optimistix and jaxopt

These tools are competitors, with Optimistix offering an Equinox-centric approach to nonlinear optimization within JAX, while JAXopt provides a broader collection of hardware-accelerated and differentiable optimizers directly integrated into JAX.

optimistix
78
Verified
jaxopt
70
Verified
Maintenance 16/25
Adoption 22/25
Maturity 25/25
Community 15/25
Maintenance 6/25
Adoption 23/25
Maturity 25/25
Community 16/25
Stars: 553
Forks: 45
Downloads: 151,572
Commits (30d): 2
Language: Python
License: Apache-2.0
Stars: 1,030
Forks: 72
Downloads: 521,256
Commits (30d): 0
Language: Python
License: Apache-2.0
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About optimistix

patrick-kidger/optimistix

Nonlinear optimisation (root-finding, least squares, ...) in JAX+Equinox. https://docs.kidger.site/optimistix/

About jaxopt

google/jaxopt

Hardware accelerated, batchable and differentiable optimizers in JAX.

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