training_tasks.json

{"0": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 6 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer_k6", "checkpoint_name": null, "avg_val": null, "avg_test": null}, "1": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 15 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer_k15", "checkpoint_name": null, "avg_val": null, "avg_test": null}, "2": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer_k30", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k30_20210609_052917-NoAug", "avg_val": 0.5478222350776195, "avg_test": 0.5476053456798196}, "3": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_20210609_072931-NoAug", "avg_val": 0.547977790782849, "avg_test": 0.5498813455492259}, "4": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 80 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer_k80", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k80_20210609_100111-NoAug", "avg_val": 0.5467777920265993, "avg_test": 0.5458613454774022}, "5": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer2_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_20210609_105020-NoAug", "avg_val": 0.5502222350239754, "avg_test": 0.5491200122073293}, "6": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 80 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer_k80_balance0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k80_20210609_113904-NoAug", "avg_val": 0.547755568921566, "avg_test": 0.5464666790157556}, "7": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 80 --orig_imsize 128 --base_protos 0", "status": 1, "exp_name": "baseinstancetransformer2_k80", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k80_20210609_150457-NoAug", "avg_val": 0.5461555669705073, "avg_test": 0.5489360122457146}, "8": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --orig_imsize 128 --base_protos 0 --feat_attn 1", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_20210609_173800-NoAug", "avg_val": 0.5476889012505611, "avg_test": 0.5483453455984593}, "9": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --orig_imsize 128 --base_protos 0 --feat_attn 1", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k50+aux_corrected", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_20210609_182704-NoAug", "avg_val": 0.5473777904609839, "avg_test": 0.5480413454726338}, "10": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --orig_imsize 128 --base_protos 0 --feat_attn 1", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k50+balance0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_20210609_191635-NoAug", "avg_val": 0.5450000122437875, "avg_test": 0.5464160124659538}, "11": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --orig_imsize 128", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k50+balance1+correctedsameinstance", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_20210610_102240-NoAug", "avg_val": 0.5482889010508856, "avg_test": 0.5491760123729705}, "12": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --orig_imsize 128", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k50+balance1+correctedsameinstance_rerun", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_20210610_123321-NoAug", "avg_val": 0.5457111241171757, "avg_test": 0.5496066790118813}, "13": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 10 --base_protos 0 --feat_attn 1 --pass_ids 1 --orig_imsize 128", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k10+balance1+correctedsameinstance", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k10_20210610_133225-NoAug", "avg_val": 0.5438222343722979, "avg_test": 0.5467280124679208}, "14": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 20 --base_protos 0 --feat_attn 1 --pass_ids 1 --orig_imsize 128", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k20+balance1+correctedsameinstance", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k20_20210610_142144-NoAug", "avg_val": 0.5483111242453257, "avg_test": 0.5475693455711007}, "15": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 20 --base_protos 0 --feat_attn 1 --pass_ids 1 --orig_imsize 128", "status": 1, "exp_name": "baseinstancetransformer2+feat_attn_k20+balance0+correctedsameinstance", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k20_20210610_151109-NoAug", "avg_val": 0.5452222347756227, "avg_test": 0.5470760123044253}, "16": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseClass2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "baseclass2_instances_postbugfix", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseClass2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_bwt0.1_20210613_205522-NoAug", "avg_val": 0.557177789658308, "avg_test": 0.550028012482822}, "17": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseSalCrop --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --sal_crop saliency_crop2 --orig_imsize 128", "status": 1, "exp_name": "baseclass_salcrop2", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseSalCrop-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_bwt0.1_20210613_220807-NoAug", "avg_val": 0.5241111227869988, "avg_test": 0.530592011885345}, "18": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseSalCrop --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --sal_crop saliency_crop2 --orig_imsize 128", "status": 1, "exp_name": "baseclass_salcrop2+basemebeds-cropped", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseSalCrop-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_bwt0.1_20210614_023740-NoAug", "avg_val": 0.5190444571028153, "avg_test": 0.5241480119243265}, "19": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseClass2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 15 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancemean_bal0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseClass2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k15_bwt0.1_20210617_065831-NoAug", "avg_val": 0.41360000940660635, "avg_test": 0.4192893429800868}, "20": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 15 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer2_bal0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k15_bwt0.1_20210617_080259-NoAug", "avg_val": 0.5437777892748514, "avg_test": 0.5467573458045721}, "21": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATSAL --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0 --orig_imsize 128", "status": 1, "exp_name": "proto_sal_bal0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATSAL-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210617_085908-NoAug", "avg_val": 0.5213555672516426, "avg_test": 0.5293720121204853}, "22": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0 --orig_imsize 128", "status": 1, "exp_name": "feat_featatttn0_bal0", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210617_130859-NoAug", "avg_val": 0.5180000118166208, "avg_test": 0.5250933452412486}, "23": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0 --orig_imsize 128 --max_pool 0", "status": 1, "exp_name": "feat_featatttn0_bal0_maxpool0", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210617_140227-NoAug", "avg_val": 0.4909555676827828, "avg_test": 0.49827734484821556}, "24": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATSAL2 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0 --sal_crop saliency_crop4 --orig_imsize 128", "status": 1, "exp_name": "proto_sal2_f-eq-g", "checkpoint_name": "./checkpoints/MiniImageNet-FEATSAL2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210617_200026-NoAug", "avg_val": 0.4277555658171574, "avg_test": 0.4237280095875263}, "25": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 15 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k15_bwt0.1_20210618_075030-NoAug", "avg_val": 0.5525111240148545, "avg_test": 