of guest language code.
• The try with resource statement initializes the Context and ensures that it is closed after use. Closing the context ensures that all resources including potential native resources are freed eagerly. Closing a context is optional but recommended. Even if a context is not closed and no longer referenced it will be freed by the garbage collector automatically.

3. Run javac HelloPolyglot.java to compile HelloPolyglot.java with GraalVM.

4. Run java HelloPolyglot to run the application on GraalVM.

You now have a polyglot application that consists of a Java host application and guest language code that run on GraalVM. You can use this application with other code examples to demonstrate more advanced capabilities of the Polyglot API.

To use other code examples in this section, you simply need to do the following:

1. Add the code snippet to the main method of HelloPolyglot.java.

2. Compile and run your polyglot application.

Define Guest Language Functions as Java Values #

Polyglot applications let you take values from one programming language and use them with other languages.

Use the code example in this section with your polyglot application to show how the Polyglot API can return JavaScript, R, Ruby, or Python functions as Java values.

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class function_js {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.create()) {
    Value function = context.eval("js", "x => x+1");
    assert function.canExecute();
    int x = function.execute(41).asInt();
    assert x == 42;
}
// END-SNIPPET
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class function_R {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.newBuilder()
                           .allowAllAccess(true)
                       .build()) {
    Value function = context.eval("R", "function(x) x + 1");
    assert function.canExecute();
    int x = function.execute(41).asInt();
    assert x == 42;
}
// END-SNIPPET
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class function_ruby {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.create()) {
    Value function = context.eval("ruby", "proc { |x| x + 1 }");
    assert function.canExecute();
    int x = function.execute(41).asInt();
    assert x == 42;
}
 // END-SNIPPET
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class function_python {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.create()) {
    Value function = context.eval("python", "lambda x: x + 1");
    assert function.canExecute();
    int x = function.execute(41).asInt();
    assert x == 42;
}
 // END-SNIPPET
    }
}

  

 In this code:

• Value function is a Java value that refers to a function.
• The eval call parses the script and returns the guest language function.
• The first assertion checks that the value returned by the code snippet can be executed.
• The execute call executes the function with the argument 41.
• The asInt call converts the result to a Java int.
• The second assertion verifies that the result was incremented by one as expected.

Access Guest Languages Directly from Java #

Polyglot applications can readily access most language types and are not limited to functions. Host languages, such as Java, can directly access guest language values embedded in the polyglot application.

Use the code example in this section with your polyglot application to show how the Polyglot API can access objects, numbers, strings, and arrays.

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class access_js_from_java {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.create()) {
    Value result = context.eval("js", 
                    "({ "                   +
                        "id   : 42, "       +
                        "text : '42', "     +
                        "arr  : [1,42,3] "  +
                    "})");
    assert result.hasMembers();

    int id = result.getMember("id").asInt();
    assert id == 42;

    String text = result.getMember("text").asString();
    assert text.equals("42");

    Value array = result.getMember("arr");
    assert array.hasArrayElements();
    assert array.getArraySize() == 3;
    assert array.getArrayElement(1).asInt() == 42;
}
// END-SNIPPET
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class access_R_from_java {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.newBuilder()
                           .allowAllAccess(true)
                       .build()) {
    Value result = context.eval("R", 
                    "list("                +
                        "id   = 42, "      +
                        "text = '42', "    +
                        "arr  = c(1,42,3)" +
                    ")");
    assert result.hasMembers();
    
    int id = result.getMember("id").asInt();
    assert id == 42;
    
    String text = result.getMember("text").asString();
    assert text.equals("42");
    
    Value array = result.getMember("arr");
    assert array.hasArrayElements();
    assert array.getArraySize() == 3;
    assert array.getArrayElement(1).asInt() == 42;
}
// END-SNIPPET
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class access_ruby_from_java {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.create()) {
    Value result = context.eval("ruby", 
                    "o = Struct.new(:id, :text, :arr).new(" +
                        "42, "       +
                        "'42', "     +
                        "[1,42,3] "  +
                    ")");
    assert result.hasMembers();
    
    int id = result.getMember("id").asInt();
    assert id == 42;
    
    String text = result.getMember("text").asString();
    assert text.equals("42");
    
    Value array = result.getMember("arr");
    assert array.hasArrayElements();
    assert array.getArraySize() == 3;
    assert array.getArrayElement(1).asInt() == 42;
}
// END-SNIPPET
    }
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;

public class access_python_from_java {
    public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.create()) {
    Value result = context.eval("python", 
                    "type('obj', (object,), {" +
                        "'id'  : 42, "         +
                        "'text': '42', "       +
                        "'arr' : [1,42,3]"     +
                    "})()");
    assert result.hasMembers();
    
    int id = result.getMember("id").asInt();
    assert id == 42;
    
    String text = result.getMember("text").asString();
    assert text.equals("42");
    
