This is backing out an approach that I thought would be superior, but ended up
causing problems.
Originally, we mapped a region number to an immutable pointer set containing
Operand * where the region was tranferred. This worked great for a time... until
I began to need to propagate other information from the transferring code in the
analysis to the actual diagnostic emitter.
To be able to do that, my thought was to make a wrapper type around Operand
called TransferringOperand that contained the operand and the other information
I needed. This seemed to provide me what I wanted but I later found that since
the immutable pointer set was tracking TransferringOperands which were always
newly wrapped with an Operand *, we actually always created new pointer
sets. This is of course wasteful from a memory perspective, but also prevents me
from tracking transferring operand sets during the dataflow since we would never
converge.
In this commit, I fix that issue by again tracking just an Operand * in the
TransferringOperandSet and instead map each operand to a state structure which
we merge dataflow state into whenever we visit it. This provides us with
everything we need to in the next commit to including a region -> transferring
operand set equality check in our dataflow equations and always converge.
This ensures that we can efficiently iterate over the map which we will need to
do for equality queries.
I am going to add the equality queries in a subsequent commit. Just chopping off
a larger commit.
Specifically:
1. I copy the history that we have been tracking from the transferring operand
value at the transfer point. This is then available for use to emit diagnostics.
2. I added the ability for SILIsolationInfo to not only track the ActorIsolation
of an actor isolated value, but also if we have a value, we can track that as
well. Since we now track a value for task isolated and actor isolated
SILIsolationInfo, I just renamed the field to isolatedValue and moved it out of
the enum.
In a subsequent commit, I am going to wire it up to a few diagnostics.
rdar://123479934
We package all isolation history nodes from a single instruction by placing a
sequence boundary at the bottom. When ever we pop, we actually pop a PartitionOp
at a time meaning that we pop until we see a SequenceBoundary. Thus the sequence
boundary will always be the last element visited when popping meaning that it is
a convenient place to stick the SILLocation associated with the entire
PartitionOp. As a benefit, there was some unused space in IsolationHistory::Node
for that case since we were not using the std::variant field at all.
This means that I added an IsolationHistory field to Partition. Just upstreaming
the beginning part of this work. I added some unittests to exercise the code as
well. NOTE: This means that I did need to begin tracking an
IsolationHistoryFactory and propagating IsolationHistory in the pass
itself... but we do not use it for anything.
A quick overview of the design.
IsolationHistory is the head of an immutable directed acyclic graph. It is
actually represented as an immutable linked list with a special node that ties
in extra children nodes. The users of the information are expected to get a
SmallVectorImpl and process those sibling nodes afterwards. The reason why we
use an immutable approach is that it fits well with the problem and saves space
since different partitions could be pointing at the same linked list
node. Operations occur on an isolation history by pushing/popping nodes. It is
assumed that the user will push nodes in batches with a sequence boundary at the
bottom of the addition which signals to stop processing nodes.
Tieing this together, each Partition within it contains an IsolationHistory. As
the PartitionOpEvaluator applies PartitionOps to Partition in
PartitionOpEvaluator::apply, the evaluator also updates the isolation history in
the partition by first pushing a SequenceBoundary node and then pushing nodes
that will undo the operation that it is performing. This information is used by
the method Partition::popHistory. This pops linked list nodes from its history,
performing the operation in reverse until it hits a SequenceBoundary node.
This allows for one to rewind Partition history. And if one stashes an isolation
history as a target, one can even unwind a partition to what its state was at a
specific transfer point or earlier. Once we are at that point, we can begin
going one node back at a time and see when two values that we are searching for
no longer are apart of the same region. That is a place where we want to emit a
diagnostic. We then process until we find for both of our values history points
where they were the immediate reason why the two regions merge.
rdar://123479934
This PR implements first set of changes required to support autodiff for coroutines. It mostly targeted to `_modify` accessors in standard library (and beyond), but overall implementation is quite generic.
