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Update ablation for GeMOSA

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This commit is contained in:
D-X-Y 2021-05-27 20:54:13 +08:00
parent 5dd75696c9
commit d4b846a971
1 changed files with 9 additions and 4 deletions
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13
exps/GeMOSA/main.py
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@ -9,6 +9,9 @@
# python exps/GeMOSA/main.py --env_version v3 --lr 0.002 --hidden_dim 32 --time_dim 32 --meta_batch 256 --device cuda
# python exps/GeMOSA/main.py --env_version v4 --lr 0.002 --hidden_dim 32 --time_dim 32 --meta_batch 256 --device cuda
# <----> ablation commands
# python exps/GeMOSA/main.py --env_version v1 --lr 0.002 --hidden_dim 16 --meta_batch 256 --ablation old --device cuda
# python exps/GeMOSA/main.py --env_version v2 --lr 0.002 --hidden_dim 16 --meta_batch 256 --ablation old --device cuda
# python exps/GeMOSA/main.py --env_version v3 --lr 0.002 --hidden_dim 32 --time_dim 32 --meta_batch 256 --ablation old --device cuda
# python exps/GeMOSA/main.py --env_version v4 --lr 0.002 --hidden_dim 32 --time_dim 32 --meta_batch 256 --ablation old --device cuda
##########################################################
import sys, time, copy, torch, random, argparse
@ -267,11 +270,11 @@ def main(args):
)
logger.log("In this enviornment, the total loss-meter is {:}".format(loss_meter))
"""
_, loss_adapt_v1, metric_adapt_v1 = online_evaluate(
valid_env, meta_model, base_model, criterion, metric, args, logger, False, False
w_containers_care_adapt, loss_adapt_v1, metric_adapt_v1 = online_evaluate(
valid_env, meta_model, base_model, criterion, metric, args, logger, True, False
)
_, loss_adapt_v2, metric_adapt_v2 = online_evaluate(
valid_env, meta_model, base_model, criterion, metric, args, logger, False, True
w_containers_easy_adapt, loss_adapt_v2, metric_adapt_v2 = online_evaluate(
valid_env, meta_model, base_model, criterion, metric, args, logger, True, True
)
logger.log(
"[Refine-Adapt] loss = {:.6f}, metric = {:.6f}".format(
@ -286,6 +289,8 @@ def main(args):
save_checkpoint(
{
"w_containers_care_adapt": w_containers_care_adapt,
"w_containers_easy_adapt": w_containers_easy_adapt,
"test_loss_adapt_v1": loss_adapt_v1,
"test_loss_adapt_v2": loss_adapt_v2,
"test_metric_adapt_v1": metric_adapt_v1,