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errors made by an approximate separation oracle.  In particular, the solver
will now check the output of the separation oracle against the cache and if the
cache gives a better value, even when we would otherwise not use the cache, the
cache value is used.  Similarly, we can output the truth psi vector to avoid
outputting a psi with a negative risk.  All this stuff only happens when the
cache is enabled, if its disabled then the outputs of the separation oracle are
used without any kind of modification.

which detection template generated a detection slightly more accurate.

two images with different pixel types rather than requiring the images to have
the same pixel types.

that redundant with detection templates already in a scanner object.

reduces the separation oracle calls by about 10%.

#include statements to reflect this move.

--HG--
rename : tools/python/src/boost_python_utils.h => dlib/python/boost_python_utils.h
rename : tools/python/src/pyassert.h => dlib/python/pyassert.h
rename : tools/python/src/serialize_pickle.h => dlib/python/serialize_pickle.h

the random number generator that gets used.

iterations of apparent convergence since this results in fewer separation
oracle calls overall.

feature extraction is correctly programmed to avoid false alarms.

and in headers.

code over to use it.

work, before the makerel script is allowed to complete.

sequences that go slightly beyond the end of the input sequence.