0.5498466790720821}, "26": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 15 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal0", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k15_bwt0.1_20210618_110558-NoAug", "avg_val": 0.5547333456824223, "avg_test": 0.5502933454081416}, "27": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 15 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal1", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k15_bwt0.1_20210618_120224-NoAug", "avg_val": 0.5511777903387944, "avg_test": 0.5496613456219435}, "28": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATSAL --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0  --max_pool max_pool --orig_imsize 128", "status": 1, "exp_name": "proto_featsal_aftercnn4_maxpool", "checkpoint_name": "./checkpoints/MiniImageNet-FEATSAL-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210619_023729-NoAug", "avg_val": 0.5063555671523015, "avg_test": 0.5227000120088459}, "29": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATSAL --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0  --max_pool avg_pool --orig_imsize 128", "status": 1, "exp_name": "proto_featsal_aftercnn4_avgpool", "checkpoint_name": "./checkpoints/MiniImageNet-FEATSAL-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210620_055712-NoAug", "avg_val": 0.44588889844715596, "avg_test": 0.4600266773223877}, "30": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATSAL --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 0  --max_pool avg_pool", "status": 1, "exp_name": "proto_featsal_aftercnn4_avgpool_224", "checkpoint_name": "./checkpoints/MiniImageNet-FEATSAL-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20210620_100040-NoAug", "avg_val": 0.44573334348698457, "avg_test": 0.4859413444966078}, "31": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal0_k30", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k30_bwt0.1_20210622_045059-NoAug", "avg_val": 0.5505111246307691, "avg_test": 0.5505053458705544}, "32": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal0_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210622_054625-NoAug", "avg_val": 0.5526666792233785, "avg_test": 0.5519613457173109}, "33": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_k30", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k30_bwt0.1_20210622_064139-NoAug", "avg_val": 0.555000013684233, "avg_test": 0.551721345616877}, "34": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210622_073637-NoAug", "avg_val": 0.5514222351213296, "avg_test": 0.5545306791305542}, "35": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 70 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_k70", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k70_bwt0.1_20210622_090601-NoAug", "avg_val": 0.5523333440969388, "avg_test": 0.5505026790499687}, "36": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --n_heads 2", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_k50_nheads2", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210622_100100-NoAug", "avg_val": 0.5527777890364329, "avg_test": 0.5492546789780259}, "37": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal1_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_bwt0.1_20210622_105642-NoAug", "avg_val": 0.5503555676092704, "avg_test": 0.5521000123977661}, "38": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT_Aux --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 1 --orig_imsize 128", "status": 1, "exp_name": "feataux_bal1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT_Aux-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_20210622_115233-NoAug", "avg_val": 0.543666679089268, "avg_test": 0.5453026790171862}, "39": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal1_bitauxloss_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_bwt0.1_20210622_124710-NoAug", "avg_val": 0.5500666794925928, "avg_test": 0.5483453457564116}, "40": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 2 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal0_k50_featattn2", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210622_134207-NoAug", "avg_val": 0.5537555682907502, "avg_test": 0.5523840121656656}, "41": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 2 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal0_k50_featattn2_embeds", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210623_061401-NoAug", "avg_val": 0.5534889016548793, "avg_test": 0.5498986788809299}, "42": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 1 --orig_imsize 128", "status": 1, "exp_name": "feat_featatttn1_bal0.1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.1_bsz080_20210623_080700-NoAug", "avg_val": 0.5462444560726484, "avg_test": 0.5473800121918321}, "43": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT_Aux --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --feat_attn 1 --orig_imsize 128", "status": 1, "exp_name": "feataux_bal0.1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT_Aux-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.1_bsz080_20210623_101541-NoAug", "avg_val": 0.54562223503987, "avg_test": 0.5464066787496209}, "44": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0.1_bitauxloss_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.1_bsz080_k50_bwt0.1_20210623_110954-NoAug", "avg_val": 0.5526000130176544, "avg_test": 0.5531173456043005}, "45": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 2 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "feat_baseinstancetransformer3_bal0.1_k50_featattn2", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.1_bsz080_k50_bwt0.1_20210623_120446-NoAug", "avg_val": 0.5587555682162444, "avg_test": 0.5533266788214445}, "46": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_Aux --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_aux_bal1_k50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_Aux-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_k50_bwt0.1_20210623_130016-NoAug", "avg_val": 0.5513777895271779, "avg_test": 0.5486600125223399}, "47": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1  --init_weights_tx ./saves/initialization/miniimagenet/bit3-pre_1.pth.tar --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_pretrainedBIT1", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210624_131116-NoAug", "avg_val": 0.5484000120808681, "avg_test": 0.5519880122065545}, "48": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 1 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1  --init_weights_tx ./saves/initialization/miniimagenet/bit3-pre_1.pth.tar --orig_imsize 128", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_pretrainedBIT1_lrmult1", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul1_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210624_140836-NoAug", "avg_val": 0.5400666797409455, "avg_test": 0.5464906791955233}, "49": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.1 --temperature 32 --temperature2 64 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --orig_imsize 128", "status": 1, "exp_name": "feat_cnn4_5shot_balance0.1", "checkpoint_name": "MiniImageNet-FEAT-ConvNet-05w05s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T132.0T264.0_b0.1_bsz100_20210626_113716-NoAug/", "avg_val": 70.27, "avg_test": 70.86}, "50": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128", "status": 1, "exp_name": "feat_resnet12_1shot_balance0.01", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20210626_123848-NoAug", "avg_val": 0.6892666811247666, "avg_test": 0.6356466800093651}, "51": {"command": "python 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--gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_k50_bal0_cnn4_5shot", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w05s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T132.0T264.0_b0.0_bsz100_k50_bwt0.1_20210629_071538-NoAug", "avg_val": 