    Value array = result.getMember("arr");
    assert array.hasArrayElements();
    assert array.getArraySize() == 3;
    assert array.getArrayElement(1).asInt() == 42;
}
// END-SNIPPET
    }
}

  

 In this code:

• Value result is an Object that contains three members: a number named id, a string named text, and an array named arr.
• The first assertion verifies that the return value can contain members, which indicates that the value is an object-like structure.
• The id variable is initialized by reading the member with the name id from the resulting object. The result is then converted to a Java int using asInt().
• The next assert verifies that result has a value of 42.
• The text variable is initialized using the value of the member text, which is also converted to a Java String using asString().
• The following assertion verifies the result value is equal to the Java String "42".
• Next the arr member that holds an array is read.
• Arrays return true for hasArrayElements. R array instances can have members and array elements at the same time.
• The next assertion verifies that the size of the array equals three. The Polyglot API supports big arrays, so the array length is of type long.
• Finally we verify that the array element at index 1 equals 42. Array indexing with polyglot values is always zero-based, even for languages such as R where indices start with one.

Access Java from Guest Languages #

Polyglot applications offer bi-directional access between guest languages and host languages. As a result, you can pass Java objects to guest languages.

Since the Polyglot API is secure by default, access is limited in the default configuration. To permit guest languages to access any public method or field of a Java object, you have to explicitly specify allowAllAccess(true) when the context is built. In this mode, the guest language code can access any resource that is accessible to host Java code.

Use the code example in this section with your polyglot application to show how guest languages can access primitive Java values, objects, arrays, and functional interfaces.

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import java.util.concurrent.Callable;
import org.graalvm.polyglot.*;

public class access_java_from_js {

// BEGIN-SNIPPET
public static class MyClass {
    public int               id    = 42;
    public String            text  = "42";
    public int[]             arr   = new int[]{1, 42, 3};
    public Callable<Integer> ret42 = () -> 42;
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        context.getBindings("js").putMember("javaObj", new MyClass());
        boolean valid = context.eval("js",
               "    javaObj.id         == 42"          +
               " && javaObj.text       == '42'"        +
               " && javaObj.arr[1]     == 42"          +
               " && javaObj.ret42()    == 42")
           .asBoolean();
        assert valid == true;
    }
}
// END-SNIPPET
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import java.util.concurrent.Callable;
import org.graalvm.polyglot.*;

public class access_java_from_R {

// BEGIN-SNIPPET
public static class MyClass {
    public int               id    = 42;
    public String            text  = "42";
    public int[]             arr   = new int[]{1, 42, 3};
    public Callable<Integer> ret42 = () -> 42;
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        context.getBindings("R").putMember("javaObj", new MyClass());
        boolean valid = context.eval("R",
               "    javaObj$id         == 42"   +
               " && javaObj$text       == '42'" +
               " && javaObj$arr[[2]]   == 42"   +
               " && javaObj$ret42()    == 42")
           .asBoolean();
        assert valid == true;
    }
}
// END-SNIPPET
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import java.util.concurrent.Callable;
import org.graalvm.polyglot.*;

public class access_java_from_ruby {

// BEGIN-SNIPPET
public static class MyClass {
    public int               id    = 42;
    public String            text  = "42";
    public int[]             arr   = new int[]{1, 42, 3};
    public Callable<Integer> ret42 = () -> 42;
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        context.getPolyglotBindings().putMember("javaObj", new MyClass());
        boolean valid = context.eval("ruby",
               "javaObj = Polyglot.import('javaObj')\n" +
               "    javaObj[:id]         == 42"         +
               " && javaObj[:text]       == '42'"       +
               " && javaObj[:arr][1]     == 42"         +
               " && javaObj[:ret42].call == 42")
           .asBoolean();
        assert valid == true;
    }
}
// END-SNIPPET
}
 
  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import java.util.concurrent.Callable;
import org.graalvm.polyglot.*;

public class access_java_from_python {

// BEGIN-SNIPPET
public static class MyClass {
    public int               id    = 42;
    public String            text  = "42";
    public int[]             arr   = new int[]{1, 42, 3};
    public Callable<Integer> ret42 = () -> 42;
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        context.getPolyglotBindings().putMember("javaObj", new MyClass());
        boolean valid = context.eval("python",
               "import polyglot \n"                            +
               "javaObj =  polyglot.import_value('javaObj')\n" +
               "javaObj.id                   == 42"            +
               " and javaObj.text            == '42'"          +
               " and javaObj.arr[1]          == 42"            +
               " and javaObj.ret42() == 42")
           .asBoolean();
        assert valid == true;
    }
}
// END-SNIPPET
}

  

 In this code:

