google / jaxopt

Hardware accelerated, batchable and differentiable optimizers in JAX.

https://jaxopt.github.io

google/jaxopt Issues

Disable warnings in vmap or print to stderr
Updated 17 days ago4
pure_callback is broken with multiple vmap
Updated 3 months ago
Levenberg Marquardt with box constraints?
Updated 3 months ago2
Does jaxopt.LBFGS required double precision?
Closed 4 months ago4
Library tracer leak
Updated 4 months ago
GaussNewton and LevenbergMarquardt on multidimensional arrays
Updated 5 months ago
Jaxopt implementation of scipy's linprog
Updated 6 months ago
pytrees bounds for `jaxopt.ScipyBoundedMinimize`
Closed 6 months ago1
Annoying warning in 3.12
Updated 7 months ago
Projected gradient for multidimensional array
Updated 7 months ago
Tests crash/failures on `aarch64-linux` with latest jax(lib) (0.4.28)
Updated 7 months ago
LinearSolveTest.test_solve_sparse fails with jax 0.4.26
Updated 8 months ago1
Constraint violation causes L-BGFS-B to fail
Updated 8 months ago1
Error when taking gradient wrt parameters in BoxOSQP
Updated 9 months ago
"invalid escape sequence" warning in `BoxOSQP` docstring
Updated 9 months ago
JAXOPT Projected Gradient
Updated 10 months ago
diag(JTJ) can be more efficient
Updated 10 months ago
`LevenbergMarquardt` implementation does not accept PyTree parameters
Updated a year ago
unit test failures on aarch64 linux with scipy 1.12
Updated a year ago
Stopping condition 'madsen-nielsen' incorrect
Updated a year ago
`verbose=False` is not working as expected for `NonlinearCG`
Closed a year ago1
Stochastic L-BFGS algorithm implementation
Updated a year ago
LevenbergMarquardt do not seems to work with non-flat input.
Updated a year ago2
OSQP crashing on unexpected params
Updated a year ago3
Unnecessary recompilation of _while_loop_lax
Updated a year ago8
Wrong failure diagnostic print outs from `ZoomLineSearch` under `vmap`
Closed a year ago3
Consider switching to pyproject.toml
Updated a year ago
Add type annotations
Updated a year ago
Expression tree API like CVXPY
Updated a year ago3
Implicitly differentiate the KKT conditions
Updated a year ago5
Attempted boolean conversion of traced array - for hager-zhang
Updated a year ago2
Garbage collection issues
Closed a year ago1
ScipyMinimize(method="TNC") is broken
Closed a year ago2
OSQP solvers with fun set and no init_params have misleading error message
Updated a year ago8
Type precision issue in BoxOSQP
Updated a year ago10
BoxOSQP does not work without equality constraints
Updated a year ago5
OSQP should inherit from IterativeSolver
Updated a year ago1
Parallel execution of multiple optimization processes
Closed a year ago3
PolyakSGD should take an optional parameter f_star
Updated a year ago
Add usage examples for the documentations
Updated a year ago4
Constrained Optimization and Spanning Tree Polytope
Closed a year ago4
Number of gradient evaluations not applicable to scipy's gradient-free optimizers
Updated a year ago
drop markdown for notebook examples?
Updated a year ago2
Document solver attributes
Updated a year ago
Using `vmap` for root finding with a vector of parameters
Updated a year ago8
LBFGSB produces NaN for certain conditions
Closed a year ago1
lineax linear operators
Closed a year ago
Use linesearch API in GradientDescent and ArmijoSGD
Updated a year ago
Add typing-extensions dependency to pip package
Closed a year ago2
support for scalar variables
Updated a year ago