We just released Mosaic (github.com/pasteurlabs/mosaic), a benchmark for differentiable physics solvers. Each solver runs in a container behind a uniform apply / vjp interface, so one harness compares gradient accuracy and cost across JAX, PyTorch, Julia, and C++-adjoint codes on shared tasks.
JAX-FEM is one of the benchmarked solvers on the structural-mesh and thermal-mesh domains (results if you're interested).
We did our best to do it justice, but we don't know your code as well as you do and have surely made suboptimal calls. For example, we solve the (linear) elasticity and heat problems with the default direct UMFPACK solver and take the implicit-function-theorem adjoint JAX-FEM exposes via ad_wrapper. If a different linear solver, or a different way of invoking the adjoint, is what you'd recommend, we'd love to know.
The setup is self-contained under mosaic/tesseracts/structural-mesh/jax-fem/ and mosaic/tesseracts/thermal-mesh/jax-fem/. If something looks odd, corrections or a PR are very welcome, here on GitHub or on the Tesseract Forum.
Mostly we wanted you to know your work is represented, and to get it right.
Cheers,
Dion on behalf of the Mosaic authors
We just released Mosaic (github.com/pasteurlabs/mosaic), a benchmark for differentiable physics solvers. Each solver runs in a container behind a uniform
apply/vjpinterface, so one harness compares gradient accuracy and cost across JAX, PyTorch, Julia, and C++-adjoint codes on shared tasks.JAX-FEM is one of the benchmarked solvers on the structural-mesh and thermal-mesh domains (results if you're interested).
We did our best to do it justice, but we don't know your code as well as you do and have surely made suboptimal calls. For example, we solve the (linear) elasticity and heat problems with the default direct UMFPACK solver and take the implicit-function-theorem adjoint JAX-FEM exposes via
ad_wrapper. If a different linear solver, or a different way of invoking the adjoint, is what you'd recommend, we'd love to know.The setup is self-contained under
mosaic/tesseracts/structural-mesh/jax-fem/andmosaic/tesseracts/thermal-mesh/jax-fem/. If something looks odd, corrections or a PR are very welcome, here on GitHub or on the Tesseract Forum.Mostly we wanted you to know your work is represented, and to get it right.
Cheers,
Dion on behalf of the Mosaic authors