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# v1.4.7.0 | ||
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## New features: | ||
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1. Slight improvements in `ostap.fittig.minuit` | ||
1. add new test for `ROOT.TMiniut` decorations : `test_fitting_minuit` | ||
1. allow `pathos` to be used for paralellization for python version > 3.6 | ||
1. add test `test_parallel_dill` to check the the problem with combniation | ||
of different versions of `ROOT` , `dill` and `python`. | ||
1. improve `ostap.fitting.toys` | ||
1. improve `ostap.parallel.parallel_toys` | ||
1. add `test_fitting_toys` | ||
1. add `test_parallel_toys` | ||
1. add examples/tests for evaluation of significance with toys | ||
1. improve the output of `ls`-method for for `compressed_shelve` | ||
1. few minor tweaks needed for `picalib` | ||
1. add `DisplayTree` into `ostap.logger.utils` - useful tool to render the tree-like structures | ||
1. impove `ls` methods for all shelve-like databases | ||
1. add `ls_tree` and `ls_table` method for `ROOT.TDirectory` | ||
``` | ||
f = ROOT.TFile ( .. ) | ||
f.ls_tree () | ||
f.ls_table() | ||
``` | ||
1. speedup construction of Bernstein polynomials from the list of roots | ||
1. re-write `PDF.wilks` method to use `ROOT.RooProfileLL` | ||
1. add methods `PDF.graph_nll` and `PDF.graph_profile` for | ||
a bit more easy and more fast drawing of NLL-scans and profiles | ||
``` | ||
pdf = ... | ||
g1 = pdf.graph_nll ( 'S' , vrange ( 0 , 20.0 , 100 ) , dataset ) | ||
g2 = pdf.graph_profile ( 'S' , vrange ( 0 , 20.0 , 100 ) , dataset , fix = ['gamma','mu'] ) | ||
``` | ||
1. allow to suppress certain RooFit message topics from the configuration file, e.g. | ||
``` | ||
[RooFit] | ||
RemoveTopics = Plotting , | ||
Caching , | ||
Eval , | ||
Minization , | ||
Integration , | ||
Optimization , | ||
NumericIntegration , | ||
Fitting | ||
``` | ||
1. Add more flexibility for parallel `Task` : one can specify the additional environment variables, prepend and append path-like environment variables, execution directory, ... variables are expanded. | ||
``` | ||
mytask = MyTask (... ) | ||
mytask.environment [ 'LD_LIBRARY_PATH' ] = 'some_directory1:some_directory2' | ||
mytask.prepend_to [ 'PATH' ] = 'some_directory1:some_directory2:some_directory3' | ||
mytask.append_to [ 'PYTHONPATH' ] = '$HOME/python' ## will be expanded at remote host | ||
mytask.directory = 'some_existing_remote_directory' | ||
mytask.dot_in_path = '.' in sys.path | ||
``` | ||
1. add new function `random_random` into `ostap/parallel/utils.py`, that sets (hopefully) proper seeds for the `random`, `ROOT.gRandom` and `ROOT.RooRandom` | ||
1. add invocation of `random_random` from `initialize_remote` for the parallel toys. | ||
1. add methods `graph_nll` and `graph_profile` for class `SimFit` | ||
``` | ||
pdf = ... | ||
g1 = pdf.graph_nll ( 'S' , vrange ( 0 , 20.0 , 100 ) , dataset ) | ||
g2 = pdf.graph_profile ( 'S' , vrange ( 0 , 20.0 , 100 ) , dataset , fix = ['gamma','mu'] ) | ||
``` | ||
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## Backward incompatible changes | ||
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## Bug fixes: | ||
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1. Tiny fix in `ROOT.TMinuit.cor` | ||
1. Tiny fix in `ROOT.TMinuit.cov` | ||
1. more fixes in `ostap/fitting/minuit.py` | ||
1. small fixes in `ostap/fitting/toys.py` | ||
1. tiny fix in `ostap/math/random_ext.py` | ||
1. Fix signature of `ds_project` method from `ostap.fitting.dataset.py` | ||
1. few minor fixes needed for `picalib` | ||
1. fix `Ostap::HistoProject::project` for weighted `RooAbsData`, | ||
now uncertainties are evaluated correctly, properly accounting the errors in weights | ||
1. fix typo in `paralllel_toys2` | ||
1. fix `random_random` for python3 | ||
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