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On the use of SSA with Scripting Languages Paul Biggar and David Gregg Department of Computer Science and Statistics Trinity College Dublin Static Single-Assignment Form Seminar Autrans, France 27th April, 2009 Trinity College Dublin 1


  1. On the use of SSA with Scripting Languages Paul Biggar and David Gregg Department of Computer Science and Statistics Trinity College Dublin Static Single-Assignment Form Seminar Autrans, France 27th April, 2009 Trinity College Dublin 1

  2. Motivating Example function log ($printer, $prefix, $message) { 1 $fout = " $prefix : $message "; 2 $printer->file_print ($fout); 3 4 $cout = " $prefix : $message " 5 $printer->console_print ($cout); 6 } 7 Trinity College Dublin 2

  3. In SSA function log ($printer_0, $prefix_0, $message_0) { 1 $fout_0 = $prefix_0 . ": " . $message_0; 2 $printer_0->file_print ($fout_0); 3 4 $cout_0 = $prefix_0 . ": " . $message_0; 5 $printer_0->console_print ($cout_0); 6 } 7 Trinity College Dublin 3

  4. Value numbering function log ($printer_0, $prefix_0, $message_0) { 1 $fout_0 = $prefix_0 . ": " . $message_0; 2 $printer_0->file_print ($fout_0); 3 4 $printer_0->console_print ($fout_0); 5 } 6 Trinity College Dublin 4

  5. Aliased parameters? function log ($printer, $prefix, $message) { 1 ... 2 } 3 4 $p = new Printer; 5 log ($p, &$p->pre, &$p->mes); 6 Trinity College Dublin 5

  6. References in PHP Java style Trinity College Dublin 6

  7. References in PHP Java style C++ style Trinity College Dublin 6

  8. References in PHP cont. 1 $y = 1; 2 if (...) $x =& $y; 3 4 else $x = $y; 5 6 7 $x = 5; 8 print $y; Trinity College Dublin 7

  9. Aliased parameters? function log ($printer, $prefix, $message) { 1 ... 2 } 3 4 $p = new Printer; 5 log ($p, &$p->pre, &$p->mes); 6 Trinity College Dublin 8

  10. SSA + Alias analysis What form of SSA to support alias analysis? Trinity College Dublin 9

  11. SSA + Alias analysis What form of SSA to support alias analysis? http://www.cs.man.ac.uk/~jsinger/ssa.html Trinity College Dublin 9

  12. SSA + Alias analysis What form of SSA to support alias analysis? Dynamic Single Assignment Paul Feautrier. Dataflow analysis of array and scalar references. International Journal of Parallel Programming, 1991. Trinity College Dublin 9

  13. SSA + Alias analysis What form of SSA to support alias analysis? Dynamic Single Assignment Cytron and Gershbein Ron Cytron and Reid Gershbein. Efficient accommodation of may-alias information in SSA form. PLDI 1993. Trinity College Dublin 9

  14. SSA + Alias analysis What form of SSA to support alias analysis? Dynamic Single Assignment Cytron and Gershbein Extended SSA Numbering Christopher Lapkowski and Laurie J. Hendren. Extended SSA numbering: Introducing SSA properties to language with multi-level pointers. Compiler Construction, 1998. Trinity College Dublin 9

  15. SSA + Alias analysis What form of SSA to support alias analysis? Dynamic Single Assignment Cytron and Gershbein Extended SSA Numbering Extended Array SSA Stephen Fink, Kathleen Knobe, and Vivek Sarkar. Unified analysis of array and object references in strongly typed languages. Static Analysis Symposium, 2000. Trinity College Dublin 9

  16. SSA + Alias analysis What form of SSA to support alias analysis? Dynamic Single Assignment Cytron and Gershbein Extended SSA Numbering Extended Array SSA Hashed SSA Fred C. Chow, Sun Chan, Shin-Ming Liu, Raymond Lo, and Mark Streich. Effective representation of aliases and indirect memory operations in SSA form. Compiler Construction, 1996. Trinity College Dublin 9

  17. What is HSSA? Virtual variables Trinity College Dublin 10

  18. What is HSSA? Virtual variables Mu: may-use Trinity College Dublin 10

  19. What is HSSA? Virtual variables Mu: may-use Chi: may-def Trinity College Dublin 10

  20. What is HSSA? Virtual variables Mu: may-use Chi: may-def Space efficient representation Trinity College Dublin 10

  21. What is HSSA? Virtual variables Mu: may-use Chi: may-def Space efficient representation Drop indices to get out of SSA Trinity College Dublin 10