0.7187111266950766, "avg_test": 0.7154906818360091}, "53": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "proto_bit3_k50_bal0_r12_1shot", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_k50_bwt0.1_20210629_082342-NoAug", "avg_val": 0.7208444594840209, "avg_test": 0.6650453475862741}, "54": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --temperature 64 --temperature2 32 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "proto_bit3_k50_bal0_r12_5shot", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12-05w05s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T232.0_b0_bsz100_k50_bwt0.1_20210629_184535-NoAug", "avg_val": 0.8555777987837792, "avg_test": 0.8176373527348042}, "55": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 8 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --orig_imsize 128", "status": 1, "exp_name": "feat_default_params_rerun", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b1.0_bsz080_20210630_064415-NoAug", "avg_val": 0.5141111233830452, "avg_test": 0.5218506785541773}, "56": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.1 --temperature 32 --temperature2 64 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --orig_imsize 128 --feat_attn 1", "status": 1, "exp_name": "feat_cnn4_5shot_balance0.1_featattn1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-ConvNet-05w05s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T132.0T264.0_b0.1_bsz100_20210630_125742-NoAug", "avg_val": 0.7126000151534875, "avg_test": 0.7146706818580627}, "57": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --feat_attn 1", "status": 1, "exp_name": "feat_resnet12_1shot_balance0.01_featattn1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20210630_140225-NoAug", "avg_val": 0.7206222383181254, "avg_test": 0.6662160142958164}, "58": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.1 --temperature 64 --temperature2 32 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --feat_attn 1", "status": 1, "exp_name": "feat_resnet12_5shot_balance0.1_featattn1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12-05w05s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T232.0_b0.1_bsz100_20210630_172512-NoAug", "avg_val": 0.8507111329833666, "avg_test": 0.8154720189929009}, "59": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0 --temperature 32 --temperature2 64 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 2 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_k50_bal0_cnn4_5shot_featattn2", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w05s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T132.0T264.0_b0.0_bsz100_k50_bwt0.1_20210630_214302-NoAug", "avg_val": 0.7160666817426682, 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--way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --temperature 64 --temperature2 32 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --feat_attn 2", "status": 1, "exp_name": "proto_bit3_k50_bal0_r12_5shot_featattn2", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12-05w05s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T232.0_b0_bsz100_k50_bwt0.1_20210701_023053-NoAug", "avg_val": 0.8510889101028443, "avg_test": 0.8161120192945004}, "62": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --query_attn 1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_k50_bal0_cnn4_1shot_queryattn1", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210701_082649-NoAug", "avg_val": 0.5624666788180669, "avg_test": 0.5502493457145989}, "63": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k50_bal0_cnn4_1shot", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210701_102422-NoAug", "avg_val": 0.4700888996819655, "avg_test": 0.47431201083958147}, "64": {"command": "python train_fsl.py  --max_epoch 400 --model_class FEATBaseTransformer3  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 50 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "proto_bit3_k50_bal0_r12_1shot_e400_ss50", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12-05w01s15q-Pre-DIS/50_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_k50_bwt0.1_20210715_133358-NoAug", "avg_val": 0.7243111279606819, "avg_test": 0.6676000143349171}, "65": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k50_bal0_cnn4_1shot_maxpool", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210803_211201-NoAug", "avg_val": 0.5067333452900251, "avg_test": 0.5172720119342208}, "66": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 2 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k2_bal0_cnn4_1shot_maxpool", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k2_bwt0.1_20210803_220651-NoAug", "avg_val": 0.5005555677662293, "avg_test": 0.5052506782531738}, "67": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k50_bal0_cnn4_1shot_maxpool_reshape-corrected", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210823_181626-NoAug", "avg_val": 0.5316222352534532, "avg_test": 0.5407213456362486}, "68": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k30_bal0_cnn4_1shot_maxpool_reshape-corrected", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k30_bwt0.1_20210823_191031-NoAug", "avg_val": 0.537244457801183, "avg_test": 0.542564012004435}, "69": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 5 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k5_bal0_cnn4_1shot_maxpool_reshape-corrected", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k5_bwt0.1_20210823_200458-NoAug", "avg_val": 0.5317111250758171, "avg_test": 0.5373560121461749}, "70": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseClass2 --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 15 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "cub_BIM", "checkpoint_name": "./checkpoints/CUB-FEATBaseClass2-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k15_bwt0.1_20210826_225737-NoAug", "avg_val": 0.5219111232211192, "avg_test": 0.4761560111671686}, "71": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3 --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "cub_protoBIT3", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210826_235138-NoAug", "avg_val": 0.7320889051258564, "avg_test": 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0.1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128", "status": 1, "exp_name": "cub_feat", "checkpoint_name": "./checkpoints/CUB-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.1_bsz080_20210827_021124-NoAug", "avg_val": 0.699711126635472, "avg_test": 0.6466986804559827}, "74": {"command": "python train_fsl.py --max_epoch 200 --model_class FEAT --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --feat_attn 1", "status": 1, "exp_name": "cub_feat_featattn1", "checkpoint_name": "./checkpoints/CUB-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.1_bsz080_20210906_123123-NoAug", "avg_val": 0.7285777955750624, "avg_test": 0.6825000148937106}, "75": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 200 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --random 1", "status": 1, "exp_name": "proto_bit3_2d_mini_imagenet_randomk200", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k200_bwt0.1_20210906_173403-NoAug", "avg_val": 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FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --feat_attn 1", "status": 1, "exp_name": "proto_bit3_2d_mini_imagenet_k30_feat_attn1", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k30_bwt0.1_20210906_223757-NoAug", "avg_val": 0.5473555671423673, "avg_test": 0.5498920123457909}, "78": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3 --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --pass_ids 1 --base_wt 0.1 --feat_attn 