Ternaus's workspace
Runs
10
State
Notes
User
Tags
Created
Runtime
Sweep
checkpoint_callback/filepath
checkpoint_callback/mode
checkpoint_callback/monitor
checkpoint_callback/save_top_k
checkpoint_callback/type
checkpoint_callback/verbose
experiment_name
model/classes
model/encoder_name
model/encoder_weights
model/type
num_workers
optimizer/lr
optimizer/type
optimizer/weight_decay
scheduler/T_0
scheduler/T_mult
scheduler/type
seed
test_parameters/batch_size
train_aug/transform/__class_fullname__
train_aug/transform/bbox_params
train_aug/transform/keypoint_params
train_aug/transform/p
train_aug/transform/transforms
train_datasets
train_parameters/batch_size
train_parameters/epoch_length
train_parameters/filter_zero_mask
trainer/amp_level
trainer/benchmark
trainer/distributed_backend
trainer/early_stop_callback
trainer/gpus
trainer/gradient_clip_val
trainer/max_epochs
trainer/num_sanity_val_steps
trainer/precision
trainer/progress_bar_refresh_rate
trainer/sync_batchnorm
trainer/type
val_aug/transform/__class_fullname__
val_aug/transform/bbox_params
val_aug/transform/keypoint_params
Crashed
-
ternaus
7h 37m 44s
-
2020-09-25
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-25
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.Unet
4
0.0001
adamp.AdamP
-
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize","p":1},{"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0},{"p":1,"width":512,"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop"},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false}]
["coco","pascal_voc","vistas","matting_humans"]
8
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Finished
-
ternaus
27s
-
2020-09-25
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-25
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.Unet
4
0.0001
adamp.AdamP
-
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"p":1,"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize"},{"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800},{"width":512,"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop","p":1},{"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip","p":0.5},{"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1}]
["coco","pascal_voc","vistas","matting_humans"]
6
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Failed
-
ternaus
11h 20m 15s
-
2020-09-24a
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-24a
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.FPN
4
0.0001
adamp.AdamP
-
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"p":1,"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize"},{"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0},{"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop","p":1,"width":512},{"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip","p":0.5,"always_apply":false},{"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false}]
["coco","pascal_voc","matting_humans"]
6
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Finished
-
ternaus
28m 52s
-
2020-09-24a
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-24a
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.FPN
4
0.0001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize","p":1,"max_size":800},{"border_mode":0,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800,"mask_value":0,"min_height":800},{"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop","p":1,"width":512},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1}]
["coco","pascal_voc","matting_humans"]
6
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Failed
-
ternaus
14s
-
2020-09-24a
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-24a
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.FPN
4
0.0001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"p":1,"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize"},{"p":1,"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded"},{"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop","p":1,"width":512},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255}]
["coco","pascal_voc","matting_humans"]
8
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Failed
-
ternaus
4s
-
2020-09-24a
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-24a
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.FPN
4
0.0001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize","p":1,"max_size":800,"always_apply":false},{"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false},{"width":512,"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop","p":1},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255}]
["coco","pascal_voc","matting_humans"]
8
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Crashed
-
ternaus
1h 59m 2s
-
2020-09-24
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-24
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.Unet
4
0.0001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"p":1,"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize"},{"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1},{"p":1,"width":512,"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop"},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize"}]
["matting_humans"]
8
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Finished
-
ternaus
11h 20m 19s
-
2020-09-23a
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-23a
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.Unet
4
0.0001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize","p":1,"max_size":800},{"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false},{"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop","p":1,"width":512},{"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip","p":0.5,"always_apply":false},{"always_apply":false,"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406]}]
["coco","pascal_voc","matting_humans"]
8
-
-
-
true
ddp
false
4
5
30
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Finished
-
ternaus
4h 7m 6s
-
2020-09-23
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-23
1
timm-efficientnet-b3
noisy-student
segmentation_models_pytorch.Unet
4
0.001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"p":1,"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize"},{"value":0,"min_width":800,"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1},{"p":1,"width":512,"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop"},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize","p":1}]
["coco","pascal_voc","vistas","matting_humans"]
8
-
-
-
true
ddp
false
4
5
10
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
Finished
-
ternaus
2h 50m 14s
-
2020-09-22
min
val_loss
-1
pytorch_lightning.callbacks.ModelCheckpoint
true
2020-09-22
1
resnet34
imagenet
segmentation_models_pytorch.Unet
4
0.001
torch.optim.AdamW
0.0003
10
2
torch.optim.lr_scheduler.CosineAnnealingWarmRestarts
1984
-
albumentations.core.composition.Compose
None
None
1
[{"p":1,"max_size":800,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.LongestMaxSize"},{"mask_value":0,"min_height":800,"border_mode":0,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.PadIfNeeded","p":1,"value":0,"min_width":800},{"p":1,"width":512,"height":512,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.RandomCrop"},{"p":0.5,"always_apply":false,"__class_fullname__":"albumentations.augmentations.transforms.HorizontalFlip"},{"p":1,"std":[0.229,0.224,0.225],"mean":[0.485,0.456,0.406],"always_apply":false,"max_pixel_value":255,"__class_fullname__":"albumentations.augmentations.transforms.Normalize"}]
["coco","pascal_voc","vistas","matting_humans"]
16
-
-
-
true
ddp
false
4
5
10
2
16
1
true
pytorch_lightning.Trainer
albumentations.core.composition.Compose
None
None
1-10
of 10