Static Single Assignment Form - Compilers Using SSA Form

Compilers Using SSA Form

SSA form is a relatively recent development in the compiler community. As such, many older compilers only use SSA form for some part of the compilation or optimization process, but most do not rely on it. Examples of compilers that rely heavily on SSA form include:

  • The ETH Oberon-2 compiler was one of the first public projects to incorporate "GSA", a variant of SSA.
  • The LLVM Compiler Infrastructure uses SSA form for all scalar register values (everything except memory) in its primary code representation. SSA form is only eliminated once register allocation occurs, late in the compile process (often at link time).
  • The Open64 compiler uses SSA form in its global scalar optimizer, though the code is brought into SSA form before and taken out of SSA form afterwards. Open64 uses extensions to SSA form to represent memory in SSA form as well as scalar values.
  • As of version 4 (released in April 2005) GCC, the GNU Compiler Collection, makes extensive use of SSA. The frontends generate "GENERIC" code which is then converted into "GIMPLE" code by the "gimplifier". High-level optimizations are then applied on the SSA form of "GIMPLE". The resulting optimized intermediate code is then translated into RTL, on which low-level optimizations are applied. The architecture-specific backends finally turn RTL into assembly language.
  • IBM's open source adaptive Java virtual machine, Jikes RVM, uses extended Array SSA, an extension of SSA that allows analysis of scalars, arrays, and object fields in a unified framework. Extended Array SSA analysis is only enabled at the maximum optimization level, which is applied to the most frequently executed portions of code.
  • In 2002, researchers modified IBM's JikesRVM (named Jalapeño at the time) to run both standard Java byte-code and a typesafe SSA (SafeTSA) byte-code class files, and demonstrated significant performance benefits to using the SSA byte-code.
  • Oracle's Java HotSpot Virtual Machine uses an SSA-based intermediate language in its JIT compiler.
  • Mono uses SSA in its JIT compiler called Mini.
  • jackcc is an open-source compiler for the academic instruction set Jackal 3.0. It uses a simple 3-operand code with SSA for its intermediate representation. As an interesting variant, it replaces Φ functions with a so-called SAME instruction, which instructs the register allocator to place the two live ranges into the same physical register.
  • Although not a compiler, the Boomerang decompiler uses SSA form in its internal representation. SSA is used to simplify expression propagation, identifying parameters and returns, preservation analysis, and more.
  • Portable.NET uses SSA in its JIT compiler.
  • libFirm a completely graph based SSA intermediate representation for compilers. libFirm uses SSA form for all scalar register values until code generation by use of an SSA-aware register allocator.
  • The Illinois Concert Compiler circa 1994 used a variant of SSA called SSU (Static Single Use) which renames each variable when it is assigned a value, and in each conditional context in which that variable is used; essentially the static single information form mentioned above. The SSU form is documented in John Plevyak's Ph.D Thesis.
  • The COINS compiler uses SSA form optimizations as explained here: http://www.is.titech.ac.jp/~sassa/coins-www-ssa/english/
  • The Chromium V8 JavaScript engine implements SSA in its Crankshaft compiler infrastructure as announced in December 2010
  • PyPy uses a linear SSA representation for traces in its JIT compiler.
  • Android's Dalvik virtual machine uses SSA in its JIT compiler.
  • The Standard ML compiler MLton uses SSA in one of its intermediate languages.
  • LuaJIT makes heavy use of SSA-based optimizations.

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