Allow vmap of lbfgsb optimization #14
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This PR enable multiple optimization problems to be solved in parallel using the
lbfgsboptimizer.Solving problems in parallel can help make efficient use of hardware. This is achieved using
jax.pure_callbackin theinitandupdatemethods of thelbfgsboptimizer. We also add a test which carries out batch optimization.