[llvm-dev] FW: [GSoC 2021] Some ideas & questions about the Enzyme GSoC project
via llvm-dev
llvm-dev at lists.llvm.org
Sat Apr 3 07:49:45 PDT 2021
I have considered user-custom derivatives. I think we can define proc-macros that allows users to use their own defined derivatives (instead of ones generated by Enzyme) in this project, then the registration of frequently-used functions’ derivatives can be implemented in a separated projects.
So, if not misunderstood, the outline of the project is thus:
1. a Rust metadata parser and some modification to Enzyme to use the parsed metadata
2. a Rust-specific optimization pass or extending the Rust compiler
3. some utilities to provide handlers to Rust to implement the fore-mentioned functions, like user-defined derivatives and indicating markers
As to the Rust API, it can be implemented in Manuel Drehwald’s project. The 3rd part may seems to overlap with that, but essentially, in my idea, the 3rd part of the GSoC project will only contains the minimal set to make Enzyme function well in Rust, and the rest will be left to Manuel Drehwald’s project.
If there’s no problem, I’ll further dive into the 1st, 2nd, and 3rd part sequentially, and write a draft of the proposal soon.
Chuyang Chen
MSc Student
At Department of Computer Science and Technology, Nanjing University
From: William Moses <wmoses at mit.edu>
Sent: Friday, April 2, 2021 12:01 PM
To: Chuyang Chen <chuyangchen at foxmail.com>
Cc: William Moses <wmoses at mit.edu>; llvm-dev <llvm-dev at lists.llvm.org>; Enzyme AD <enzyme-dev at googlegroups.com>
Subject: Re: Re: FW: [GSoC 2021] Some ideas & questions about the Enzyme GSoC project
Regarding debug information, yeah it's not necessarily the best mechanism (obviously that would be direct Rust compiler integration), but I believe it should be sufficient at least for now. Presumably, we can always run a pass that removes debug info after Enzyme if the extra information becomes a concern.
I think your understanding of the project components is mostly correct. The one thing that I might add (and of course there's a lot here, not all of which needs completion during GSOC) is potential registration of custom derivatives for various rust internal routines/allocation mechanisms, and possibly marking explicitly the activity analysis markers of routines such as print to be inactive. The second bit is to clarify that Enzyme, by virtue of being an LLVM pass natively has support for LLVM Metadata. The specific issue here is parsing the specific layout of Rust types in the metadata into something more easily digestible to LLVM/Enzyme type analysis.
Manuel Drehwald (trying to find email and will add to cc) has recently been looking into exporting the Enzyme C API as a crate to be called from Rust. Once that exists, we can extend the Rust compiler or perhaps create a special Rust-specific optimization pass that calls the Enzyme API with the Type metadata parsing to perform end-to-end tests.
If you're looking to dive right in, I'd probably suggest pushing either the metadata parsing or Rust plugin (or custom codegen pass) as next steps.
On Wed, Mar 31, 2021 at 7:21 AM Chuyang Chen <chuyangchen at foxmail.com <mailto:chuyangchen at foxmail.com> > wrote:
The metadata parser in the <https://github.com/tiberiusferreira/oxide-enzyme/issues/1#issuecomment-735634144> github discussion seems to work on debuginfo. It means that each time we want Enzyme to work, we should add a “-g” option to the compiling command “rustc”. I’m a bit in doubt whether this will be OK though it doesn’t make much difference. But will there be some cases, like running on a device whose memory is limited, where adding debuginfo do have some negative effect? Anyway, this may be the most fitting way.
Now, AIUI, there are 4 things need to be done in the project:
1. writing a parser parsing LLVM metadata and passing it to Enzyme
2. adjusting Enzyme to leverage the metadata
3. writing a Rust crate to provide APIs to Rust user
4. writing a Rust compiler patch to allow importing LLVM plugins to the Rust compiler
Is that right?
