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139 lines (127 loc) · 19.4 KB
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#!/bin/bash
# re-install the packages
pip uninstall -y neuralprophet
pip install git+https://github.com/ourownstory/neural_prophet.git@normalization-layer
pip uninstall -y darts
pip install git+https://github.com/LeonieFreisinger/darts.git@lgbm_for_server#egg=darts
# ## NP
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## NP_localST
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_localST --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## TP
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## TP_localST
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model TorchProphetModel --params TP_localST --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## FNN
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# # FNN_sw
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfil20 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile21 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile22 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile23 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile24 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile25 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile26 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile27 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile28 &
nohup python EXP_SYN_DATA.py --model NeuralProphetModel --params NP_FNN_sw --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile29 &
# # RNN
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model RNNModel --params RNN --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## TF
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile10 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile11 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile12 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile13 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile14 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile15 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile16 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile17 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile18 &
nohup python EXP_SYN_DATA.py --model TransformerModel --params TF --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile19 &
# # LGBM
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model LightGBMModel --params LGBM --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## Naive
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model NaiveModel --params Naive --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &
# ## SNaive
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 0.0 --gen_func "gen_model_and_params_none" > soutfile0 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 1.0 --gen_func "gen_model_and_params_none" > soutfile1 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 2.0 --gen_func "gen_model_and_params_none" > soutfile2 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 3.0 --gen_func "gen_model_and_params_none" > soutfile3 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 4.0 --gen_func "gen_model_and_params_none" > soutfile4 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 5.0 --gen_func "gen_model_and_params_none" > soutfile5 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 6.0 --gen_func "gen_model_and_params_none" > soutfile6 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 7.0 --gen_func "gen_model_and_params_none" > soutfile7 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 8.0 --gen_func "gen_model_and_params_none" > soutfile8 &
nohup python EXP_SYN_DATA.py --model SeasonalNaiveModel --params SNaive --heterogeneity_type "trend" --sample_upper_limit 9.0 --gen_func "gen_model_and_params_none" > soutfile9 &