1", "status": 1, "exp_name": "cub_proto_bit3_k50_featattn1", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210906_233616-NoAug", "avg_val": 0.729622238278389, "avg_test": 0.6859746816322208}, "79": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3 --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --pass_ids 1 --base_wt 0.1 --feat_attn 2", "status": 1, "exp_name": "cub_proto_bit3_k50_featattn2", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210907_002518-NoAug", "avg_val": 0.7345333489278952, "avg_test": 0.68717601531744}, "80": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3 --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 20 --base_protos 0 --pass_ids 1 --base_wt 0.1 --feat_attn 0", "status": 1, "exp_name": "cub_proto_bit3_k20", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k20_bwt0.1_20210907_012622-NoAug", "avg_val": 0.7339333498974642, "avg_test": 0.6860560148954391}, "81": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3_2d --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 30 --base_protos 0 --feat_attn 1 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "cub_proto_bit3_2d_k30_featattn1", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k30_bwt0.1_20210907_024145-NoAug", "avg_val": 0.7223555720845858, "avg_test": 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5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 20 --base_protos 0 --pass_ids 1 --base_wt 0.1 --feat_attn 2", "status": 1, "exp_name": "cub_proto_bit3_k20_featattn2_epoch250", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k20_bwt0.1_20210907_125559-NoAug", "avg_val": 0.733422237932682, "avg_test": 0.6872053483977913}, "84": {"command": "python train_fsl.py  --max_epoch 400 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 700 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --random 1", "status": 1, "exp_name": "proto_bit3_2d_mini_imagenet_randomk700_epochs400", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k700_bwt0.1_20210907_135305-NoAug", "avg_val": 0.5239111232757568, "avg_test": 0.5304720120728016}, "85": {"command": "python train_fsl.py  --max_epoch 500 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 1500 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --random 1", "status": 1, "exp_name": "proto_bit3_2d_mini_imagenet_randomk1500_epochs500", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k1500_bwt0.1_20210907_154142-NoAug", "avg_val": 0.5235111224899689, "avg_test": 0.5286240123197437}, "86": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1", "status": 1, "exp_name": "proto_bit3_k50_bal0_r12_1shot_changed_norm", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_k50_bwt0.1_20210908_131552-NoAug", "avg_val": 0.7237333492437998, "avg_test": 0.6712626809775829}, "87": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --query_model_path r12_imagenet --orig_imsize 128 --remove_instances 1", "status": 5466, "exp_name": "proto_bit3_k50_bal0_r12_1shot_changed_norm_query_r12_imgnet", "checkpoint_name": null, "avg_val": null, "avg_test": null}, "88": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet", "status": 1, "exp_name": "proto_baseinstancetransformer3_bal0_k50_query_r12_imgnet", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210909_152959-NoAug", "avg_val": 0.5638000130156676, "avg_test": 0.5654960125938058}, "89": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3 --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 20 --base_protos 0 --pass_ids 1 --base_wt 0.1 --feat_attn 0 --remove_instances 1", "status": 1, "exp_name": "cub_proto_bit3_k20_rerun", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k20_bwt0.1_20210913_105811-NoAug", "avg_val": 0.7322444619238376, "avg_test": 0.6831653483361005}, "90": {"command": "python train_fsl.py --max_epoch 200 --model_class FEATBaseTransformer3_2d --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/cub/con-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1", "status": 1, "exp_name": "cub_protoBIT3_2d_rerun", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k30_bwt0.1_20210913_115515-NoAug", "avg_val": 0.7155333500107129, "avg_test": 0.667668014408648}, "91": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3  --backbone_class Res12_ptcv --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --image_size 224", "status": 1, "exp_name": "proto_bit3_bal0_k50_init_r12ptcv_224", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12_ptcv-05w01s15q-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_k50_bwt0.1_20210913_125527-NoAug", "avg_val": 0.8617555770277977, "avg_test": 0.8457000207185745}, "92": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet", "status": 1, "exp_name": "proto_baseinstancetransformer_2d_bal0_k50_query_r12_imgnet", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210913_140453-NoAug", "avg_val": 0.5372, "avg_test": 0.5416}, "93": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d  --backbone_class Res12_ptcv --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --image_size 224", "status": 1, "exp_name": "proto_bit3_2d_bal0_k50_init_r12ptcv_224", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12_ptcv-05w01s15q-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_k50_bwt0.1_20210913_193544-NoAug", "avg_val": 0.2995777842650811, "avg_test": 0.29726533947885037}, "94": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --backbone_class Res12_ptcv --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --eval_interval 1 --use_euclidean --orig_imsize 128 --feat_attn 1 --base_wt 0.1 --image_size 224", "status": 1, "exp_name": "feat_bal0_k50_init_r12ptcv_224", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12_ptcv-05w01s15q-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_bwt0.1_20210913_231418-NoAug", "avg_val": 0.8620889102419217, "avg_test": 0.8390320201337338}, "95": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 1 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --orig_imsize 128 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --query_model_path r12_imagenet", "status": 1, "exp_name": "protobit3_bal0_k50_r12_query_r12_imgnet", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0_bsz080_k50_bwt0.1_20210914_021304-NoAug", "avg_val": 0.7208000172177951, "avg_test": 0.6665053477972745}, "96": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 500 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --random 1 --remove_instances 1", "status": 1, "exp_name": "proto_bit3_mini_imagenet_randomk500", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k500_bwt0.1_20210914_150209-NoAug", "avg_val": 0.5474666806558768, "avg_test": 0.5449506792038679}, "97": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet --mixed_precision 0 --pca_dim 128", "status": 1, "exp_name": "proto_bit3_k50_query_r12_imagenet_pcadim128", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210915_001520-NoAug", "avg_val": 0.564822235206763, "avg_test": 0.5634760124340653}, "98": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet --mixed_precision 0 --pca_dim 64", "status": 1, "exp_name": "proto_bit3_k50_query_r12_imagenet_pcadim64", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210915_030052-NoAug", "avg_val": 0.5641777907560269, "avg_test": 0.5631440128013492}, "99": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet --mixed_precision 0 --pca_dim 256", "status": 1, "exp_name": "proto_bit3_k50_query_r12_imagenet_pcadim256", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210915_054549-NoAug", "avg_val": 0.5630666797608137, "avg_test": 0.5639560122743249}, "100": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet --mixed_precision 0", "status": 1, "exp_name": "proto_bit3_k50_query_r12_imagenet_control", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210915_121141-NoAug", "avg_val": 