• The Java class MyClass has four public fields id, text, arr, and ret42. The fields are initialized with 42, "42", new int[]{1, 42, 3}, and lambda () -> 42 that always returns an int value of 42.
• The Java class MyClass is instantiated and exported with the name javaObj into the polyglot scope, which allows the host and guest languages to exchange symbols.
• A guest language script is evaluated that imports the javaObj symbol and assigns it to the local variable which is also named javaObj. To avoid conflicts with variables, every value in the polyglot scope must be explicitly imported and exported in the top-most scope of the language.
• The next two lines verify the contents of the Java object by comparing it to the number 42 and the string '42'.
• The third verification reads from the second array position and compares it to the number 42. Whether arrays are accessed using 0-based or 1-based indices depends on the guest language. Independently of the language, the Java array stored in the arr field is always accessed using translated 0-based indices. For example, in the R language, arrays are 1-based so the second array element is accessible using index 2. In the JavaScript and Ruby languages, the second array element is at index 1. In all language examples, the Java array is read from using the same index 1.
• The last line invokes the Java lambda that is contained in the field ret42 and compares the result to the number value 42.
• After the guest language script executes, validation takes place to ensure that the script returns a boolean value of true as a result.

Lookup Java Types from Guest Languages #

In addition to passing Java objects to the guest language, it is possible to allow the lookup of Java types in the guest language.

Use the code example in this section with your polyglot application to show how guest languages lookup Java types and instantiate them.

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;

public class lookup_java_from_js {


public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.newBuilder()
                           .allowAllAccess(true)
                       .build()) {
    java.math.BigDecimal v = context.eval("js",
            "var BigDecimal = Java.type('java.math.BigDecimal');" +
            "BigDecimal.valueOf(10).pow(20)")
        .asHostObject();
    assert v.toString().equals("100000000000000000000");
}
// END-SNIPPET
}
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;

public class lookup_java_from_R {


public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.newBuilder()
                           .allowAllAccess(true)
                       .build()) {
    java.math.BigDecimal v = context.eval("R",
            "BigDecimal = java.type('java.math.BigDecimal');\n" + 
            "BigDecimal$valueOf(10)$pow(20)")
        .asHostObject();
    assert v.toString().equals("100000000000000000000");
}
// END-SNIPPET
}
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;

public class lookup_java_from_ruby {

public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.newBuilder()
                           .allowAllAccess(true)
                       .build()) {
    java.math.BigDecimal v = context.eval("ruby",
            "BigDecimal = Java.type('java.math.BigDecimal')\n" + 
            "BigDecimal.valueOf(10).pow(20)")
        .asHostObject();
    assert v.toString().equals("100000000000000000000");
}
// END-SNIPPET
}
}
 
  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;

public class lookup_java_from_python {


public static void main(String[] args) {
// BEGIN-SNIPPET
try (Context context = Context.newBuilder()
                           .allowAllAccess(true)
                       .build()) {
    java.math.BigDecimal v = context.eval("python",
            "import java\n" +
            "BigDecimal = java.type('java.math.BigDecimal')\n" + 
            "BigDecimal.valueOf(10).pow(20)")
        .asHostObject();
    assert v.toString().equals("100000000000000000000");
}
// END-SNIPPET
}
}

  

 In this code:

• A new context is created with all access enabled (allowAllAccess(true)).
• A guest language script is evaluated.
• The script looks up the Java type java.math.BigDecimal and stores it in a variable named BigDecimal.
• The static method BigDecimal.valueOf(long) is invoked to create new BigDecimals with value 10. In addition to looking up static Java methods, it is also possible to directly instantiate the returned Java type., e.g., in JavaScript using the new keyword.
• The new decimal is used to invoke the pow instance method with 20 which calculates 10^20.
• The result of the script is converted to a host object by calling asHostObject(). The return value is automatically cast to the BigDecimal type.
• The result decimal string is asserted to equal to "100000000000000000000".

Computed Arrays Using Polyglot Proxies #

The Polyglot API includes polyglot proxy interfaces that let you customize Java interoperability by mimicking guest language types, such as objects, arrays, native objects, or primitives.

Use the code example in this section with your polyglot application to see how you can implement arrays that compute their values lazily.

Note: The Polyglot API supports polyglot proxies either on the JVM or in Native Image.

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.*;
import org.graalvm.polyglot.proxy.*;

public class proxy_js {

// BEGIN-SNIPPET
static class ComputedArray implements ProxyArray {
    public Object get(long index) {
        return index * 2;
    }
    public void set(long index, Value value) {
        throw new UnsupportedOperationException();
    }
    public long getSize() {
        return Long.MAX_VALUE;
    }
}

public static void main(String[] args) {
    try (Context context = Context.create()) {
        ComputedArray arr = new ComputedArray();
        context.getBindings("js").putMember("arr", arr);
        long result = context.eval("js",
                    "arr[1] + arr[1000000000]")
                .asLong();
        assert result == 2000000002L;
    }
}
// END-SNIPPET
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;
import org.graalvm.polyglot.Value;
import org.graalvm.polyglot.proxy.ProxyArray;

