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feat: add affine-invariant ensemble sampling (#39)

* feat: add `AIES` Sampling which is similar `emcee`

* Update fit.py

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* reduce compling time in `NestedSampler.run()`

* disable jit when `num_parallel_workers` > 1

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* update code format

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update fit.py

* docs: add docs for `BayesFit.aies`

* fix: typo

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Co-authored-by: W.-C. Xue <58248583+wcxve@users.noreply.github.com>

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