There are some specifics of implementation and known limitations:
- Only `@yield_once` coroutines are naturally supported
- VJP is a coroutine itself: it yields the results *and* returns a pullback closure as a normal return. This allows us to capture values produced in resume part of a coroutine (this is required for defers and other cleanups / commits)
- Pullback is a coroutine, we assume that coroutine cannot abort and therefore we execute the original coroutine in reverse from return via yield and then back to the entry
- It seems there is no semantically sane way to support `_read` coroutines (as we will need to "accept" adjoints via yields), therefore only coroutines with inout yields are supported (`_modify` accessors). Pullbacks of such coroutines take adjoint buffer as input argument, yield this buffer (to accumulate adjoint values in the caller) and finally return the adjoints indirectly.
- Coroutines (as opposed to normal functions) are not first-class values: there is no AST type for them, one cannot e.g. store them into tuples, etc. So, everywhere where AST type is required, we have to hack around.
- As there is no AST type for coroutines, there is no way one could register custom derivative for coroutines. So far only compiler-produced derivatives are supported
- There are lots of common things wrt normal function apply's, but still there are subtle but important differences. I tried to organize the code to enable code reuse, still it was not always possible, so some code duplication could be seen
- The order of how pullback closures are produced in VJP is a bit different: for normal apply's VJP produces both value and pullback closure via a single nested VJP apply. This is not so anymore with coroutine VJP's: yielded values are produced at `begin_apply` site and pullback closure is available only from `end_apply`, so we need to track the order in which pullbacks are produced (and arrange consumption of the values accordingly – effectively delay them)
- On the way some complementary changes were required in e.g. mangler / demangler
This patch covers the generation of derivatives up to SIL level, however, it is not enough as codegen of `partial_apply` of a coroutine is completely broken. The fix for this will be submitted separately as it is not directly autodiff-related.
---------
Co-authored-by: Andrew Savonichev <andrew.savonichev@gmail.com>
Co-authored-by: Richard Wei <rxwei@apple.com>
This should be NFC since the only case where I used this was with self... and I
found another way of doing that using the API I added in the previous commit.
I fixed a bunch of small issues around here that resulted in a bunch of radars
being fixed. Specifically:
1. I made it so that we treat function_refs that are from an actor isolated
function as actor isolated instead of sendable.
2. I made it so that autoclosures which return global actor isolated functions
are treated as producing a global actor isolated function.
3. I made it so that we properly handle SILGen code patterns produced by
Sendable GlobalActor isolated things.
rdar://125452372
rdar://121954871
rdar://121955895
rdar://122692698
This issue can come up when a value is initially statically disconnected, but
after we performed dataflow, we discovered that it was actually actor isolated
at the transfer point, implying that we are not actually transferring.
Example:
```swift
@MainActor func testGlobalAndGlobalIsolatedPartialApplyMatch2() {
var ns = (NonSendableKlass(), NonSendableKlass())
// Regions: (ns.0, ns.1), {(mainActorIsolatedGlobal), @MainActor}
ns.0 = mainActorIsolatedGlobal
// Regions: {(ns.0, ns.1, mainActorIsolatedGlobal), @MainActor}
// This is not a transfer since ns is already main actor isolated.
let _ = { @MainActor in
print(ns)
}
useValue(ns)
}
```
To do this, I also added to SILFunction an actor isolation that SILGen puts on
the SILFunction during pre function visitation. We don't print it or serialize
it for now.
rdar://123474616
As an example of the change:
- // expected-note @-1 {{'x' is transferred from nonisolated caller to main actor-isolated callee. Later uses in caller could race with potential uses in callee}}
+ // expected-note @-1 {{transferring disconnected 'x' to main actor-isolated callee could cause races in between callee main actor-isolated and local nonisolated uses}}
Part of the reason I am doing this is that I am going to be ensuring that we
handle a bunch more cases and I wanted to fix this diagnostic before I added
more incaranations of it to the tests.
I am making this specific API since I am going to make it so that
SILIsolationInfo::get(SILInstruction *) can infer isolation info from self even
from functions that are not apply isolation crossing points. For example, in the
following, we need to understand that test is main actor isolated and we
shouldn't emit an error.