public class proxy_R {

// BEGIN-SNIPPET
static class ComputedArray implements ProxyArray {
    public Object get(long index) {
        return index * 2;
    }
    public void set(long index, Value value) {
        throw new UnsupportedOperationException();
    }
    public long getSize() {
        return Long.MAX_VALUE;
    }
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        ComputedArray arr = new ComputedArray();
        context.getPolyglotBindings().putMember("arr", arr);
        long result = context.eval("R",
               "arr <- import('arr');" +
               "arr[2] + arr[1000000001]")
           .asLong();
        assert result == 2000000002L;
    }
}
// END-SNIPPET
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;
import org.graalvm.polyglot.Value;
import org.graalvm.polyglot.proxy.ProxyArray;

public class proxy_ruby {

// BEGIN-SNIPPET
static class ComputedArray implements ProxyArray {
    public Object get(long index) {
        return index * 2;
    }
    public void set(long index, Value value) {
        throw new UnsupportedOperationException();
    }
    public long getSize() {
        return Long.MAX_VALUE;
    }
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        ComputedArray arr = new ComputedArray();
        context.getPolyglotBindings().putMember("arr", arr);
        long result = context.eval("ruby",
               "arr = Polyglot.import('arr') \n" +
               "arr[1] + arr[1000000000]")
           .asLong();
        assert result == 2000000002L;
    }
}
// END-SNIPPET
}

  

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;
import org.graalvm.polyglot.Value;
import org.graalvm.polyglot.proxy.ProxyArray;

public class proxy_python {

// BEGIN-SNIPPET
static class ComputedArray implements ProxyArray {
    public Object get(long index) {
        return index * 2;
    }
    public void set(long index, Value value) {
        throw new UnsupportedOperationException();
    }
    public long getSize() {
        return Long.MAX_VALUE;
    }
}

public static void main(String[] args) {
    try (Context context = Context.newBuilder()
                               .allowAllAccess(true)
                           .build()) {
        ComputedArray arr = new ComputedArray();
        context.getPolyglotBindings().putMember("arr", arr);
        long result = context.eval("python",
               "import polyglot\n" +
               "arr = polyglot.import_value('arr') \n" +
               "arr[1] + arr[1000000000]")
           .asLong();
        assert result == 2000000002L;
    }
}
// END-SNIPPET
}

  

 In this code:

• The Java class ComputedArray implements the proxy interface ProxyArray so that guest languages treat instances of the Java class like arrays.
• ComputedArray array overrides the method get and computes the value using an arithmetic expression.
• The array proxy does not support write access. For this reason, it throws an UnsupportedOperationException in the implementation of set.
• The implementation for getSize returns Long.MAX_VALUE for its length.
• The main method creates a new polyglot execution context.
• A new instance of the ComputedArray class is then exported using the name arr.
• The guest language script imports the arr symbol, which returns the exported proxy.
• The second element and the 1000000000th element is accessed, summed up, and then returned. Note that array indices from 1-based languages such as R are converted to 0-based indices for proxy arrays.
• The result of the language script is returned as a long value and verified.

For more information about the polyglot proxy interfaces, see the Polyglot API JavaDoc.

Host Access #

The Polyglot API by default restricts access to certain critical functionality, such as file I/O. These restrictions can be lifted entirely by setting allowAllAccess to true.

Note: The access restrictions are currently only supported with JavaScript.

Controlling Access to Host Functions #

It might be desireable to limit the access of guest applications to the host. For example, if a Java method is exposed that calls System.exit then the guest application will be able to exit the host process. In order to avoid accidentally exposed methods, no host access is allowed by default and every public method or field needs to be annotated with @HostAccess.Export explicitly.

  // COMPILE-CMD: javac {file}
// RUN-CMD: java -ea {file}
import org.graalvm.polyglot.Context;
import org.graalvm.polyglot.HostAccess;
import org.graalvm.polyglot.PolyglotException;

public class explicit_access_java_from_js {

static
// BEGIN-SNIPPET
public class Employee {
    private final String name;
    Employee(String name) {this.name = name;}

    @HostAccess.Export
    public String getName() {
        return name;
    }
}
//END-SNIPPET
static
//BEGIN-SNIPPET
public class Services {
    @HostAccess.Export
    public Employee createEmployee(String name) {
        return new Employee(name);
    }
    
    public void exitVM() {
        System.exit(1);
    }
}

public static void main(String[] args) {
    try (Context context = Context.create()) {
        Services services = new Services();
        context.getBindings("js").putMember("services", services);
        String name = context.eval("js",
                "let emp = services.createEmployee('John Doe');" + 
                "emp.getName()").asString();
        assert name.equals("John Doe");
        
        try {
            context.eval("js", "services.exitVM()");
            assert false;
        } catch (PolyglotException e) {
            assert e.getMessage().endsWith(
                    "Unknown identifier: exitVM");
        }
    }
}
// END-SNIPPET
}

