Update model to v3

#! /bin/sh

julia index.jl \

    --realtime-model '../notebooks/data/xgb_train_validation-2-standard-desat_bool92_5_nodesat-100min nrounds=2000 subsample=0.5 min_child_weight=10 max_depth=6 base_score=0.0179307 eta=0.02 gamma=1.0.model' \

    --realtime-features '../notebooks/data/features-train_validation-2-standard-desat_bool92_5_nodesat-100min.txt' \

    --realtime-train-labels '../notebooks/data/y-train_validation-2-standard-desat_bool92_5_nodesat-100min.jls' \

    --realtime-ntree-limit 2000 \

    --preop-model '../notebooks/data/xgb_train_validation-2-standard-anydesat_bool92_10_5_5_unfiltered-50min nrounds=4000 subsample=0.5 min_child_weight=1 max_depth=4 base_score=0.19949552 eta=0.01 gamma=1.0.model' \

    --preop-features '../notebooks/data/features-train_validation-2-standard-anydesat_bool92_10_5_5_unfiltered-50min.txt' \

    --preop-train-labels '../notebooks/data/y-train_validation-2-standard-anydesat_bool92_10_5_5_unfiltered-50min.jls' \

    --preop-ntree-limit 3631 \

    --raw-data-dir '/scratch/slund1/prescience/data/merged/train' \

                   '/scratch/slund1/prescience/data/merged/validation' \

                   '/scratch/slund1/prescience/data/merged/test1' \

                   '/scratch/slund1/prescience/data/merged/test2' \

    --realtime-model '../notebooks/data/xgb_train_validation-3-standard-desat_bool92_5_nodesat-100min nrounds=2000 subsample=0.5 min_child_weight=10 max_depth=6 base_score=0.01653297 eta=0.02 gamma=1.0.model' \

    --realtime-features '../notebooks/data/features-train_validation-3-standard-desat_bool92_5_nodesat-100min.txt' \

    --realtime-train-labels '../notebooks/data/y-train_validation-3-standard-desat_bool92_5_nodesat-100min.jls' \

    --realtime-ntree-limit 1242 \

    --preop-model '../notebooks/data/xgb_train_validation-3-standard-anydesat_bool92_10_5_5_unfiltered-50min nrounds=4000 subsample=0.5 min_child_weight=1 max_depth=4 base_score=0.19038925 eta=0.01 gamma=1.0.model' \

    --preop-features '../notebooks/data/features-train_validation-3-standard-anydesat_bool92_10_5_5_unfiltered-50min.txt' \

    --preop-train-labels '../notebooks/data/y-train_validation-3-standard-anydesat_bool92_10_5_5_unfiltered-50min.jls' \

    --preop-ntree-limit 3000 \

    --raw-data-dir '/scratch/slund1/prescience/data/merged_lfilt/train' \

                   '/scratch/slund1/prescience/data/merged_lfilt/validation' \

                   '/scratch/slund1/prescience/data/merged_lfilt/test1' \

                   '/scratch/slund1/prescience/data/merged_lfilt/test2' \

    --num-samples 1000 \

    --port 5023