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Adding ./replicate.py and clean-up.

pull/42/head
Joseph 2021-05-08 17:41:57 +05:30
parent 6eaa496025
commit a85c463ee2
14 changed files with 109 additions and 131 deletions
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2
configs/OWOD/t1/t1_ft.yaml
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@ -8,7 +8,7 @@ SOLVER:
STEPS: (12000, 16000)
MAX_ITER: 18000
WARMUP_ITERS: 100
OUTPUT_DIR: "./output/t1_expr"
OUTPUT_DIR: "./output/t1_ft"
OWOD:
PREV_INTRODUCED_CLS: 0
CUR_INTRODUCED_CLS: 20

17
configs/OWOD/t1/t1_test.yaml
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@ -1,13 +1,8 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
# WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/margin_15/model_final.pth"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/t1_only_thresh/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/models_backup/t1_clustering_with_save/model_final.pth"
# ROI_HEADS:
# POSITIVE_FRACTION: 0.25
# NMS_THRESH_TEST: 0.5
# SCORE_THRESH_TEST: 0.05
WEIGHTS: "/home/joseph/workspace/OWOD/output/t1_ft/model_final.pth"
ROI_HEADS:
NMS_THRESH_TEST: 0.4
TEST:
DETECTIONS_PER_IMAGE: 50
DATASETS:
@ -20,8 +15,4 @@ SOLVER:
OUTPUT_DIR: "./output/temp_3"
OWOD:
PREV_INTRODUCED_CLS: 0
CUR_INTRODUCED_CLS: 20
# POSITIVE_FRACTION: 0.25
# NMS_THRESH_TEST: 0.5
# SCORE_THRESH_TEST: 0.05
CUR_INTRODUCED_CLS: 20

4
configs/OWOD/t1/t1_train.yaml
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@ -1,8 +1,6 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/t1/model_final.pth"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/t1_std_frcnn/model_final.pth"
DATASETS:
TRAIN: ('t1_voc_coco_2007_train', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
TEST: ('voc_coco_2007_test', 't1_voc_coco_2007_known_test') # voc_coco_2007_test, t1_voc_coco_2007_test, t1_voc_coco_2007_val
@ -10,7 +8,7 @@ SOLVER:
STEPS: (12000, 16000)
MAX_ITER: 18000
WARMUP_ITERS: 100
OUTPUT_DIR: "./output/t1_std_faster_rcnn"
OUTPUT_DIR: "./output/t1"
OWOD:
PREV_INTRODUCED_CLS: 0
CUR_INTRODUCED_CLS: 20

2
configs/OWOD/t1/t1_val.yaml
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@ -1,6 +1,6 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "/home/joseph/workspace/OWOD/output/models_backup/t1_clustering_with_save/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/t1_ft/model_final.pth"
DATASETS:
TRAIN: ('voc_coco_2007_val', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
TEST: ('voc_coco_2007_val', ) # voc_coco_2007_test

4
configs/OWOD/t2/t2_ft.yaml
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@ -1,7 +1,5 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
# WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/t1_ENABLE_CLUSTERING/model_final.pth"
WEIGHTS: "/home/fk1/workspace/OWOD/output/t2_ft_10/model_final.pth"
DATASETS:
TRAIN: ('t2_voc_coco_2007_ft', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
@ -10,7 +8,7 @@ SOLVER:
STEPS: (50000, 60000)
MAX_ITER: 74000
WARMUP_ITERS: 0
OUTPUT_DIR: "./output/t2_ft_10"
OUTPUT_DIR: "./output/t2_ft"
OWOD:
PREV_INTRODUCED_CLS: 20
CUR_INTRODUCED_CLS: 20

8
configs/OWOD/t2/t2_test.yaml
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@ -1,13 +1,11 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
# WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/t1_ENABLE_CLUSTERING/model_final.pth"
WEIGHTS: "/home/fk1/workspace/OWOD/output/t2/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/t2_ft/model_final.pth"
TEST:
DETECTIONS_PER_IMAGE: 50
DATASETS:
TRAIN: ('t2_voc_coco_2007_train', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
TEST: ('voc_coco_2007_test', )
TEST:
DETECTIONS_PER_IMAGE: 50
SOLVER:
STEPS: (50000, 60000)
MAX_ITER: 70000

