Commit Graph

5 Commits

Author SHA1 Message Date
Richard Wei
0b53a02544 [AutoDiff] Rename 'in:' to 'of:' in differential operators.
Rename the argument label `in:` in `gradient(at:in:)`, `pullback(at:in:)`, etc to `of:`, as suggested in the [pitch thread](https://forums.swift.org/t/differentiable-programming-for-gradient-based-machine-learning/42147).
2021-02-24 01:33:42 -05:00
Richard Wei
af8942d940 [AutoDiff] Rename '@differentiable' to '@differentiable(reverse)'.
Compiler:
- Add `Forward` and `Reverse` to `DifferentiabilityKind`.
- Expand `DifferentiabilityMask` in `ExtInfo` to 3 bits so that it now holds all 4 cases of `DifferentiabilityKind`.
- Parse `@differentiable(reverse)` and `@differentiable(_forward)` declaration attributes and type attributes.
- Emit a warning for `@differentiable` without `reverse`.
- Emit an error for `@differentiable(_forward)`.
- Rename `@differentiable(linear)` to `@differentiable(_linear)`.
- Make `@differentiable(reverse)` type lowering go through today's `@differentiable` code path. We will specialize it to reverse-mode in a follow-up patch.

ABI:
- Add `Forward` and `Reverse` to `FunctionMetadataDifferentiabilityKind`.
- Extend `TargetFunctionTypeFlags` by 1 bit to store the highest bit of differentiability kind (linear). Note that there is a 2-bit gap in `DifferentiabilityMask` which is reserved for `AsyncMask` and `ConcurrentMask`; `AsyncMask` is ABI-stable so we cannot change that.

_Differentiation module:
- Replace all occurrences of `@differentiable` with `@differentiable(reverse)`.
- Delete `_transpose(of:)`.

Resolves rdar://69980056.
2021-02-07 14:09:46 -08:00
Slava Pestov
c456748551 Frontend: Remove a couple of obsolete staging flags
-enable-subst-sil-function-types-for-function-values
-enable-large-loadable-types

These defaulted to on, and there were no corresponding flags for
turning them off, so the flags had no effect.
2021-01-19 17:47:53 -05:00
Richard Wei
ffe6064101 Mangle derivative functions and linear maps.
- `Mangle::ASTMangler::mangleAutoDiffDerivativeFunction()` and `Mangle::ASTMangler::mangleAutoDiffLinearMap()` accept original function declarations and return a mangled name for a derivative function or linear map. This is called during SILGen and TBDGen.
- `Mangle::DifferentiationMangler` handles differentiation function mangling in the differentiation transform. This part is necessary because we need to perform demangling on the original function and remangle it as part of a differentiation function mangling tree in order to get the correct substitutions in the mangled derivative generic signature.

A mangled differentiation function name includes:
- The original function.
- The differentiation function kind.
- The parameter indices for differentiation.
- The result indices for differentiation.
- The derivative generic signature.
2021-01-07 02:21:10 -08:00
Dan Zheng
fccfa29240 [AutoDiff upstream] Update LoadableByAddress. (#30825)
Update LoadableByAddress to handle AutoDiff-related instructions:
- `differentiable_function`
- `differentiable_function_extract`
- `linear_function`
- `linear_function_extract`
- `differentiability_witness_function`
2020-04-06 16:47:38 -07:00