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schema: '2.0'
stages:
train_yolact:
cmd: python src/models/yolact/custom_train.py --config=yolact_resnet50_config
--batch_size=3
deps:
- path: data/TrashCan/instances_train_trashcan.json
md5: 9961b3b9982d913319322ae85b1f4ae6
size: 22598259
- path: data/TrashCan/instances_val_trashcan_splt.json
md5: d0246f701303b104cb31ffbf2e09c2d6
size: 3937280
- path: data/TrashCan/train/
md5: a75f86cd5816b041b6343f9778f8239a.dir
size: 146143311
nfiles: 6065
- path: data/TrashCan/val/
md5: 470480a35554fe1fc9f03f71c307f02d.dir
size: 27222494
nfiles: 1147
- path: src/models/yolact/custom_train.py
md5: a7c1923142e0e203b3930e43509dc598
size: 16826
- path: src/models/yolact/data/config.py
md5: 59dc0d66771506b249770ee9b28a948d
size: 33551
outs:
- path: models/yolact/best_model.pth
md5: 507f5d08f7ff43eaa0223af91c06061a
size: 123330173
train_yolact53:
cmd: python src/models/yolact/custom_train.py --config=yolact_darknet53_config
--batch_size=2 --best_model=best_model53.pth --max_iter=20000
deps:
- path: data/TrashCan/instances_train_trashcan.json
md5: 9961b3b9982d913319322ae85b1f4ae6
size: 22598259
- path: data/TrashCan/instances_val_trashcan_splt.json
md5: d0246f701303b104cb31ffbf2e09c2d6
size: 3937280
- path: src/models/yolact/custom_train.py
md5: a7c1923142e0e203b3930e43509dc598
size: 16826
- path: src/models/yolact/data/config.py
md5: 59dc0d66771506b249770ee9b28a948d
size: 33551
outs:
- path: models/yolact/best_model53.pth
md5: a19003ecf353b0c27d4ac509b8757cd7
size: 189736457
overfit_yolact:
cmd: python src/models/yolact/custom_train.py --config=yolact_resnet50_config_overfit
--batch_size=3 --best_model=best_model_overfit.pth
deps:
- path: data/TrashCan/instances_overfit_trashcan.json
md5: ba342879e77dcf85bd815387a61078c6
size: 409567
- path: data/TrashCan/train/
md5: a75f86cd5816b041b6343f9778f8239a.dir
size: 146143311
nfiles: 6065
- path: data/TrashCan/val/
md5: 470480a35554fe1fc9f03f71c307f02d.dir
size: 27222494
nfiles: 1147
- path: src/models/yolact/custom_train.py
md5: a7c1923142e0e203b3930e43509dc598
size: 16826
- path: src/models/yolact/data/config.py
md5: 59dc0d66771506b249770ee9b28a948d
size: 33551
outs:
- path: models/yolact/best_model_overfit.pth
md5: ab47e9ee4dd608235f6c463b619a08a4
size: 123330173
train_yolact_adam:
cmd: python src/models/yolact/custom_train.py --config=yolact_resnet50_config
--optimizer=adam --batch_size=3 --best_model=best_model_adam.pth
deps:
- path: data/TrashCan/instances_train_trashcan.json
md5: 9961b3b9982d913319322ae85b1f4ae6
size: 22598259
- path: data/TrashCan/instances_val_trashcan_splt.json
md5: d0246f701303b104cb31ffbf2e09c2d6
size: 3937280
- path: src/models/yolact/custom_train.py
md5: a7c1923142e0e203b3930e43509dc598
size: 16826
- path: src/models/yolact/data/config.py
md5: 59dc0d66771506b249770ee9b28a948d
size: 33551
outs:
- path: models/yolact/best_model_adam.pth
md5: 66df83aa854dcf63e043f398d9a7b4b0
size: 123330173