  22. What is HSSA? Virtual variables Mu: may-use Chi: may-def Space efficient representation Drop indices to get out of SSA Must be careful not to move copies across live ranges Trinity College Dublin 10

  23. Aliased parameters in SSA function log ($printer_0, $prefix_0, $message_0) { 1 MU ($printer_0) 2 $fout_0 = $prefix_0 . ": " . $message_0; 3 4 $printer_0->file_print ($fout_0); 5 $printer_1 = CHI ($printer_0); 6 $prefix_1 = CHI ($prefix_0); 7 $message_1 = CHI ($message_0); 8 $fout_1 = CHI ($fout_0); 9 10 MU ($printer_1) 11 MU ($fout_1) 12 $cout_0 = $prefix_1 . ": " . $message_1; 13 14 $printer_0->console_print ($cout_0); 15 ... 16 } 17 Trinity College Dublin 11

  24. Implication Conservative SSA form is very pessimistic Trinity College Dublin 12

  25. Simpler? function bastardized_mandel ($n) 1 { 2 for ($y = 0; $y <= $n; $y++) 3 { 4 $imc = 0.28 * ($y - 12); 5 for ($x = 0; $x <= 150; $x++) 6 { 7 $rec = 0.28 * ($x - 40) - 0.45; 8 $re = $rec; 9 $im = $imc; 10 $color = 10; 11 $re2 = $re * $re; 12 $im2 = $im * $im; 13 } 14 } 15 } 16 Trinity College Dublin 13

  26. C API handlers read_property read_dimension get set cast_object has_property unset_property ... Trinity College Dublin 14

  27. Mandelbrot again function bastardized_mandel ($n) 1 { 2 $y = 0; 3 4 while (1) 5 { 6 if ($y > $n) 7 break ; 8 9 $imc = 0.28 * ($y - 12); 10 ... 11 $y++; 12 } 13 } 14 15 bastardized_mandel (extension_function ()); 16 Trinity College Dublin 15

  28. Mandelbrot in SSA function bastardized_mandel ($n_0) 1 { 2 $y_0 = 0; 3 4 $y_1 = PHI ($y_0, $y_X) 5 $n_1 = PHI ($n_0, $n_X) 6 while (1) 7 { 8 $y_2 = CHI ($y_1); 9 if ($y_2 > $n_1) 10 break ; 11 12 $imc_1 = CHI ($imc_0); 13 $imc_1 = 0.28 * ($y_2 - 12); 14 $y_3 = CHI ($y_2); 15 $imc_2 = CHI ($imc_1); 16 17 ... 18 } 19 } 20 Trinity College Dublin 16 21

  29. Unknown types propagate local symbol table global symbol table return values reference parameters callee parameters Trinity College Dublin 17

  30. Implication Def-use chains cannot be trivially obtained without analysis even for scalars !! Trinity College Dublin 18

  31. SSA in phc Intra-procedural (only) analysis Trinity College Dublin 19

  32. SSA in phc Intra-procedural (only) analysis Derive def-use chains from whole-program analysis Trinity College Dublin 19

  33. SSA in phc Intra-procedural (only) analysis Derive def-use chains from whole-program analysis Abstract Execution / Interpretation Points-to analysis Conditional Constant-propagation Type-inference Conditional Pointer Aliasing and Constant Propagation. Anthony Pioli. MS Thesis, SUNY at New Paltz Technical Report #99-102, January 1999. Trinity College Dublin 19

  34. Benefits of SSA End-to-end compiler IR Trinity College Dublin 20

  35. Benefits of SSA End-to-end compiler IR Sparse propagation framework Trinity College Dublin 20

  36. Benefits of SSA End-to-end compiler IR Sparse propagation framework Sparse analysis framework (execution-time) Trinity College Dublin 20

  37. Benefits of SSA End-to-end compiler IR Sparse propagation framework Sparse analysis framework (execution-time) Sparse representation (memory usage) Trinity College Dublin 20

  38. Open research problem (I think) Perform analyses on “SSA” while building SSA Integrate SSA building into the abstract execution Intuitively might be possible. Trinity College Dublin 21

  39. Misc Userspace handlers - syntax hides function calls. Trinity College Dublin 22

  40. Misc Userspace handlers - syntax hides function calls. Renaming not possible Trinity College Dublin 22

  41. Summary SSA is hard in scripting languages Perform propagation algorithm and alias analysis before SSA construction Can still use SSA for other analyses Trinity College Dublin 23

  42. Thanks Thanks Q. What else am I an expert in? A. Um, I suppose, maybe, scripting languages? Compiler research landscape (Informal) Semantics Optimization and analysis techniques Trinity College Dublin 24

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