Commit Graph

4 Commits

Author SHA1 Message Date
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
Richard Wei
e3db926e0c [AutoDiff] Remove '_Differentiable.zeroTangentVectorInitializer'. (#35329)
Remove `_Differentiable.zeroTangentVectorInitializer` to address the feedback on the [proposal thread](https://forums.swift.org/t/differentiable-programming-for-gradient-based-machine-learning/42147). The corresponding change has already been made in the [proposal](https://github.com/rxwei/swift-evolution/blob/autodiff/proposals/0000-differentiable-programming.md).

Removed components:
- `zeroTangentVectorInitializer` and `zeroTangentVector` in `Differentiable`, `Array`, `Optional`, `Float`, `Double`, `Float80`, and SIMD types.
- `zeroTangentVectorInitializer` synthesis logic in `Differentiable` derived conformances.
2021-01-20 10:45:03 -08:00
Dan Zheng
f9c5d7ae6c [AutoDiff] Derive Differentiable.zeroTangentVectorInitializer. (#31823)
`Differentiable` conformance derivation now supports
`Differentiable.zeroTangentVectorInitializer`.

There are two potential cases:
1. Memberwise derivation: done when `TangentVector` can be initialized memberwise.
2. `{ TangentVector.zero }` derivation: done as a fallback.

`zeroTangentVectorInitializer` is a closure that produces a zero tangent vector,
capturing minimal necessary information from `self`.

It is an instance property, unlike the static property `AdditiveArithmetic.zero`,
and should be used by the differentiation transform for correctness.

Remove `Differentiable.zeroTangentVectorInitializer` dummy default implementation.

Update stdlib `Differentiable` conformances and tests.
Clean up DerivedConformanceDifferentiable.cpp cruft.

Resolves TF-1007.
Progress towards TF-1008: differentiation correctness for projection operations.
2020-05-29 01:59:52 -07:00
Dan Zheng
3ef8360f3e [AutoDiff] Add AnyDifferentiable. (#30928)
Add `AnyDifferentiable`, a type-erased wrapper for `Differentiable`-conforming types.
2020-04-09 22:49:55 -07:00