examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/ml/model_selection/scripts/micro_nku_tradeoff.sh

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export PYTHONPATH=$PYTHONPATH:./internal/ml/model_selection
conda activate trails




# ====================================
# ====================================
# determine the K and U tradeoff
# ====================================
# ====================================
# frappe
python internal/ml/model_selection/exps/micro/benchmark_ku.py \
  --search_space mlp_sp \
  --epoch 20 \
  --hidden_choice_len 20 \
  --dataset frappe \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# uci
python internal/ml/model_selection/exps/micro/benchmark_ku.py \
  --search_space mlp_sp \
  --hidden_choice_len 20 \
  --epoch 5 \
  --dataset uci_diabetes \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff

# criteo
python internal/ml/model_selection/exps/micro/benchmark_ku.py \
  --search_space mlp_sp \
  --hidden_choice_len 10 \
  --epoch 10 \
  --dataset criteo \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# c10
python internal/ml/model_selection/exps/micro/benchmark_ku.py \
  --search_space nasbench201 \
  --api_loc NAS-Bench-201-v1_1-096897.pth \
  --epoch 200 \
  --dataset cifar10 \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# c100
python internal/ml/model_selection/exps/micro/benchmark_ku.py \
  --search_space nasbench201 \
  --api_loc NAS-Bench-201-v1_1-096897.pth \
  --epoch 200 \
  --dataset cifar100 \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# imageNet
python internal/ml/model_selection/exps/micro/benchmark_ku.py \
  --search_space nasbench201 \
  --api_loc NAS-Bench-201-v1_1-096897.pth \
  --epoch 200 \
  --dataset ImageNet16-120 \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff



# ====================================
# ====================================
# determine the K and U tradeoff
# ====================================
# ====================================


python internal/ml/model_selection/exps/micro/benchmark_nk.py \
  --search_space mlp_sp \
  --epoch 20 \
  --hidden_choice_len 20 \
  --dataset frappe \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


#uci
python internal/ml/model_selection/exps/micro/benchmark_nk.py \
  --search_space mlp_sp \
  --hidden_choice_len 20 \
  --epoch 5 \
  --dataset uci_diabetes \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# criteo
python internal/ml/model_selection/exps/micro/benchmark_nk.py \
  --search_space mlp_sp \
  --hidden_choice_len 10 \
  --epoch 10 \
  --dataset criteo \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff



# c10
python internal/ml/model_selection/exps/micro/benchmark_nk.py \
  --search_space nasbench201 \
  --api_loc NAS-Bench-201-v1_1-096897.pth \
  --epoch 200 \
  --dataset cifar10 \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# c100
python internal/ml/model_selection/exps/micro/benchmark_nk.py \
  --search_space nasbench201 \
  --api_loc NAS-Bench-201-v1_1-096897.pth \
  --epoch 200 \
  --dataset cifar100 \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff


# imageNet
python internal/ml/model_selection/exps/micro/benchmark_nk.py \
  --search_space nasbench201 \
  --api_loc NAS-Bench-201-v1_1-096897.pth \
  --epoch 200 \
  --dataset ImageNet16-120 \
  --base_dir ../exp_data/ \
  --only_phase1 True \
  --is_simulate True \
  --log_folder log_ku_tradeoff