patrick-kidger / patrick-kidger/diffrax

Add benchmarks against `jax.experimental.ode`, torchdiffeq, DifferentialEquations.jl

Open
#11 3 comments 0 reactions 0 assignees View on GitHub

Nobody has claimed this yet.

documentation
Dominant language
Python
Stars
2.1k
Forks
189
Avg merge
3d 18h
Merged PRs (30d)
1

Description

We now have a couple of simple ODE benchmarks, but could definitely afford to add a lot more.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Find the existing simple ODE benchmarks in the repository and read how they define comparable solver workloads. Add comparable benchmarks against jax.experimental.ode, torchdiffeq, and DifferentialEquations.jl, then confirm the benchmark results are reported consistently with the existing ones.

Written by the indexing model from the issue text.

Assessment

Tech stack
julia, python, pytorch
Domain
performance
Issue type
Feature
Difficulty
3/5
Estimated time
1-2 days
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
35/100

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.