Finish to add similarity method to the pipeline. Add kmeans pruning method

code/bolsonaro/models/kmeans_forest_regressor.py

code/bolsonaro/models/model_factory.py

code/bolsonaro/models/similarity_forest_regressor.py

code/bolsonaro/trainer.py

code/compute_results.py

code/train.py