  

 In this code:

• The class Employee is declared with a field name of type String. Access to the getName method is explicitly allowed by annotating the method with @HostAccess.Export.
• The Services class exposes two methods, createEmployee and exitVM. The createEmployee method takes the name of the employee as an argument and creates a new Employee instance. The createEmployee method is annotated with @HostAccess.Export and therefore accessible to the guest application. The exitVM method is not explicitly exported and therefore not accessible.
• The main method first creates a new polyglot context in the default configuration, disallowing host access except for methods annotated with @HostAccess.Export.
• A new Services instance is created and put into the context as global variable services.
• The first evaluated script creates a new employee using the services object and returns its name.
• The returned name is asserted to equal the expected name John Doe.
• A second script is evaluated that calls the exitVM method on the services object. This fails with a PolyglotException as the exitVM method is not exposed to the guest application.

Host access is fully customizable by creating a custom HostAccess policy.

Controlling Host Callback Parameter Scoping #

By default, a Value lives as long as the corresponding Context. However, it may be desireable to change this default behavior and bind a value to a scope, such that when execution leaves the scope, the value is invalidated. An example for such a scope are guest-to-host callbacks, where a Value may be passed as a callback parameter. We have already seen above how passing callback parameters works with the default HostAccess.EXPLICIT:

public class Services {
    Value lastResult;

    @HostAccess.Export
    public void callback(Value result) {
        this.lastResult = result;
    }

    String getResult() {
        return this.lastResult.asString();
    }
}

public static void main(String[] args) {
    Services s = new Services()
    try (Context context = Context.newBuilder().allowHostAccess(HostAccess.EXPLICIT).build()) {
        context.getBindings("js").putMember("services", s);
        context.eval("js", "services.callback('Hello from JS');");
        System.out.println(s.getResult());
    }
}

In this example, lastResult maintains a reference to the value from the guest that is stored on the host and remains accessible also after the scope of callback() has ended.

However, this is not always desireable, as keeping the value alive may block resources unnecessarily or not reflect the behavior of ephemeral values correctly. For these cases, HostAccess.SCOPED can be used, which changes the default behavior for all callbacks, such that values that are passed as callback parameters are only valid for the duration of the callback.

To make the above code work with HostAccess.SCOPED, individual values passed as a callback parameters can be pinned to extend their validity until after the callback returns:

public class Services {
    Value lastResult;

    @HostAccess.Export
    void callback(Value result, Value notneeded) {
        this.lastResult = result;
        this.lastResult.pin();
    }

    String getResult() {
        return this.lastResult.asString();
    }
}

public static void main(String[] args) {
    Services s = new Services()
    try (Context context = Context.newBuilder().allowHostAccess(HostAccess.SCOPED).build()) {
        context.getBindings("js").putMember("services", s);
        context.eval("js", "services.callback('Hello from JS', 'foobar');");
        System.out.println(services.getResult());
    }
}

Alternatively, the entire callback method can opt out from scoping if annotated with @HostAccess.DisableMethodScope, maintaining regular semantics for all parameters of the callback:

public class Services {
    Value lastResult;
    Value metaInfo;

    @HostAccess.Export
    @HostAccess.DisableMethodScope
    void callback(Value result, Value metaInfo) {
        this.lastResult = result;
        this.metaInfo = metaInfo;
    }

    String getResult() {
        return this.lastResult.asString() + this.metaInfo.asString();
    }
}

public static void main(String[] args) {
    Services s = new Services()
    try (Context context = Context.newBuilder().allowHostAccess(HostAccess.SCOPED).build()) {
        context.getBindings("js").putMember("services", s);
        context.eval("js", "services.callback('Hello from JS', 'foobar');");
        System.out.println(services.getResult());
    }
}

Access Privilege Configuration #

It is possible to configure fine-grained access privileges for guest applications. The configuration can be provided using the Context.Builder class when constructing a new context. The following access parameters may be configured:

• Allow access to other languages using allowPolyglotAccess.
• Allow and customize access to host objects using allowHostAccess.
• Allow and customize host lookup to host types using allowHostClassLookup. Allows the guest application to look up the host application classes permitted by the lookup predicate. For example, a Javascript context can create a Java ArrayList, provided that ArrayList is allowlisted by the classFilter and access is permitted by the host access policy: context.eval("js", "var array = Java.type('java.util.ArrayList')")
• Allow host class loading using allowHostClassLoading. Classes are only accessible if access to them is granted by the host access policy.
• Allow the creation of threads using allowCreateThread.
• Allow access to native APIs using allowNativeAccess.
• Allow access to IO using allowIO and proxy file accesses using fileSystem.

Note: Granting access to class loading, native APIs, or host I/O effectively grants all access, as these privileges can be used to bypass other access restrictions.

