Commit Graph

7 Commits

Author SHA1 Message Date
Slava Pestov
b57be6dbf1 Revert "AutoDiff: Disable requirement machine when building or testing Differentiation library"
This reverts commit 4f6ba29715.
2021-09-23 13:24:40 -04:00
Slava Pestov
4f6ba29715 AutoDiff: Disable requirement machine when building or testing Differentiation library
The SIL type lowering logic for AutoDiff gets the substituted generic signature
mixed up with the invocation generic signature, so it tries to ask questions
about DependentMemberTypes in a signature with no requirements. This triggers
assertions when the requirement machine is enabled.

Disable the requirement machine until this is fixed.
2021-07-30 19:42:31 -04:00
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
e494df2ee6 [AutoDiff] Add differentiability kind to differentiability witnesses and mangle them.
Differentiability witnesses are now keyed by the original function name, the differentiability kind, and the autodiff config.

Updated SIL syntax:
```
differentiability-kind ::= 'forward' | 'reverse' | 'normal' | 'linear'
sil-differentiability-witness ::=
    'sil_differentiability_witness'
    sil-linkage?
    '[' differentiability-kind ']'
    '[' 'parameters' sil-differentiability-witness-function-index-list ']'
    '[' 'results' sil-differentiability-witness-function-index-list ']'
    generic-parameter-clause?
    sil-function-name ':' sil-type
    sil-differentiability-witness-body?
sil-instruction ::=
    'differentiability_witness_function'
    '[' sil-differentiability-witness-function-kind ']'
    '[' differentiability-kind ']'
    '[' 'parameters' sil-differentiability-witness-function-index-list ']'
    '[' 'results' sil-differentiability-witness-function-index-list ']'
    generic-parameter-clause?
    sil-function-name ':' sil-type
```
```console
sil_differentiability_witness [reverse] [parameters 0 1] [results 0] <T where T: Differentiable> @foo : <T> $(T) -> T
differentiability_witness_function [vjp] [reverse] [parameters 0] [results 0] <T where T: Differentiable> @foo : $(T) -> T
```

New mangling:
```swift
  global ::= global generic-signature? 'WJ' DIFFERENTIABILITY-KIND INDEX-SUBSET 'p' INDEX-SUBSET 'r' // differentiability witness
```
```console
$s13test_mangling3fooyS2f_S2ftFWJrSpSr ---> reverse differentiability witness for test_mangling.foo(Swift.Float, Swift.Float, Swift.Float) -> Swift.Float with respect to parameters {0} and results {0}
```

Resolves rdar://74380324.
2021-02-17 18:27:42 -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
Dan Zheng
07f632acaa [AutoDiff] NFC: document test suite. (#35194)
Add README files explaining the differentiable programming test suite.

Add lit.local.cfg files so individual tests do not need to add
`REQUIRES: asserts` in these directories:

- test/AutoDiff/compiler_crashers
- test/AutoDiff/compiler_crashers_fixed

Motivation: it is important for compiler crasher tests to require assertions
enabled, because many of these tests crash on compiler assertions.
2020-12-23 07:19:19 -05:00
marcrasi
ce5e0e774c [AutoDiff] Fix SR-12641: Handle address-only types in derivative fn types (#31496)
* The update in `SILFunctionType.cpp` fixes SR-12641 by making address-only parameters/results in differentials have indirect convention.
* I updated the crasher test to use a resilient struct defined in the test, instead of `Tracked<Float>`, so that the test does not need to depend on `DifferentiationUnittest`.
* The update in `VJPEmitter.cpp` fixes a similar issue with pullbacks that I discovered while investigating.
* I added code that exposes this new issue to the SR-12641 crasher test.
2020-05-05 12:29:10 -07:00