0.5617555679380893, "avg_test": 0.5627213457167148}, "101": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet --mixed_precision 0", "status": 1, "exp_name": "proto_bit3_k50_query_r12_imagenet_control_nogradremoved", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_k50_bwt0.1_20210915_155518-NoAug", "avg_val": 0.5639111243188382, "avg_test": 0.5655613458573818}, "102": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3 --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --remove_instances 1 --query_model_path r12_imagenet --mixed_precision 0 --pca_dim 256", "status": 11386, "exp_name": "proto_bit3_k50_query_r12_imagenet_nogradremoved_pcadim256", "checkpoint_name": null, "avg_val": null, "avg_test": null}, "103": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool avg_pool --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k30_nogradremoved_embedavgpool"}, "104": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/con-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize 128", "status": 1, "exp_name": "proto_bit3_2d_k30_nogradremoved_embedpool-post_loss_avg"}, "105": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --use_euclidean --feat_attn 1", "status": 1, "exp_name": "feat_r12_default_init", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20211109_004340-NoAug", "avg_val": 0.7268444609145324, "avg_test": 0.6673426811903715}, "106": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_202023/max_acc_dist.pth --eval_interval 1 --use_euclidean --feat_attn 1", "status": 1, "exp_name": "feat_r12_contrastive_init_ver2", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20211109_025916-NoAug", "avg_val": 0.7195555717746417, "avg_test": 0.6637200141027569}, "107": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver11_224751/max_acc_dist.pth --eval_interval 1 --use_euclidean --feat_attn 1", "status": 1, "exp_name": "feat_r12_contrastive_init_ver1_1", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20211109_051500-NoAug", "avg_val": 0.7113111252586047, "avg_test": 0.6666626811653376}, "108": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 2048 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg", "status": 1, "exp_name": "proto_bit3_2d_r12_feat_init_control", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T12048.0T216.0_b0.0_bsz080_k30_bwt0.1_20211109_073106-NoAug", "avg_val": 0.7117333484192689, "avg_test": 0.6586120140224695}, "109": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r18_ver1/185224_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 512", "status": 1, "exp_name": "bit3_2d_r18_0.001_10", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res18-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211206_222125-NoAug", "avg_val": 0.7150444598992666, "avg_test": 0.6564880141094327}, "110": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.08 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r18_ver1/185224_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 512", "status": 1, "exp_name": "bit3_2d_r18_0.0002_40_t.08", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res18-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.08T216.0_b0.0_bsz080_k30_bwt0.1_20211207_032651-NoAug", "avg_val": 0.7191111276050409, "avg_test": 0.6597053477644921}, "111": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.08 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r18_ver1/185224_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 512", "status": 1, "exp_name": "bit3_2d_r18_0.001_10_t.08", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res18-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.08T216.0_b0.0_bsz080_k30_bwt0.1_20211207_083644-NoAug", "avg_val": 0.7208222384254138, "avg_test": 0.6516933475524187}, "112": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res18-pre.pth --eval_interval 1 --use_euclidean --feat_attn 1 --mixed_precision O2 --orig_imsize 128 --dim_model 512", "status": 1, "exp_name": "feat_r18_control)default_init", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res18-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20211211_153226-NoAug", "avg_val": 0.7086000161866347, "avg_test": 0.6610826811999082}, "113": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r18_ver1/185224_dist.pth --eval_interval 1 --use_euclidean --feat_attn 1 --mixed_precision O2 --orig_imsize 128 --dim_model 512", "status": 1, "exp_name": "feat_r18_control_ver1_init", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res18-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T164.0T264.0_b0.01_bsz080_20211211_165039-NoAug", "avg_val": 0.727111125489076, "avg_test": 0.6617293476819992}, "114": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT  --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.01 --temperature 64 --temperature2 64 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r18_ver1/185224_dist.pth --eval_interval 1 --use_euclidean --feat_attn 1 --mixed_precision O2 --orig_imsize 128 --dim_model 512", "status": 1, "exp_name": "feat_r18_control_ver1_init_lr0.001_ss10", "checkpoint_name": "./checkpoints/MiniImageNet-FEAT-Res18-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T164.0T264.0_b0.01_bsz080_20211211_180751-NoAug", "avg_val": 0.7249777944386006, "avg_test": 0.6584280142247677}, "115": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res18 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r18_ver1/185224_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 512", "status": 1, "exp_name": "bit3_2d_r18_0.0002_40_t.1_init_evaloff", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res18-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211211_203836-NoAug", "avg_val": 0.7245333490272363, "avg_test": 0.6576680143207312}, "116": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_evaloff_nodropout_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_evaloff_nodropout_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.001_ss10_init-respre_query-justinitevaloff1d_2d_justinitevaloff2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211213_144504-NoAug", "avg_val": 0.7150444603463014, "avg_test": 0.6584133476540446}, "117": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/012503_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_res12_ver2-640-012503_evalon_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-012503_evalon_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-contra012503_query-contra012503evalon1d_2d_contra012503evalon2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211213_213456-NoAug", "avg_val": 0.7177777936061224, "avg_test": 0.6665986812755466}, "118": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/012503_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_res12_ver2-640-012503_evaloff_nodropout_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-012503_evaloff_nodropout_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-contra012503_query-contra012503evaloff1d_2d_contra012503evaloff2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211213_232238-NoAug", "avg_val": 0.7172222367922465, "avg_test": 0.6636826813220977}, "119": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --fast_query ./embeds_cache/r12_justinit_fast_query_all.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_2d_just_init.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-respre_query-fastr12justinit_2d-justinitevalon2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_011020-NoAug", "avg_val": 0.7166000151634216, 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"./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_023249-NoAug", "avg_val": 0.7071555705865225, "avg_test": 0.6513706808373332}, "121": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --fast_query ./embeds_cache/r12_justinit_fast_query_all.