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path: root/source/slang/slang-ir-autodiff-rev.cpp
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2023-02-03Overhaul `transposeParameterBlock` to support `inout` params. (#2621)Yong He
* Overhaul `transposeParameterBlock` to support `inout` params. * Small bug fixes. * Bug fix on differentiable intrinsic specialization. * Fixes. * Run autodiff tests on CPU. * Clean up. * More bug fixes., * Add test coverage on inout param. * Fix language server hinting for transcribed mutable params. --------- Co-authored-by: Yong He <yhe@nvidia.com>
2023-02-01Support `out` parameters in backward differentiation. (#2619)Yong He
* Support `out` parameters in backward differentiation. * Fixes. * Fix cleanup. --------- Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-31Patched support for multi-return and fallthrough if-else with break stmts ↵Sai Praveen Bangaru
(#2617)
2023-01-30Add transposition logic for constructor opcodes. (#2618)Yong He
* Add transposition logic for constructor opcodes. * Fix. * Add language server regression test. --------- Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-30Overhauled reverse-mode control flow handling (#2608)Sai Praveen Bangaru
* Added switch-case support; fixed non-diff parameter transposition * Made region propagation much more robust. Partial loop unzip implementation * WIP: Added most loop handling code, and a test. Still untested * Added CFG Normalization pass + CFG Reversal Pass + Loop Unzipping + most loop transcription * Add single-iter-loop test. * proj files * removed comments * Update reverse-loop.slang * Removed out-of-date code * Disabled IR validation during constructSSA phase of normalizeCFG. constructSSA now reuses sharedBuilder * Moved normalizeCFG() call to prepareFuncForBackwardDiff()
2023-01-25Unify UpdateField and UpdateElement with access chain. (#2611)Yong He
* Unify UpdateField and UpdateElement with access chain. * Fix warnings. Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-24Reimplement address elimination. (#2605)Yong He
* Reimplement address elimination pass. * Fix error. * Update test references. Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-23Full address insts elimination for backward autodiff. (#2604)Yong He
Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-17First custom backward-derivative test case working. (#2598)Yong He
2023-01-17Added switch-case support; fixed non-diff parameter transposition (#2596)Sai Praveen Bangaru
2023-01-14Support custom backward derivative attribute. (#2594)Yong He
2023-01-11Make backward differentiation work with generics. (#2586)Yong He
* Make backward differentiation work with generics. * Fix. * Another fix. * More fix. Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-10Nested bwd-diff func call context save/restore. (#2584)Yong He
Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-06Split bwd_diff op into separate ops for primal and propagate func. (#2582)Yong He
* Split bwd_diff op into separate ops for primal and propagate func. * Fix. * Download swiftshader with github actions instead of curl on linux. * Fix github action. Co-authored-by: Yong He <yhe@nvidia.com>
2023-01-04Multi-block reverse-mode autodiff (#2576)Sai Praveen Bangaru
* Initial multi-block implementation * Implemented multi-block reverse-mode (without loops) * Added logic to remove block-level decorations to avoid confusing IR simplification passes * Fixed issues with block-level decorations during IR simplification by removing them prior to simplification. Co-authored-by: Yong He <yonghe@outlook.com>
2022-12-21Further unify the autodiff passes. (#2574)Yong He
* Further unify the autodiff passes. * Fix clang compilation error. * Rename ForwardDerivativeTranscriber->ForwardDiffTranscriber. * Remove unused fields from Transcriber classes. * More small cleanups. * Cleanup. Co-authored-by: Yong He <yhe@nvidia.com>
2022-12-19Separate primal computations from unzipped function into an explicit ↵Yong He
function. (#2569) Co-authored-by: Yong He <yhe@nvidia.com>
2022-12-12Added support for nested calls (#2562)Sai Praveen Bangaru
* Added initial support for nested calls * removed comments Co-authored-by: Yong He <yonghe@outlook.com>
2022-12-08More type support for reverse-mode (#2551)Sai Praveen Bangaru
* Add vector arithmetic test. Make gradient accumulation work for any IRLoad * Added support for general vector types, and split transposition into transpose & materialize to allow emitting the fully accumulated gradient for complex types. * Several bug fixes + finished up support for vector & struct types + removed prop pass * minor fixes (int/uint casts) * Removed IRConstruct * Added some type casts to prevent warnings * minor fix for unused variable
2022-11-30Support `no_diff` on existential typed params. (#2540)Yong He
Co-authored-by: Yong He <yhe@nvidia.com>
2022-11-29Allow `no_diff` modifier on parameters (#2538)Yong He
2022-11-29Refactored reverse-mode implementation to use 4 separate passes. (#2531)Sai Praveen Bangaru
* Added partial implementation for reverse-mode * Fixing several compile and runtime errors. * Fixed several issues with reverse-mode passes. * Fixed more issues. Basic reverse-mode tests passing Co-authored-by: Edward Liu <shiqiu1105@gmail.com>
2022-11-22Refactor Auto-diff passes (#2526)Sai Praveen Bangaru
* Initial refactor * Refactor passes tests * Removed Differential Bottom references from the IR side
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