[Tuning] Allow multiprocessing spawn to work (on macOS llvm at least)

[AndrewZhaoLuo]

With this we can use the default (and safer) multiprocessing method "spawn" for macOS and Windows rather than "fork" for tuning. More details here: https://discuss.tvm.apache.org/t/why-is-auto-tuning-with-resnet-failing-at-task-1/10316/12

cc @hogepodge@tkonolige@leandron

[AndrewZhaoLuo]

Still a draft, there still is a problem with src/target/target.cc construction.

Target::Target(Target target, Target host) {
ObjectPtr<TargetNode> n = make_object<TargetNode>(*target.get());
CHECK(!n->host.defined() || n->host.same_as(host))
<< "ValueError: Adding a host to a target whose host field has been defined target: "
<< n->host << " host: " << host << " ptr target: " << n.get()
<< " ptr host: " << make_object<TargetNode>(*host.get()).get();
;
// add target host into host field
n->host = std::move(host);
data_ = std::move(n);
}

Check failed
Spawn breaks pointer equality which was the assumption. We now need a deep equality thing for "tvm::Target" I think.

[junrushao]

Does it work if we use Target.export for serialization? This method converts a Target to a JSON-like dict and should preserve all the information.

Equality check is another big issue. I discussed with @comaniac a while ago, but haven’t got a conclusion yet when should two targets are considered “equal”: If one target has -libs=cudnn and the other doesn’t, are they equal to each other?

[comaniac]

Equality check is another big issue. I discussed with @comaniac a while ago, but haven’t got a conclusion yet when should two targets are considered “equal”: If one target has -libs=cudnn and the other doesn’t, are they equal to each other?

Exactly. It seems to me that we ultimately need two APIs for target: one (i.e., ==) checks if two targets are exactly the same, and the other (.compatible(self, other)) checks if target A is compatible to target B. The problem is the definition of "compatible" targets. In my own experience, compatible is much more useful than ==, as in many cases, people care more about whether a model/schedule built with target A can be used in target B. Meanwhile, we can still have the equality check first for internal use cases like this one I guess.

[AndrewZhaoLuo]

Hmm I don't understand a lot of the host target stuff. In this case I believe we need equality to be exact equality.

The problem you are describing could be another form of equality?

In any case me and @tkonolige might just turn off the check for now.

[AndrewZhaoLuo]

@zxybazh thoughts with turning off this check?

[zxybazh]

Hi Andrew, just curious about the context, why in this case would we add a target host to a target object that already has a different host?

[AndrewZhaoLuo]

Hmm, I'll be honest, I don't quite understand the target/host part of tvm very well. I was hoping you could give context on this since you were the last person on git to touch the line. Specifically the proper usage of the commented out check.

This method appears in a lot of places https://github.com/apache/tvm/blob/main/python/tvm/target/target.py#L171. And the problematic line specifically is this one: https://github.com/apache/tvm/blob/main/python/tvm/target/target.py#L200

Before it worked since a majority of tested systems used fork() as the method for multiprocessing. macOS and windows by default use a different process which is causing this error. If I had to guess why this is the case, it is because macOS and windows serialize and deserialize arguments to a process which breaks the pointer equality assumption in the 2 arg constructor.

[tkonolige]

@zxybazh The target host and the new host are functionally the same, but not the same object.

[zxybazh]

OK, in that case, is it possible that you explicitly clear the host field of the given target object and then construct it this way? Because fork seem to be a special case, and generally the host should always be consistent.

[AndrewZhaoLuo]

OK, in that case, is it possible that you explicitly clear the host field of the given target object and then construct it this way? Because fork seem to be a special case, and generally the host should always be consistent.

Not from the python end it looks like.

[zxybazh]

OK, in that case, is it possible that you explicitly clear the host field of the given target object and then construct it this way? Because fork seem to be a special case, and generally the host should always be consistent.

Not from the python end it looks like.

Would target.host = None work?

[AndrewZhaoLuo]

Ok folks ready for review. This works with llvm and metal on m1 mac with "spawn" multiprocessing enabled. I also added a test to make sure other multiprocessing tests work.

The key assumption is when invoking the Target::Target(Target target, Target host) constructor it's ok if target->host and host refer to the same underlying target. This appears to be the intention with the line n->host.same_as(host).

However spawn() breaks any pointer equality so we need to have some sort of deep equals. This does not exist so for now I'm just comparing the human readable strings instead.

[AndrewZhaoLuo]

OK, in that case, is it possible that you explicitly clear the host field of the given target object and then construct it this way? Because fork seem to be a special case, and generally the host should always be consistent.

Not from the python end it looks like.

Would target.host = None work?

It does not actually modify the underlying object.

[AndrewZhaoLuo]

I chatted offline with @zxybazh about this and he says the check is not needed.

Furthermore, the entire target system is going to revamped relatively soon.

Therefore I have elected to just remove the check making this PR hopefully less controversial.

[junrushao]

The PR looks good to me in terms of Target-related updates

[junrushao]

Hey @AndrewZhaoLuo, would you like to briefly summarize the lessons here on properly supporting macOS?

[AndrewZhaoLuo]

The main lesson here is if we use python we must use multiprocessing to get parallelism. If we use multiprocessing we have to assume sometimes we cannot use a direct fork() to get a subprocess.

There might be other bugs as if do not have a direct fork() as arguments to the children process need to be serialized and reserialized. This has two implications:

• Pointer equality assumptions are broken -- even if two objects shared a pointer to a resource before they might not after serialization and reserialization. This one is annoying.
• Things passed to subprocesses must be pickleable which they might not be. The solution is to make things pickleable like I did here by removing the anonymous function closure.

This also has implications for Windows which does not use the fork() - exec() model.

[junrushao]

Thank you @AndrewZhaoLuo for the awesome work!