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_evaloff_nodropout_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.001_ss10_init-respre_query-fastr12justinit_2d-justinitevaloff2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_035521-NoAug", "avg_val": 0.703222237676382, "avg_test": 0.6553373474806548}, "122": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/012503_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --fast_query ./embeds_cache/r12_ver2-640-012503_fast_query_all.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-012503_evalon_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-contra012503_query-fastcontra012503_2d-contra012503evalon2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_051756-NoAug", "avg_val": 0.7182222383220991, "avg_test": 0.6654853477954864}, "123": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/012503_dist.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --fast_query ./embeds_cache/r12_ver2-640-012503_fast_query_all.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-012503_evaloff_nodropout_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-contra012503_query-fastcontra012503_2d-contra012503evaloff2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_064026-NoAug", "avg_val": 0.7099333485464255, "avg_test": 0.6548653473377227}, "124": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_res12_1d_just_init.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_2d_just_init.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.001_ss10_init-respre_query-justinitevalon1d_2d_justinitevalon2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_091957-NoAug", "avg_val": 0.7171777935822805, "avg_test": 0.6648600145250558}, "125": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_res12_1d_just_init.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_2d_just_init.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-respre_query-justinitevalon1d_2d_justinitevalon2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_110915-NoAug", "avg_val": 0.7152444608509541, "avg_test": 0.6626133478015661}, "126": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/initialization/miniimagenet/Res12-pre.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_evaloff_nodropout_shuffle_bs80_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_evaloff_nodropout_shuffle_bs80_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-respre_query-justinitevaloffshuffle1d_2d_justinitevaloffshuffle2d", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_125856-NoAug", "avg_val": 0.702377793242534, "avg_test": 0.6538120139092207}, "127": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-train-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-trainmom_query-justinittrainmom_2d-justinittrainmom", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_183758-NoAug", "avg_val": 0.7030222371220589, "avg_test": 0.6535000141784548}, "128": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-train-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.001_ss10_init-trainmom_query-justinittrainmom_2d-justinittrainmom", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_202458-NoAug", "avg_val": 0.7037111257513364, "avg_test": 0.6523746806979179}, "129": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-test-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-trainmom_query-justinittestmom_2d-justinittestmom", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211214_221501-NoAug", "avg_val": 0.7038222379982472, "avg_test": 0.6489986807823181}, "130": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-test-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.001_ss10_init-trainmom_query-justinittestmom_2d-justinittestmom", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/10_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211215_000508-NoAug", "avg_val": 0.7046444602807362, "avg_test": 0.655624014005065}, "132": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-train-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train_2d.pt --fix_BN", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-trainmom_query-justinittrainmom_2d-justinittrainmom_fixBN", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211215_091813-FBN-NoAug", "avg_val": 0.6729555704693, "avg_test": 0.6385320138603449}, "133": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-train-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_train_moments_train_2d.pt --fix_BN_only", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-trainmom_query-justinittrainmom_2d-justinittrainmom_fixBNonly", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211215_111053-NoAug", "avg_val": 0.6788, "avg_test": 0.6351}, "134": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-test-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train_2d.pt", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-trainmom_query-justinittestmom_2d-justinittestmom", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211215_145409-NoAug", "avg_val": 0.7069333486755689, "avg_test": 0.6537546807259321}, "135": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 10 --gamma 0.5 --gpu 0 --init_weights ./saves/bn_exp/r12-justinit-test-moments-corrected.pt --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --dim_model 640 --embeds_cache_1d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train.pt --embeds_cache_2d ./embeds_cache/embeds_cache_r12_just_init_test_moments_train_2d.pt", "status": 265364, "exp_name": "bit3_2d_r12_k30_lr0.001_ss10_init-trainmom_query-justinittestmom_2d-justinittestmom", "checkpoint_name": null, "avg_val": null, "avg_test": null}, "136": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k30_lr0.0002_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20211231_112921-NoAug", "avg_val": 0.7605777960022291, "avg_test": 0.6987786818236112}, "137": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 40 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k40_lr0.0002_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k40_bwt0.1_20211231_133427-NoAug", "avg_val": 0.7605555742482344, "avg_test": 0.7013133485764265}, "138": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 20 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k20_lr0.0002_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k20_bwt0.1_20211231_153555-NoAug", "avg_val": 0.7563777940968672, "avg_test": 0.703278681948781}, "139": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 10 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k10_lr0.0002_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k10_bwt0.1_20211231_173712-NoAug", "avg_val": 0.7582444609701633, "avg_test": 0.7007400154471397}, "140": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 50 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k5_lr0.0002_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k50_bwt0.1_20211231_193802-NoAug", "avg_val": 0.7576000174880028, "avg_test": 0.7024920153856278}, "141": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 2 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k2_lr0.0002_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k2_bwt0.1_20220103_103217-NoAug", "avg_val": 0.7496666833758354, 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"./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0004mul10_step_T10.1T216.0_b0.0_bsz080_k20_bwt0.1_20220104_104805-NoAug", "avg_val": 0.7559111276268959, "avg_test": 0.6960666816145181}, "143": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0006 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 20 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k20_lr0.0006_ss40_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0006mul10_step_T10.1T216.0_b0.0_bsz080_k20_bwt0.1_20220104_124859-NoAug", "avg_val": 0.7513, "avg_test": 0.6942}, "144": {"command": "python train_fsl.py  --max_epoch 250 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 20 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_k20_lr0.001_ss20_init-contra140403_query-fastqr50imgnet_2d-contra140403evalon", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/20_0.5_lr0.001mul10_step_T10.1T216.0_b0.0_bsz080_k20_bwt0.1_20220104_144941-NoAug", "avg_val": 0.7502444608012835, "avg_test": 0.6942826817780733}, "145": {"command": "python train_fsl.py  --max_epoch 300 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/ver1_1_113120/max_acc_dist_fc_removed.