```swift
@MainActor func test(_ x: NonSendable) {}
@OtherActor func doSomething() {
let x = NonSendable()
Task.init { @MainActor in print(x) }
test(x)
}
```
Long term I would like to get region analysis and transfer non sendable out of
the business of directly interpreting the AST... but if we have to do it now, I
would rather us do it through a helper struct. At least the helper struct can be
modified later to work with additional SIL concurrency support when it is added.
I also eliminated the very basic "why is this task isolated" part of the warning
in favor of the larger, better, region history impl that I am going to land
soon. The diagnostic wasn't that good in the first place and also was fiddly. So
I removed it for now.
rdar://124960994
The reason why I am doing this is that:
1. function_extract_isolation can take as a parameter a non-Sendable function
today in SIL so in such a case, we crash.
2. It returns an Optional<any Actor> which always must be Sendable.
So it makes sense for it to just require that its non-Sendable parameter not be
transferred at that point.
This assert validates that look through parameters only have a single operand
(the one we are going to lookthrough). It did not take into account though that
some of these lookthrough instructions /do/ have type dependent operands (which
we should ignore for the assert). I changed the assert to ignore those.
The specific problem is that instead of just using the parent type of the
ref_element_addr (which is guaranteed to be a class), we used the base of the
storage... the base doesn't have to be the ref_element_addr's operand. The
crasher occured when that base was a class existential that we cast to a super
class whose field we access.
Some notes:
1. If the result is non-Sendable and we didn't infer something that is
transferring, we still emit the current sema error that says that one cannot
assign a non-Sendable value to an async let.
2. When region isolation is enabled, but transferring args and results are
disabled, we leave the async let semantics alone. This means that the async let
closure is still @Sendable and one cannot pass in non-Sendable values to it.
Otherwise, we get off by one errors.
NOTE: I removed the assert that this originally hit since it is possible for us
to perhaps hit other issues and it would be better to just emit a suboptimal
error than crashing. With time, I will probably make it so if we miss we emit a
"compiler couldn't understand error".
rdar://124478890
Now that we actually know the region that non transferrable things belong to, we
can use this information to give a better diagnostic here.
A really nice effect of this is that we now emit that actor isolated parameters
are actually actor isolated instead of task isolated.
In a subsequent commit, this is going to let me begin handling parameters with
actor regions in a nice way (and standardize all of the errors).
This is meant to be a refactoring commit that uses the current tests in tree to
make sure I did it correctly, so no tests need to be updated.
To keep this as an NFC commit, I only modeled initially actor isolated using
this. I am going to make it so that we properly treat global actor isolated
values as actor isolated/etc in a subsequent commit.
When we run RegionAnalysis, since it uses RPO order, we do not visit dead
blocks. This can create a problem when we emit diagnostics since we may merge in
a value into the region that was never actually defined. In this patch, if we
actually visit the block while performing dataflow, I mark a bit in its state
saying that it was live. Then when we emit diagnostics, I do not visit blocks
that were not marked live.
rdar://124042351
Before I couldn't do this since, @sil_isolated was not represented on
partial_applies. Since in the previous commit, I added support to the compiler
to represent this, I can now limit this query so now one can pass an actor
instance outside of its method to a nonisolated non-Sendable partial apply.
Since it is Sendable, it is always safe to do this since we are passing the
actor.
rdar://123881277
Previously, we assumed we would always have a partial_apply. In the case where
we do not capture any values this is not true since we instead have a
thin_to_thick_function.
Just noticed this while trying to write some tests that validated that we were
properly ignoring strict-concurrency features. I put in asserts to validate that
when either of these are enabled, we have strict-concurrency set as well.
Moved out of MemoryLocations.h and merged the implementations of <<,
keeping the version from MemoryLocations with its brackets and commas
available via a flag but defaulting the implementation previously in the
header.
We purposely do not treat a PartitionOpKind::Transfer as a require since that
would cause us to error when we weakly transfer the same parameter multiple
times to the same function. This is safe since all of the function parameters
will be in the same region.
To ensure that this fixed the multiple strong transferring issue (which is
exposed by requiring before transferring), I also had to muck around a little
with how we emit errors to ensure that we emit errors if the transfer
instruction is also the require.