taxi

Winning entry to the Kaggle taxi competition
git clone https://esimon.eu/repos/taxi.git
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commit b1da6fb4e644dcdec6d90c3f0ae018001a98a4b6
parent 0be3ebaa19f2cf8a630565434e785e5c24929a14
Author: √Čtienne Simon <esimon@esimon.eu>
Date:   Fri, 24 Apr 2015 16:38:12 -0400

Add basic transformers

Diffstat:
Atransformers.py | 25+++++++++++++++++++++++++
1 file changed, 25 insertions(+), 0 deletions(-)

diff --git a/transformers.py b/transformers.py @@ -0,0 +1,25 @@ +from fuel.transformers import Transformer, Filter, Mapping + +class Select(Transformer): + def __init__(self, data_stream, sources): + super(Select, self).__init__(data_stream) + self.ids = [data_stream.sources.index(source) for source in sources] + self.sources=sources + + def get_data(self, request=None): + if request is not None: + raise ValueError + data=next(self.child_epoch_iterator) + return [data[id] for id in self.ids] + +def add_extremities(stream, k): + id_polyline=stream.sources.index('polyline') + def extremities(x): + return (x[id_polyline][:k], x[id_polyline][-k:]) + stream = Filter(stream, lambda x: len(x[id_polyline])>=k) + stream = Mapping(stream, extremeties, ('first_k', 'last_k')) + return stream + +def add_destination(stream): + id_polyline=stream.sources.index('polyline') + return Mapping(stream, lambda x: x[id_polyline][-1], ('destination',))