4
configs/OWOD/t2/t2_train.yaml
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@ -1,8 +1,6 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
# WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
# WEIGHTS: "/home/fk1/workspace/OWOD/output/t1_ENABLE_CLUSTERING/model_final.pth"
WEIGHTS: "/home/fk1/workspace/OWOD/output/t2/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/t2/model_final.pth"
DATASETS:
TRAIN: ('t2_voc_coco_2007_train', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
TEST: ('voc_coco_2007_test', )

2
configs/OWOD/t2/t2_val.yaml
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@ -1,6 +1,6 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "/home/fk1/workspace/OWOD/output/t2_ft/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/t2_ft/model_final.pth"
DATASETS:
TRAIN: ('voc_coco_2007_val', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
TEST: ('voc_coco_2007_val', )

2
configs/OWOD/t3/t3_ft.yaml
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@ -1,6 +1,6 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "/home/fk1/workspace/OWOD/output/t3_ft_baseline/model_final.pth"
WEIGHTS: "/home/fk1/workspace/OWOD/output/t3_ft/model_final.pth"
DATASETS:
TRAIN: ('t3_voc_coco_2007_ft', )
TEST: ('voc_coco_2007_test', )

12
configs/OWOD/t3/t3_test.yaml
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@ -1,11 +1,13 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "/home/fk1/workspace/OWOD/output/t3_ft/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/t3_ft/model_final.pth"
ROI_HEADS:
NMS_THRESH_TEST: 0.4
TEST:
DETECTIONS_PER_IMAGE: 100
DATASETS:
TRAIN: ('t3_voc_coco_2007_train', )
TEST: ('voc_coco_2007_test', )
TEST:
DETECTIONS_PER_IMAGE: 50
SOLVER:
STEPS: (110000, 112000)
MAX_ITER: 114000
@ -13,6 +15,4 @@ SOLVER:
OUTPUT_DIR: "./output/t3_evalulate"
OWOD:
PREV_INTRODUCED_CLS: 40
CUR_INTRODUCED_CLS: 20
CLUSTERING:
START_ITER: 74000
CUR_INTRODUCED_CLS: 20

2
configs/OWOD/t3/t3_val.yaml
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@ -1,6 +1,6 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "/home/fk1/workspace/OWOD/output/t3_ft/model_final.pth"
WEIGHTS: "/home/joseph/workspace/OWOD/output/t3_ft/model_final.pth"
DATASETS:
TRAIN: ('voc_coco_2007_val', ) # t1_voc_coco_2007_train, t1_voc_coco_2007_ft
TEST: ('voc_coco_2007_val', )

14
configs/OWOD/t4/t4_test.yaml 100644
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@ -0,0 +1,14 @@
_BASE_: "../../Base-RCNN-C4-OWOD.yaml"
MODEL:
WEIGHTS: "/home/joseph/workspace/OWOD/output/t4_ft/model_final.pth"
ROI_HEADS:
NMS_THRESH_TEST: 0.4
TEST:
DETECTIONS_PER_IMAGE: 100
DATASETS:
TRAIN: ('t3_voc_coco_2007_train', )
TEST: ('voc_coco_2007_test', )
OUTPUT_DIR: "./output/t4_evalulate"
OWOD:
PREV_INTRODUCED_CLS: 60
CUR_INTRODUCED_CLS: 20