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_contrastive-init-ver1-1-corrected_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_cnn4_1shot_k30_lr0.0001_ss20_init-contra113120_query-fastq-r50imgnet_2d-contra113120", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220104_173701-NoAug", "avg_val": 0.6535777920484542, "avg_test": 0.6360253469020128}, "146": {"command": "python train_fsl.py  --max_epoch 300 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/ver1_1_113120/max_acc_dist_fc_removed.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --fast_query ./embeds_cache/embeds_cache_r50imgnet_fastq.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_contrastive-init-ver1-1-corrected_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_cnn4_1shot_k30_lr0.0001_ss20_init-contra113120_query-fastq-r50imgnet_2d-contra113120", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220104_173701-NoAug", "avg_val": 0.6535777920484542, "avg_test": 0.6360253469020128}, "147": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d_5shot_v2 --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.0 --temperature 700 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize 128 --dim_model 640 --k 30 --base_protos_path ../notebooks/base_protos_r12_140403.pt", "status": 1, "exp_name": "bit3_2d_5shot_v2_r12", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d_5shot_v2-Res12-05w05s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T1700.0T264.0_b0.0_bsz100_k30_bwt0.1_20220111_002649-NoAug", "avg_val": 0.8349777973691622, "avg_test": 0.7854893515884876}, "148": {"command": "zpython train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d_5shot --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.0 --temperature 0.02 --temperature2 64 --lr 0.0005 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/ver1_1_113120/max_acc_dist_fc_removed.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize 128 --fast_query ./embeds_cache/fastq_imgnet_wordnet_pathsim_random-preset-wts.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_contrastive-init-ver1-1-corrected_2d.pt", "status": 1, "exp_name": "bit3_2d_5shot_v1_cnn4_init-contra113120_fastq-wordnet_2d-contra113120", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d_5shot-ConvNet-05w05s15q-Pre-DIS/20_0.5_lr0.0005mul10_step_T10.02T264.0_b0.0_bsz100_k30_bwt0.1_20220111_023440-NoAug", "avg_val": 0.7263111273944378, "avg_test": 0.7264306823790073}, "149": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/fastq_bertbasewiki-nli-mean_pathsim_random-preset-wts-equal.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt", "status": 1, "exp_name": "bit3_2d_1shot_r12_init-contra140403_fastq-bertwiki2_2d-contra140403", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220111_030827-NoAug", "avg_val": 0.7283333487311999, "avg_test": 0.6788693480581045}, "150": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.0 --temperature 0.02 --temperature2 64 --lr 0.0005 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/ver1_1_113120/max_acc_dist_fc_removed.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize 128 --embeds_cache_1d ./embeds_cache/embeds_cache_cnn4_contrastive-init-ver1-1-corrected.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_contrastive-init-ver1-1-corrected_2d.pt", "status": 1, "exp_name": "bit3_2d-shot5_cnn4_init-contra113120_1d-contra113120_2d-contra113120", "checkpoint_name": "./checkpoints/MiniImageNet-FEATBaseTransformer3_2d-ConvNet-05w05s15q-Pre-DIS/20_0.5_lr0.0005mul10_step_T10.02T264.0_b0.0_bsz100_k30_bwt0.1_20220111_121534-NoAug", "avg_val": 0.7248000164330005, "avg_test": 0.7242786824852229}, "151": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d_5shot_v2 --use_euclidean --backbone_class Res12 --dataset MiniImageNet --way 5 --eval_way 5 --shot 5 --eval_shot 5 --query 15 --eval_query 15 --balance 0.0 --temperature 700 --temperature2 64 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/contrastive_init/r12_ver2_640/ver2_corrected_140403.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize 128 --dim_model 640 --k 30 --base_protos_path ../notebooks/base_protos_r12_140403.pt --embeds_cache_1d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_res12_ver2-640-140403_evalon_2d.pt", "status": 1, "exp_name": "bit3_2d_5shot_v2_r12_presets-equal", "checkpoint_name": null, "avg_val": null, "avg_test": null}, "152": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/r12_normal_223950.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --embeds_cache_1d ./embeds_cache/embeds_cache_cub_r12_normal-223950_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cub_r12_normal-223950_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_cub_init-normal223950_1d-normal223950_2d-normal223950", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220114_174230-NoAug", "avg_val": 0.8345555758476257, "avg_test": 0.7893466854184866}, "153": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/r12_ver2_135059.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --embeds_cache_1d ./embeds_cache/embeds_cache_cub_r12_ver2-135059_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cub_r12_ver2-135059_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_cub_init-ver2135059_1d-ver2135059_2d-ver2135059", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220114_191914-NoAug", "avg_val": 0.8292222425341607, "avg_test": 0.7895640182673931}, "154": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/r12_normal_223950.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/fastq_cub_closest-attributes_cosine_sample_eqlwts.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cub_r12_normal-223950_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_cub_init-normal223950_fastq-attributes-cosine-eql_2d-normal223950", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220115_005207-NoAug", "avg_val": 0.8605777982870738, "avg_test": 0.8191853528678417}, "155": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/r12_ver2_135059.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --orig_imsize 128 --embed_pool post_loss_avg --dim_model 640 --remove_instances 1 --fast_query ./embeds_cache/fastq_cub_closest-attributes_cosine_sample_eqlwts.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cub_r12_ver2-135059_2d.pt --wandb_mode online", "status": 1, "exp_name": "bit3_2d_r12_cub_init-ver2-135059_fastq-attributes-cosine-eql_2d-ver2-135059", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220115_120631-NoAug", "avg_val": 0.8604889100790024, "avg_test": 0.8219986860096454}, "156": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/cnn4_normal_rerun_234802.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --embeds_cache_1d ./embeds_cache/embeds_cache_cnn4_cub_normal_re_234802_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_cub_normal_re_234802_2d.pt --mixed_precision O2 --wandb_mode online", "status": 1, "exp_name": "bit3_2d_cnn4_cub_init-normal-234802_1d-normal-234802_2d-normal-234802", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220117_153439-NoAug", "avg_val": 0.7295555727680524, "avg_test": 0.6835573482185602}, "157": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/cnn4_normal_rerun_234802.