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# v1.4.8.1 | ||
## New features: | ||
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1. add new roofit variables (`RooAbsReal`): | ||
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useful e.g, for efficiency or phase/amplitude parameterization | ||
- `Ostap::MoreRooFit::Benrstein` | ||
- `Ostap::MoreRooFit::Monotonic` | ||
- `Ostap::MoreRooFit::Convex` | ||
- `Ostap::MoreRooFit::ConvexOnly` | ||
1. More generic `Ostap::MoreRooFit::ShiftAndScale` | ||
1. make a first try to add `evaluateBatch` for existing PDFs: no large gain is observed :-( | ||
1. add `roofunc.py` & `funbasic.py` | ||
1. add `FUNC`, `FUNC2` and `FUNC3` classes. Move some functionality from `PDF` | ||
1. add `Fun1D`, `Fun2D` and `Fun3D` wrappers | ||
1. update `efficiency.py` | ||
1. reshuffle a bit the existins strustures | ||
1. add operations and operators for `FUNC`, `FUNC2` and `FUNC3` objects | ||
1. improve baseclasess for functions and PDFs, add more operators/operations | ||
1. modify `roofuncs` avoiding the dangling references | ||
1. Add `Ostap::MoreRooFit::Id` | ||
1. make use of `Ostap::MoreRoofit::Id` in `Fun(1,2,3)D` | ||
1. exclude serialization in `test_fitting_models3_2D` for ROOT 6.18 & python3 | ||
1. remove duplication betwen `ostap/fitting/roofuncs` and `ostap/fitting/variables` | ||
1. disable `pathos` for python_version<=3.7 | ||
1. change pickling for all `FUNC`-based objects | ||
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## Backward incompatible changes | ||
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## Bug fixes: | ||
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1. fix `local_roofit.h` |