DREAMPlace

Deep learning toolkit-enabled VLSI placement (by limbo018)

DREAMPlace Alternatives

Similar projects and alternatives to DREAMPlace

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better DREAMPlace alternative or higher similarity.

DREAMPlace reviews and mentions

Posts with mentions or reviews of DREAMPlace. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-01-02.
  • A Simulated Annealing FPGA Placer in Rust
    3 projects | news.ycombinator.com | 2 Jan 2024
    Yes, see "DREAMPlace: DREAMPlace: Deep Learning Toolkit-Enabled GPU Acceleration for Modern VLSI Placement".[1] The technique in particular rather reformulates VLSI placement in terms of a non-linear optimization problem. Which is how ML frameworks (broadly) work, optimizing approximations to high-dimensional non-linear functions. So it's not like, shoving the netlist it into an LLM or an existing network or anything.

    Note that DREAMPlace is a global placer; it also comes with a detail placer but global placement is what it is targeted at. I don't know of an appropriate research analogue for the routing phase of the problem that follows placing, but maybe someone else does.

    [1] https://github.com/limbo018/DREAMPlace

  • Nvidia: GPUs can do better chip design in a few days than 10 man year
    2 projects | news.ycombinator.com | 19 Apr 2022
    Huge part of why OpenROAD (and as this article.indicates, nvidia) are so focused on machine learning! Because the nitty gritty of chip design has abundant gnarly problems requiring deep deep expertise. Deploying software engineers is hard. But building ml is kind of our bag!

    There's another nice upstart opensource project with even fancier ml placememt systems that spawned recently out of the openroad world, dreamplace, https://github.com/limbo018/DREAMPlace

    This is just gonna get more & more biased against a couple super smart engineers who we've deeply entrusted to divine inner the workings of the chips on, & become increasingly a set of better modelled problems that we can machine learningly optimize.

Stats

Basic DREAMPlace repo stats
2
621
7.4
9 days ago

limbo018/DREAMPlace is an open source project licensed under BSD 3-clause "New" or "Revised" License which is an OSI approved license.

The primary programming language of DREAMPlace is C++.


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