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --fast_query ./embeds_cache/fastq_cub_closest-attributes_cosine_sample_eqlwts.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_cub_normal_re_234802_2d.pt --mixed_precision O2 --wandb_mode online", "status": 1, "exp_name": "bit3_2d_cnn4_cub_init-normal-234802_fastq-attributes-cosine-eql_2d-normal-234802", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220117_160448-NoAug", "avg_val": 0.7790222394466401, "avg_test": 0.7154053489476442}, "158": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/cnn4_ver2_768_bal.001_180122.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --embeds_cache_1d ./embeds_cache/embeds_cache_cnn4_cub_ver2_768_bal.001_180122_1d.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_cub_ver2_768_bal.001_180122_2d.pt --mixed_precision O2 --wandb_mode online", "status": 1, "exp_name": "bit3_2d_cnn4_cub_init-ver2-180122_1d-ver2-180122_2d-ver2-180122", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220117_163349-NoAug", "avg_val": 0.7248222376902899, "avg_test": 0.6698040146067739}, "159": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/cnn4_ver2_768_bal.001_180122.pth --eval_interval 1 --k 30 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --orig_imsize 128 --embed_pool post_loss_avg --mixed_precision O2 --fast_query ./embeds_cache/fastq_cub_closest-attributes_cosine_sample_eqlwts.pt --embeds_cache_2d ./embeds_cache/embeds_cache_cnn4_cub_ver2_768_bal.001_180122_2d.pt --mixed_precision O2 --wandb_mode online", "status": 1, "exp_name": "bit3_2d_cnn4_cub_init-ver2-180122_fastq-attributes-cosine-eql_2d-ver2-180122", "checkpoint_name": "./checkpoints/CUB-FEATBaseTransformer3_2d-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T10.1T216.0_b0.0_bsz080_k30_bwt0.1_20220117_171735-NoAug", "avg_val": 0.774755573173364, "avg_test": 0.7057506818324327}, "160": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/cnn4_normal_rerun_234802.pth --eval_interval 1 --feat_attn 1 --mixed_precision O2 --dim_model 64 --wandb_mode online", "status": 1, "exp_name": "feat_cnn4_cub_init-normalre234802", "checkpoint_name": "./checkpoints/CUB-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20220117_175253-NoAug", "avg_val": 0.745266683747371, "avg_test": 0.7070306825175882}, "161": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEAT --use_euclidean --backbone_class ConvNet --dataset CUB --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 64 --temperature2 16 --lr 0.0001 --lr_mul 10 --lr_scheduler step --step_size 20 --gamma 0.5 --gpu 0 --init_weights ./saves/cub/cnn4_ver2_768_bal.001_180122.pth --eval_interval 1 --feat_attn 1 --mixed_precision O2 --dim_model 64 --wandb_mode online", "status": 1, "exp_name": "feat_cnn4_cub_init-contra180122", "checkpoint_name": "./checkpoints/CUB-FEAT-ConvNet-05w01s15q-Pre-DIS/20_0.5_lr0.0001mul10_step_T164.0T216.0_b0.0_bsz080_20220117_184814-NoAug", "avg_val": 0.7304444596668085, "avg_test": 0.6903720153212547}, "162": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset TieredImageNet_og --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 0.1 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/tiered_imagenet_og/r12_og_nosimclr_180842.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize -1 --dim_model 640 --fast_query ./embeds_cache/fastq_tiered_wordnetdef-hypernyms-bert-closest_classes_randomsample_eqlnumber_classes-sampling.pt --embeds_cache_2d ./embeds_cache/ti_og_r12-default-180842_classwise_2d_new.pt --k 30 --mixed_precision O2 --wandb_mode online", "status": 1, "exp_name": "tiered_180842_eqlnumber", "checkpoint_name": "./checkpoints/TieredImageNet_og-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T20.1_b0.0_bsz080_k30_bwt0.1_20220303_004951-NoAug", "avg_val": 0.6997777926921844, "avg_test": 0.7245613492041826}, "163": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset TieredImageNet_og --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 0.1 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/tiered_imagenet_og/r12_og_nosimclr_180842.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize -1 --dim_model 640 --fast_query ./embeds_cache/fastq_tiered_wordnetdef-hypernyms-bert-closest_classes_randomsample_eqlnumber_classes-sampling.pt --embeds_cache_2d ./embeds_cache/ti_og_r12-default-180842_classwise_2d_new.pt --k 30 --mixed_precision O2 --z_norm before_tx --wandb_mode online", "status": 1, "exp_name": "tiered_180842_eqlnumber_znorm", "checkpoint_name": "./checkpoints/TieredImageNet_og-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T20.1_b0.0_bsz080_k30_bwt0.1_20220303_021023-NoAug", "avg_val": 0.7039555710554123, "avg_test": 0.719917349138856}, "164": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset TieredImageNet_og --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0 --temperature 0.1 --temperature2 0.1 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/tiered_imagenet_og/r12_og_nosimclr_180842.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize -1 --dim_model 640 --fast_query ./embeds_cache/fastq_tiered_wordnetdef-hypernyms-bert-closest_classes_randomsample_eqlwts_classes-sampling.pt --embeds_cache_2d ./embeds_cache/ti_og_r12-default-180842_classwise_2d_new.pt --k 30 --mixed_precision O2 --z_norm before_tx --wandb_mode online", "status": 1, "exp_name": "tiered_180842_eqlwts_znorm", "checkpoint_name": "./checkpoints/TieredImageNet_og-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T20.1_b0.0_bsz080_k30_bwt0.1_20220303_033141-NoAug", "avg_val": 0.7030000152190526, "avg_test": 0.7239733496516942}, "165": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset TieredImageNet_og --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 0.1 --temperature2 0.1 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/tiered_imagenet_og/r12_og_nosimclr_180842.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize -1 --dim_model 640 --fast_query ./embeds_cache/fastq_tiered_wordnetdef-hypernyms-bert-closest_classes_randomsample_eqlwts_classes-sampling.pt --embeds_cache_2d ./embeds_cache/ti_og_r12-default-180842_classwise_2d_new.pt --k 30 --mixed_precision O2 --z_norm before_tx --return_simclr 2 --simclr_loss_type ver2.2 --wandb_mode online", "status": 1, "exp_name": "tiered_180842_eqlwts_znorm_metasimlcr", "checkpoint_name": "./checkpoints/TieredImageNet_og-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T20.1_b0.1_bsz080_k30_bwt0.1_20220303_045256-NoAug", "avg_val": 0.698577793687582, "avg_test": 0.7118200159490109}, "166": {"command": "python train_fsl.py  --max_epoch 200 --model_class FEATBaseTransformer3_2d --use_euclidean --backbone_class Res12 --dataset TieredImageNet_og --way 5 --eval_way 5 --shot 1 --eval_shot 1 --query 15 --eval_query 15 --balance 0.1 --temperature 0.1 --temperature2 0.1 --lr 0.0002 --lr_mul 10 --lr_scheduler step --step_size 40 --gamma 0.5 --gpu 0 --init_weights ./saves/tiered_imagenet_og/r12_og_nosimclr_180842.pth --eval_interval 1 --base_protos 0 --feat_attn 0 --pass_ids 1 --base_wt 0.1 --remove_instances 1 --embed_pool post_loss_avg --orig_imsize -1 --dim_model 640 --fast_query ./embeds_cache/fastq_tiered_wordnetdef-hypernyms-bert-closest_classes_randomsample_eqlnumber_classes-sampling.pt --embeds_cache_2d ./embeds_cache/ti_og_r12-default-180842_classwise_2d_new.pt --k 30 --mixed_precision O2 --z_norm before_tx --return_simclr 2 --simclr_loss_type ver2.2 --wandb_mode online", "status": 1, "exp_name": "tiered_180842_eqlnumber_znorm_metasimlcr", "checkpoint_name": "./checkpoints/TieredImageNet_og-FEATBaseTransformer3_2d-Res12-05w01s15q-Pre-DIS/40_0.5_lr0.0002mul10_step_T10.1T20.1_b0.1_bsz080_k30_bwt0.1_20220303_065521-NoAug", "avg_val": 0.7002666826546192, "avg_test": 0.7103733488172292}}