Da Vinci Machine

The Da Vinci Machine, also called the Multi Language Virtual Machine, was a Sun Microsystems project aiming to prototype the extension of the Java Virtual Machine to add support for dynamic languages.
It was already possible to run dynamic languages on top of the JVM, but the goal is to ease new dynamic language implementations and increase their performance. This project was the reference implementation of JSR 292.

WWW Official Site

History

Prior to Java 7, the Java Virtual Machine had no built-in support for dynamically typed languages:

The existing JVM instruction set is statically typed.
JVM has limited support for dynamically modifying existing classes and methods. It currently works only in a debugging environment.

JSR 292 proposes to:

add a new invokedynamic instruction at the JVM level, to allow method invocation relying on dynamic type checking,
to be able to change classes and methods at runtime dynamically in a production environment.

Following the success of the JRuby Java implementation, the Da Vinci project was started at the end of January 2008. The capabilities experimented by Da Vinci were planned to be added to Java 7. It aims to prototype this JSR, but also other lower-priority extensions. The first working prototype, developed as a patch on OpenJDK, was announced and made available on end of August 2008.
Since then, the JRuby team has successfully wired dynamic invocation in their codebase. Dynamic invocation shipped with the 1.1.5 release and will be disabled on JVMs without invokedynamic capabilities.
Since then, the project has been integrated in the JDK 7 codebase and then integrated in the Java 7 release.

Architecture

Dynamic invocation is built on the fact that, even if Java is a strongly static language at the language level, the type information is much less prevalent at the bytecode level.
However, dynamic languages implementations need to be able to use just-in-time compilation to achieve good performance, and so to compile scripts to bytecode at runtime. To be allowed to be run by the Java Virtual Machine, these bytecodes must be verified prior to the execution, and the verifier check that the types are static throughout the code. It leads to these implementations having to create many different bytecodes for the different contexts of a method call, each time the signature of the arguments change.
This not only uses a lot of memory but also fills a memory area called Metaspace, a part of the heap used by the JVM to store information about classes. Memory used in this area is almost never garbage collected because it stores immutable data in the context of Java programs; and because of that, dynamic languages implementations can only compile a small part of the scripts.
JSR 292 proposes to:

provide a mechanism whereby an existing class can be loaded and modified, producing a new class with those modifications but sharing the rest of its structure and data, thus not filling the Permanent Generation space,
provide the new invokedynamic bytecode which allows the JVM to optimize calls of this kind.