Build Native Executables from Polyglot Applications #

Polyglot embeddings can also be compiled ahead-of-time using Native Image. By default, no language is included if the Polyglot API is used. To enable guest languages, the --language:<languageId> (e.g., --language:js) option needs to be specified. All examples on this page can be converted to native executables with the native-image builder.

The following example shows how a simple HelloPolyglot JavaScript application can be built using native-image.

javac HelloPolyglot.java
native-image --language:js -cp . HelloPolyglot
./hellopolyglot

Please note that some languages (e.g. Python, Ruby) need their language home directories to work without limitations. If the polyglot application runs on a JVM (e.g. here), the language homes are discovered automatically. However, for native images, paths to language homes have to be stored in the image or specified at runtime.

By default, the native-image builder copies the necessary language homes to the resources directory located in the same directory as the produced image. The paths to the copied homes are written to the image’s build artifacts file and also stored in the image itself so that the homes are automatically discovered as long as their relative paths with respect to the image file stay the same. That means that the resources directory should be always distributed together with the image file.

native-image --language:python -cp . HelloPolyglot
./hellopolyglot

In case an installed GraalVM is available, it is possible to use language homes from the GraalVM home directory. A GraalVM home can be specified at runtime using the option -Dorg.graalvm.home=$GRAALVM_HOME, assuming the environment variable GRAALVM_HOME is populated with an absolute path to the GraalVM home directory. Language homes are automatically discovered in the specified directory. For example:

./hellopolyglot -Dorg.graalvm.home=$GRAALVM_HOME

Note: The -Dorg.graalvm.home option has precedence over any relative language home paths stored in the image.

Note: The version of GraalVM the home of which is specified at runtime must match the version of GraalVM used to build the native executable/library.

Excluding the JIT compiler #

It is possible to include a guest language in the native executable, but exclude the JIT compiler by passing the -Dtruffle.TruffleRuntime=com.oracle.truffle.api.impl.DefaultTruffleRuntime option to the builder. Be aware, the flag -Dtruffle.TruffleRuntime=com.oracle.truffle.api.impl.DefaultTruffleRuntime has to placed after all the Truffle language/tool options, so that it will override the default settings.

The following example shows a native image build command that creates an image that will only contain the Truffle language interpreter (the Graal compiler will not be included in the image).

native-image --language:js -Dtruffle.TruffleRuntime=com.oracle.truffle.api.impl.DefaultTruffleRuntime -cp . HelloPolyglotInterpreter

Configuring Native Host Reflection #

Accessing host Java code from the guest application requires Java reflection in order to work. When reflection is used within a native executable, the reflection configuration file is required.

For this example we use JavaScript to show host access with native executables. Copy the following code in a new file named AccessJavaFromJS.java.

import org.graalvm.polyglot.*;
import org.graalvm.polyglot.proxy.*;
import java.util.concurrent.*;

public class AccessJavaFromJS {

    public static class MyClass {
        public int               id    = 42;
        public String            text  = "42";
        public int[]             arr   = new int[]{1, 42, 3};
        public Callable<Integer> ret42 = () -> 42;
    }

    public static void main(String[] args) {
        try (Context context = Context.newBuilder()
                                   .allowAllAccess(true)
                               .build()) {
            context.getBindings("js").putMember("javaObj", new MyClass());
            boolean valid = context.eval("js",
                   "    javaObj.id         == 42"          +
                   " && javaObj.text       == '42'"        +
                   " && javaObj.arr[1]     == 42"          +
                   " && javaObj.ret42()    == 42")
               .asBoolean();
            System.out.println("Valid " + valid);
        }
    }
}

Copy the following code into reflect.json:

[
  { "name": "AccessJavaFromJS$MyClass", "allPublicFields": true },
  { "name": "java.util.concurrent.Callable", "allPublicMethods": true }
]

Now you can create a native executable that supports host access:

javac AccessJavaFromJS.java
native-image --language:js -H:ReflectionConfigurationFiles=reflect.json -cp . AccessJavaFromJS
./accessjavafromjs

Note that in case assertions are needed in the image, the -H:+RuntimeAssertions option can be passed to native-image. For production deployments, this option should be omitted.

Code Caching Across Multiple Contexts #

The GraalVM Polyglot API allows code caching across multiple contexts. Code caching allows compiled code to be reused and allows sources to be parsed only once. Code caching can often reduce memory consumption and warm-up time of the application.

By default, code is cached within a single context instance only. To enable code caching between multiple contexts, an explicit engine needs to be specified. The engine is specified when creating the context using the context builder. The scope of code sharing is determined by the engine instance. Code is only shared between contexts associated with one engine instance.

All sources are cached by default. Caching may be disabled explicitly by setting cached(boolean cached) to false. Disabling caching may be useful in case the source is known to only be evaluated once.