25
replicate.sh 100644
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@ -0,0 +1,25 @@
# Step 1) Copy the shared models to <your_location>/OWOD/output/ and
# Step 2) Copy the shared data to <your_location>/OWOD/datasets/VOC2007
# Task 1: Start
python tools/train_net.py --num-gpus 4 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t1/t1_val.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/t1_final"
python tools/train_net.py --num-gpus 4 --eval-only --config-file ./configs/OWOD/t1/t1_test.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t1_final"
# Task 1: End
# Task 2: Start
python tools/train_net.py --num-gpus 4 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t2/t2_val.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/t2_final"
python tools/train_net.py --num-gpus 4 --eval-only --config-file ./configs/OWOD/t2/t2_test.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t2_final"
# Task 2: End
# Task 3: Start
python tools/train_net.py --num-gpus 4 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t3/t3_val.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/t3_final"
python tools/train_net.py --num-gpus 4 --eval-only --config-file ./configs/OWOD/t3/t3_test.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t3_final"
# Task 3: End
# Task 4: Start
python tools/train_net.py --num-gpus 4 --eval-only --config-file ./configs/OWOD/t4/t4_test.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t4_final"
# Task 4: End

142
run.sh
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@ -1,106 +1,62 @@
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52125' --resume --config-file ./configs/OWOD/t2/t2_train_baseline_only_frcnn.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/t2_baseline /home/fk1/workspace/OWOD/output/t2_ft_baseline
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/t2/t2_ft.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/t2_ft_baseline /home/fk1/workspace/OWOD/output/t3_baseline
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/t3/t3_train_baseline_only_frcnn.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52133' --resume --config-file ./configs/OWOD/iOD/10_p_10/next_10_train_with_unk_det.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52133' --resume --config-file ./configs/OWOD/iOD/10_p_10/ft.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52134' --resume --config-file ./configs/OWOD/iOD/10_p_10/ft_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
# General flow: tx_train.yaml -> tx_ft -> tx_val -> tx_test
# tx_train: trains the model.
# tx_ft: uses data-replay to address forgetting. (refer Sec 4.4 in paper)
# tx_val: learns the weibull distribution parameters from a kept aside validation set.
# tx_test: evaluate the final model
# x above can be {1, 2, 3, 4}
# NB: Please edit the paths accordingly.
# NB: Please change the batch-size and learning rate if you are not running on 8 GPUs.
# (if you find something wrong in this, please raise an issue on GitHub)
# Task 1
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52125' --resume --config-file ./configs/OWOD/t1/t1_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t1"
cp -r /home/joseph/workspace/OWOD/output/t1 /home/joseph/workspace/OWOD/output/t1_ft
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/t1/t1_ft.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t1_ft" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t1_ft/model_final.pth"
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t1/t1_val.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/t1_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t1_ft/model_final.pth"
python tools/train_net.py --num-gpus 8 --eval-only --config-file ./configs/OWOD/t1/t1_test.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t1_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t1_ft/model_final.pth"
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52125' --config-file ./configs/OWOD/iOD/10_p_10/base_10_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
# Task 2
cp -r /home/joseph/workspace/OWOD/output/t1_ft /home/joseph/workspace/OWOD/output/t2
#cp -r /home/fk1/workspace/OWOD/output/iOD/base_10 /home/fk1/workspace/OWOD/output/iOD/10_p_10
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/t2/t2_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t2" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t2/model_final.pth"
cp -r /home/joseph/workspace/OWOD/output/t2 /home/joseph/workspace/OWOD/output/t2_ft
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/t2/t2_ft.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t2_ft" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t2_ft/model_final.pth"
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t2/t2_val.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/t2_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t2_ft/model_final.pth"
python tools/train_net.py --num-gpus 8 --eval-only --config-file ./configs/OWOD/t2/t2_test.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t2_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t2_ft/model_final.pth"
# Task 3
cp -r /home/joseph/workspace/OWOD/output/t2_ft /home/joseph/workspace/OWOD/output/t3
# current running
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/iOD/10_p_10/next_10_train_with_unk_detection.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/10_p_10 /home/fk1/workspace/OWOD/output/iOD/10_p_10_ft_10_per_class
