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* Added a new differential type system and various improvements (#2343)Sai Praveen Bangaru2022-08-05
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | * Merge slang-ir-diff-jvp.cpp * Added support and tests for other float vector types * Added swizzle test and code to handle it (tests failing currently) * Fixed one test, the other is still pending * Fixed instruction cloning logic to avoid modifying original function * Fixed an issue with custom 'pow_jvp' and added support for vector contructor * Minor update to comments * Fixed support for division * Fixed an issue with uninitialized diagnostic sink * Moved derivative processing to after mandatory inlining. Skip instructions that don't have side-effects and aren't used by anything. * WIP: Handling unconditional control flow and multi-block functions * Support for unconditional multi-block functions * Added a dead code elimination step to the derivative pass * Changed name of 'hasNoSideEffects()' * Refactored variable names * Added initial IR defs for new type system * Added necessary logic for semantic checking * Overhauled type system to use builtin pair types and conform to the IDifferentiable interface * Automatically replace IRDifferentiablePairType to a custom IRStructType * Added generics handling by expanding the conformance context functionality and allowing for type parameters * Minor fix: early return in processPairTypes() * Minor fixes to differentiable resolution on generic types * Added new instructions for differential pairs. Basic tests work now. Looking into generic types. * Adjusted most tests to the new type system. OutType and InOutType are still not properly working. * Updated __jvp to produce both primal and differential output * Moved autodiff related declarations to diff.meta.slang * Refactored variable names * Added initial IR defs for new type system * Added necessary logic for semantic checking * Overhauled type system to use builtin pair types and conform to the IDifferentiable interface * Automatically replace IRDifferentiablePairType to a custom IRStructType * Added generics handling by expanding the conformance context functionality and allowing for type parameters * Minor fix: early return in processPairTypes() * Minor fixes to differentiable resolution on generic types * Added new instructions for differential pairs. Basic tests work now. Looking into generic types. * Adjusted most tests to the new type system. OutType and InOutType are still not properly working. * Updated __jvp to produce both primal and differential output * Moved autodiff related declarations to diff.meta.slang * Removed external changes * Cleanup the transcription logic: each case returns a pair of insts for the primal and differential computation.
* Added forward-mode autodiff support for more instructions (#2331)Sai Praveen Bangaru2022-07-18
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | * Merge slang-ir-diff-jvp.cpp * Added support and tests for other float vector types * Added swizzle test and code to handle it (tests failing currently) * Fixed one test, the other is still pending * Fixed instruction cloning logic to avoid modifying original function * Fixed an issue with custom 'pow_jvp' and added support for vector contructor * Minor update to comments * Fixed support for division * Fixed an issue with uninitialized diagnostic sink * Moved derivative processing to after mandatory inlining. Skip instructions that don't have side-effects and aren't used by anything. * WIP: Handling unconditional control flow and multi-block functions * Support for unconditional multi-block functions * Added a dead code elimination step to the derivative pass * Changed name of 'hasNoSideEffects()'
* Added support for differentiating out and inout parameters. (#2323)Sai Praveen Bangaru2022-07-13
* Added out/inout tests * Added support for out and inout parameters. Still untested * Fixed and tested support for out and inout types * Removed some comments