Consider the following code snippet as an example:

public class Main {
    public static void main(String[] args) {
        try (Engine engine = Engine.create()) {
            Source source = Source.create("js", "21 + 21");
            try (Context context = Context.newBuilder()
                .engine(engine)
                .build()) {
                    int v = context.eval(source).asInt();
                    assert v == 42;
            }
            try (Context context = Context.newBuilder()
                .engine(engine)
                .build()) {
                    int v = context.eval(source).asInt();
                    assert v == 42;
            }
        }
    }
}

In this code:

• import org.graalvm.polyglot.* imports the base API for the Polyglot API.
• Engine.create() creates a new engine instance with the default configuration.
• Source.create() creates a source object for the expression “21 + 21” with “js” language, which is the language identifier for JavaScript.
• Context.newBuilder().engine(engine).build() builds a new context with an explicit engine assigned to it. All contexts associated with an engine share the code.
• context.eval(source).asInt() evaluates the source and returns the result as Value instance.

Embed Guest Languages in Java #

The GraalVM Polyglot API can be used from within a guest language using Java interoperability. This can be useful if a script needs to run isolated from the parent context. In Java as a host language a call to Context.eval(Source) returns an instance of Value, but since we executing this code as part of a guest language we can use the language-specific interoperability API instead. It is therefore possible to use values returned by contexts created inside of a language, like regular values of the language. In the example below we can conveniently write value.data instead of value.getMember("data"). Please refer to the individual language documentation for details on how to interoperate with foreign values. More information on value sharing between multiple contexts can be found here.

Consider the following code snippet as an example:

import org.graalvm.polyglot.*;

public class Main {
    public static void main(String[] args) {
        try (Context outer = Context.newBuilder()
                                   .allowAllAccess(true)
                               .build()) {
            outer.eval("js", "inner = Java.type('org.graalvm.polyglot.Context').create()");
            outer.eval("js", "value = inner.eval('js', '({data:42})')");
            int result = outer.eval("js", "value.data").asInt();
            outer.eval("js", "inner.close()");

            System.out.println("Valid " + (result == 42));
        }
    }
}

In this code:

• Context.newBuilder().allowAllAccess(true).build() builds a new outer context with all privileges.
• outer.eval evaluates a JavaScript snippet in the outer context.
• inner = Java.type('org.graalvm.polyglot.Context').create() the first JS script line looks up the Java host type Context and creates a new inner context instance with no privileges (default).
• inner.eval('js', '({data:42})'); evaluates the JavaScript code ({data:42}) in the inner context and returns stores the result.
• "value.data" this line reads the member data from the result of the inner context. Note that this result can only be read as long as the inner context is not yet closed.
• context.eval("js", "c.close()") this snippet closes the inner context. Inner contexts need to be closed manually and are not automatically closed with the parent context.
• Finally the example is expected to print Valid true to the console.

Build a Shell for Many Languages #

With just a few lines of code, the GraalVM Polyglot API lets you build applications that integrate with any guest language supported by GraalVM.

This shell implementation is agnostic to any particular guest language.

BufferedReader input = new BufferedReader(new InputStreamReader(System.in));
PrintStream output = System.out;
Context context = Context.newBuilder().allowAllAccess(true).build();
Set<String> languages = context.getEngine().getLanguages().keySet();
output.println("Shell for " + languages + ":");
String language = languages.iterator().next();
for (;;) {
    try {
        output.print(language + "> ");
        String line = input.readLine();
        if (line == null) {
            break;
        } else if (languages.contains(line)) {
            language = line;
            continue;
        }
        Source source = Source.newBuilder(language, line, "<shell>")
                        .interactive(true).buildLiteral();
        context.eval(source);
    } catch (PolyglotException t) {
        if(t.isExit()) {
            break;
        }
        t.printStackTrace();
    }
}

Step Through with Execution Listeners #

The GraalVM Polyglot API allows users to instrument the execution of guest languages through ExecutionListener class. For example, it lets you attach an execution listener that is invoked for every statement of the guest language program. Execution listeners are designed as simple API for polyglot embedders and may become handy in, e.g., single-stepping through the program.

import org.graalvm.polyglot.*;
import org.graalvm.polyglot.management.*;

public class ExecutionListenerTest {
    public static void main(String[] args) {
        try (Context context = Context.create("js")) {
            ExecutionListener listener = ExecutionListener.newBuilder()
                      .onEnter((e) -> System.out.println(
                              e.getLocation().getCharacters()))
                      .statements(true)
                      .attach(context.getEngine());
            context.eval("js", "for (var i = 0; i < 2; i++);");
            listener.close();
        }
    }
}

In this code:

• The Context.create() call creates a new context for the guest language.
• Create an execution listener builder by invoking ExecutionListeners.newBuilder().
• Set onEnter event to notify when element’s execution is entered and consumed. At least one event consumer and one filtered source element needs to be enabled.
• To complete the listener attachment, attach() needs to be invoked.
• The statements(true) filters execution listeners to statements only.
• The context.eval() call evaluates a specified snippet of guest language code.
• The listener.close() closes a listener earlier, however execution listeners are automatically closed with the engine.

