Commit Graph

5 Commits

Author SHA1 Message Date
Nate Chandler
b3997be85b [Test] Disabled several AutoDiff tests for back_deployment_runtime.
rdar://76566029
2021-04-13 15:18:05 -07:00
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
Arnold Schwaighofer
27a4e824c2 The runtime function swift_autoDiffCreateLinearMapContext was recently added
So these tests fail with missing symbols if the test is deployed with stdlib's on older OSes

rdar://71900166
2020-12-02 11:45:22 -08:00
Dan Zheng
46c2073784 [AutoDiff] Start supporting loadable types with address-only tangents. (#32540)
Previously, PullbackEmitter assumed that original values' value category
matches their `TangentVector` types' value category. This was problematic
for loadable types with address-only `TangentVector` types.

Now, PullbackEmitter starts to support differentiation of loadable types with
address-only `TangentVector` types. This patch focuses on supporting and testing
class types, more support can be added incrementally.

Resolves TF-1149.
2020-06-25 08:27:03 -07:00