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/iOD/10_p_10/ft_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/t3/t3_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t3" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t3/model_final.pth"
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --config-file ./configs/OWOD/t2/t2_train_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52128' --config-file ./configs/OWOD/t3/t3_train_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52129' --config-file ./configs/OWOD/t4/t4_train_with_all_knowns.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
# Last one is not done.
cp -r /home/joseph/workspace/OWOD/output/t3 /home/joseph/workspace/OWOD/output/t3_ft
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/t3/t3_ft.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t3_ft" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t3_ft/model_final.pth"
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t3/t3_val.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/t3_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t3_ft/model_final.pth"
python tools/train_net.py --num-gpus 8 --eval-only --config-file ./configs/OWOD/t3/t3_test.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t3_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t3_ft/model_final.pth"
## 15 + 5
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52125' --config-file ./configs/OWOD/iOD/15_p_5/base_15_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/base_15 /home/fk1/workspace/OWOD/output/iOD/15_p_5
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/iOD/15_p_5/next_5_train_with_ud.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/15_p_5 /home/fk1/workspace/OWOD/output/iOD/15_p_5_ft
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/iOD/15_p_5/ft_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#
## 19 + 1
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52128' --config-file ./configs/OWOD/iOD/19_p_1/base_19_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/base_19 /home/fk1/workspace/OWOD/output/iOD/19_p_1
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52129' --resume --config-file ./configs/OWOD/iOD/19_p_1/next_1_train_with_ud.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/19_p_1 /home/fk1/workspace/OWOD/output/iOD/19_p_1_ft
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52130' --resume --config-file ./configs/OWOD/iOD/19_p_1/ft_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
# Task 4
cp -r /home/joseph/workspace/OWOD/output/t3_ft /home/joseph/workspace/OWOD/output/t4
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/t4/t4_train.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t4" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t4/model_final.pth"
#
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52129' --config-file ./configs/OWOD/t4/t4_train_with_all_knowns.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/iOD/15_p_5/next_5_train_with_ud.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/15_p_5 /home/fk1/workspace/OWOD/output/iOD/15_p_5_ft
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/iOD/15_p_5/ft_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52129' --resume --config-file ./configs/OWOD/iOD/19_p_1/next_1_train_with_ud.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#cp -r /home/fk1/workspace/OWOD/output/iOD/19_p_1 /home/fk1/workspace/OWOD/output/iOD/19_p_1_ft
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52130' --resume --config-file ./configs/OWOD/iOD/19_p_1/ft_with_unk.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
cp -r /home/joseph/workspace/OWOD/output/t4 /home/joseph/workspace/OWOD/output/t4_ft
python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52126' --resume --config-file ./configs/OWOD/t4/t4_ft.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01 OUTPUT_DIR "./output/t4_ft" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t4_ft/model_final.pth"
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52127' --resume --config-file ./configs/OWOD/t2/t2_ft_10.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52128' --resume --config-file ./configs/OWOD/t2/t2_ft_50.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52129' --resume --config-file ./configs/OWOD/t2/t2_ft_200.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52137' --resume --config-file ./configs/OWOD/t2/t2_ft_400.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#python tools/train_net.py --num-gpus 8 --dist-url='tcp://127.0.0.1:52137' --resume --config-file ./configs/OWOD/t2/t2_ft_20.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.01
#
#python tools/train_net.py --num-gpus 4 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t1/t1_val.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 2 OUTPUT_DIR "./output/temp_2"
#
#python tools/train_net.py --num-gpus 4 --eval-only --config-file ./configs/OWOD/t1/t1_test.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/temp_2"
python tools/train_net.py --num-gpus 4 --dist-url='tcp://127.0.0.1:52133' --config-file ./configs/OWOD/t1/t1_val.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.01 OWOD.TEMPERATURE 1.5 OUTPUT_DIR "./output/temp_1p5"
python tools/train_net.py --num-gpus 4 --eval-only --config-file ./configs/OWOD/t1/t1_test.yaml SOLVER.IMS_PER_BATCH 4 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/temp_1p5"
python tools/train_net.py --num-gpus 8 --eval-only --config-file ./configs/OWOD/t4/t4_test.yaml SOLVER.IMS_PER_BATCH 8 SOLVER.BASE_LR 0.005 OUTPUT_DIR "./output/t4_final" MODEL.WEIGHTS "/home/joseph/workspace/OWOD/output/t4_ft/model_final.pth"