Polyglot Isolates #

On Oracle GraalVM, a Polyglot engine can be configured to run in a dedicated native-image isolate. This feature is enabled with the --engine.SpawnIsolate option. An engine running in this mode executes within a VM-level fault domain with its own garbage collector and JIT compiler. The fact that an engine runs within an isolate is completely transparent with respect to the Polyglot API and interoperability:

import org.graalvm.polyglot.*;

public class PolyglotIsolate {
  public static void main(String[] args) {
    Context context = Context.newBuilder("js")
      .allowHostAccess(HostAccess.SCOPED)
      .option("engine.SpawnIsolate", "true").build();
    Value function = context.eval("js", "x => x+1")
    assert function.canExecute();
    int x = function.execute(41).asInt();
    assert x == 42;
  }
}

Since the host’s GC and the isolate’s GC are not aware of one another, cyclic references between objects on both heaps may occur. We thus strongly recommend to use scoped parameters for host callbacks to avoid cyclic references.

Multiple contexts can be spawned in the same isolated engine by sharing engines:

public class PolyglotIsolateMultipleContexts {
    public static void main(String[] args) {
        try (Engine engine = Engine.newBuilder()
                .option("engine.SpawnIsolate", "js").build()) {
            Source source = Source.create("js", "21 + 21");
            try (Context context = Context.newBuilder()
                .engine(engine)
                .build()) {
                    int v = context.eval(source).asInt();
                    assert v == 42;
            }
            try (Context context = Context.newBuilder()
                .engine(engine)
                .build()) {
                    int v = context.eval(source).asInt();
                    assert v == 42;
            }
        }
    }
}

Note how you need to specify the language for the isolated engine as a parameter to --engine.SpawnIsolate in this case. The reason is that an isolated engine needs to know which set of languages should be available. Behind the scenes, GraalVM will then locate the corresponding Native Image language library. If only a single language is selected, then the library for the language will be loaded. If multiple languages are selected, then libpolyglot, the library containing all Truffle languages shipped with GraalVM, will be loaded. If a matching library is not available, creation of the engine will fail.

Only one language library can be loaded during GraalVM’s lifetime. This means that the first isolated engine that is created sets the default for the remainder of the execution: if an isolated engine with solely JavaScript was created first, only JavaScript will be available in isolated engines.

Setting the Heap Size #

Passing Native Image Runtime Options #

Engines running in an isolate can make use of Native Image runtime options by passing --engine.IsolateOption.<option> to the engine builder. For example, this can be used to limit the maximum heap memory used by an engine by setting the maximum heap size for the isolate via --engine.IsolateOption.MaxHeapSize=128m:

import org.graalvm.polyglot.*;

public class PolyglotIsolateMaxHeap {
  public static void main(String[] args) {
    try {
      Context context = Context.newBuilder("js")
        .allowHostAccess(HostAccess.SCOPED)
        .option("engine.SpawnIsolate", "true")
        .option("engine.IsolateOption.MaxHeapSize", "64m").build()
      context.eval("js", "var a = [];while (true) {a.push('foobar');}");
    } catch (PolyglotException ex) {
      if (ex.isResourceExhausted()) {
        System.out.println("Resource exhausted");
      }
    }
  }
}

Exceeding the maximum heap size will automatically close the context and raise a PolyglotException.

Ensuring Host Callback Stack Headroom #

With Polyglot Isolates, the --engine.HostCallStackHeadRoom option can require a minimum stack size that is guaranteed when performing a host callback. If the available stack size drops below the specified threshold, the host callback fails.

Memory Protection #

In Linux environments that support Memory Protection Keys, the --engine.MemoryProtection=true option can be used to isolate the heaps of Polyglot Isolates at the hardware level. If an engine is created with this option, a dedicated protection key will be allocated for the isolated engine’s heap. GraalVM will only enable access to the engine’s heap when executing code of the Polyglot Isolate.

Dependency Setup #

To best make use of the GraalVM Embedding API (i.e. org.graalvm.polyglot.*), your project should use a GraalVM as JAVA_HOME. In addition to that, you should specify the graal-sdk.jar (which is included in GraalVM) as a provided dependency to your projects. This is mainly to provide IDEs and other tools with the information that the project uses this API. For example, add the following to the pom.xml file of your Maven project:

<dependency>
    <groupId>org.graalvm.sdk</groupId>
    <artifactId>graal-sdk</artifactId>
    <version>${graalvm.version}</version>
    <scope>provided</scope>
</dependency>

Additionally, when using Java modules, your module-info.java file should require org.graalvm.sdk.

module com.mycompany.app {
  requires org.graalvm.sdk;

}