From: William Moses < <mailto:wmoses at mit.edu> wmoses at mit.edu>
Sent: Wednesday, March 31, 2021 10:51 AM
To: Chuyang Chen < <mailto:chuyangchen at foxmail.com> chuyangchen at foxmail.com>
Cc: Billy Moses < <mailto:wmoses at mit.edu> wmoses at mit.edu>; llvm-dev < <mailto:llvm-dev at lists.llvm.org> llvm-dev at lists.llvm.org>; Enzyme AD < <mailto:enzyme-dev at googlegroups.com> enzyme-dev at googlegroups.com>
Subject: Re: FW: [GSoC 2021] Some ideas & questions about the Enzyme GSoC project
There's certainly utility to be gained by hooking into the rust compiler. At minimum this allows us to effectively integrate high level functions for calling into Enzyme as an API without going through FFI.
As you say, one of the biggest issues here is essentially parsing Rust types. This actually may not require a modification to rustc as I believe this is available in LLVM as LLVM metadata (see https://github.com/tiberiusferreira/oxide-enzyme/issues/1#issuecomment-735634144 for an earlier discussion on this topic specifically).
It turns out that one doesn't need to piggyback off LLD if rustc itself can call the custom LLVM pass which runs Enzyme. This could be done by say loading a plugin to rust, or otherwise calling the API. Of course in general enabling better integration of LLVM internals/pass plugins into rust directly is potentially desirable. I recently proposed a patch to rustc that would allow importing LLVM plugins that may be worth a look (see https://github.com/rust-lang/compiler-team/issues/419 https://github.com/rust-lang/rust/pull/82734). That said such support isn't a blocker, as much as we need to start parsing this metadata. In theory we can even fork the "nice interface" and "parsing metadata" into two concurrent projects/pieces.
On Tue, Mar 30, 2021 at 12:04 PM Chuyang Chen <chuyangchen at foxmail.com <mailto:chuyangchen at foxmail.com> > wrote:
A thing I forgot to mention is that a Rust feature named “compiler plugin” do satisfy the requirement of “emitting extra debuginfo to the generated IR code”, but it’s unstable and won’t be stabilized in the foreseeable future. Moreover, as to “using lld as its linker and add the Enzyme pass to lld”, compiler plugins help nothing.
From: Chuyang Chen < <mailto:chuyangchen at foxmail.com> chuyangchen at foxmail.com>
Sent: Tuesday, March 30, 2021 11:44 PM
To: <mailto:wmoses at mit.edu> wmoses at mit.edu
Cc: <mailto:llvm-dev at lists.llvm.org> llvm-dev at lists.llvm.org; 'Enzyme AD' < <mailto:enzyme-dev at googlegroups.com> enzyme-dev at googlegroups.com>
Subject: [GSoC 2021] Some ideas & questions about the Enzyme GSoC project
Hello, I’m working on the GSoC project “Integrate Enzyme into Rust to provide high-performance differentiation in Rust”. I have skimmed over the codebase and now I have some preliminary ideas about the project.
As you have said, the project can be divided to two main parts:
1. passing and parsing Rust type metadata into LLVM / Enzyme type analysis, and
2. integrating the Enzyme API/pass into rust.
Integrating Enzyme API to rust is trivial by using proc_macros in Rust. However, passing Rust type metadata to LLVM and integrating the Enzyme pass into rust is difficult if we don’t modify the Rust compiler. The Rust compiler seems to lack ability to emit metadata to LLVM, and if we want to add the Enzyme pass without modifying the compiler, the only way is, I think, using a command like
which is not user-friendly. I sought hard for a nonintrusive way to implement them but got nothing, so it seems that the only option is modifying the Rust compiler to let it
1. emit extra debuginfo to the generated IR code, and
2. use lld as its linker and add the Enzyme pass to lld
with a specific option, say “--enzyme”
However, is it appropriate to modify the compiler to just port a plugin to it, though the modification won’t be big or impact the rest of the compiler?
PS: Another question is about differentiating closures in Rust, but that can be postponed to the following discussions.
Chuyang Chen
MSc Student
At Department of Computer Science and Technology, Nanjing University
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