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dvc.lock
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schema: '2.0'
stages:
dataset_split:
cmd: python3 src/dataset_split.py
deps:
- path: data/raw/streets
hash: md5
md5: abbd03a5905276626a644e8d176e274b.dir
size: 38115409
nfiles: 570
- path: src/dataset_split.py
md5: fd014d88baab2e5545b402d3fad2fa9b
size: 2502
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/misc.py
md5: ab4362add47aec072540aab167654b6c
size: 4339
params:
params.yaml:
all.dataset: streets
all.seed: 13
dataset_split.shuffle: true
dataset_split.split_ratio:
- 0.8
- 0.1
- 0.1
outs:
- path: data/processed/streets/test
hash: md5
md5: 96499f163c31e1cd96abfb66d96b917c.dir
size: 3740157
nfiles: 59
- path: data/processed/streets/train
hash: md5
md5: b613c309d6b403da81887cf85f51232d.dir
size: 30654519
nfiles: 454
- path: data/processed/streets/val
hash: md5
md5: 289398bb174bbb318642e025cf604439.dir
size: 3720185
nfiles: 56
extract_complexity:
cmd: python3 src/extract_complexity.py
deps:
- path: data/processed/streets/test
hash: md5
md5: 96499f163c31e1cd96abfb66d96b917c.dir
size: 3740157
nfiles: 59
- path: data/processed/streets/train
hash: md5
md5: b613c309d6b403da81887cf85f51232d.dir
size: 30654519
nfiles: 454
- path: data/processed/streets/val
hash: md5
md5: 289398bb174bbb318642e025cf604439.dir
size: 3720185
nfiles: 56
- path: data/raw/general/all
md5: 4a91d86144efa74d4475c3cdd63cbc76.dir
size: 3462267
nfiles: 51
- path: src/extract_complexity.py
hash: md5
md5: c23004d535fe2480f0ca34c052faabee
size: 3991
- path: src/utils/data/complexityaux.py
hash: md5
md5: 4805e19e6a64f429fcaa75006421ecf9
size: 6467
- path: src/utils/data/jpegmse.py
md5: c1481f3b211686758e89359e08f6a684
size: 3846
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/misc.py
md5: ab4362add47aec072540aab167654b6c
size: 4339
params:
params.yaml:
all.dataset: streets
all.grayscale: false
all.scale: 255
outs:
- path: data/processed/streets/tabular/complexity.csv
hash: md5
md5: fd8811d077e328497d58c1c296323deb
size: 71748
- path: visualisation/streets/complexity_hist.png
hash: md5
md5: b9ce8740a7ca50f9435e3804398eb09f
size: 26719
cae_hp_tuning:
cmd: python3 src/cae_hp_tuning.py
deps:
- path: data/processed/streets/train
hash: md5
md5: b613c309d6b403da81887cf85f51232d.dir
size: 30654519
nfiles: 454
- path: data/processed/streets/val
hash: md5
md5: 289398bb174bbb318642e025cf604439.dir
size: 3720185
nfiles: 56
- path: src/cae_hp_tuning.py
md5: 682b5ad7177599409fa073e40258c7cb
size: 4492
- path: src/utils/data/tfdatasets.py
hash: md5
md5: bda18c623b539027e6fd8ffac75f6918
size: 6553
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/misc.py
md5: ab4362add47aec072540aab167654b6c
size: 4339
- path: src/utils/models/kerasaux.py
hash: md5
md5: c473c5be59afc36fd9de033451353b80
size: 11772
- path: src/utils/models/ktmodels.py
md5: 528c351e8b26654370dbb3697fbdaae7
size: 10401
params:
params.yaml:
all.dataset: streets
all.grayscale: false
all.input_size:
- 232
- 232
- 1
all.random_brightness: 0.15
all.random_contrast: 0.15
all.random_crop:
- 224
- 224
all.random_flip: horizontal
all.random_rotation: 0.05
all.random_translation_height:
- -0.15
- 0.15
all.random_translation_width:
- -0.15
- 0.15
all.random_zoom:
- -0.1
- 0.1
all.scale: 255
all.seed: 13
cae_hp_tuning.alpha: 0.98
cae_hp_tuning.batch_size: 4
cae_hp_tuning.beta: 0.93
cae_hp_tuning.bottleneck_filters: 32
cae_hp_tuning.early_stopping: false
cae_hp_tuning.epochs: 130
cae_hp_tuning.max_trials: 100
cae_hp_tuning.min_lr: 1e-06
cae_hp_tuning.patience: 5
cae_hp_tuning.revive_best: true
outs:
- path: models/streets/bin/hp_search_best.hdf5
hash: md5
md5: 26c89787d2c5282783de191400daf3d2
size: 2860064
- path: models/streets/logs/hp_search/CAE
hash: md5
md5: 0847a38859b74dad1a73bfaae0bc0f02.dir
size: 956742358
nfiles: 402
- path: models/streets/logs/hp_search/hp_search_results.json
hash: md5
md5: 868486e246665687ba64ae9b71048590
size: 2527
- path: models/streets/logs/hp_search/tb
hash: md5
md5: 87f8a0c5766a7ce0098079e2ef13586d.dir
size: 51895326
nfiles: 300
cae_pretraining:
cmd: python3 src/cae_pretraining.py
deps:
- path: data/raw/tiny-imagenet-200
md5: 7a16a4c11bed2b39c5d20c304e85355c.dir
size: 236686390
nfiles: 120003
- path: models/streets/bin/hp_search_best.hdf5
hash: md5
md5: 26c89787d2c5282783de191400daf3d2
size: 2860064
- path: src/cae_pretraining.py
hash: md5
md5: c1f6b3a415d8611ddd1780d271472ed7
size: 4696
- path: src/utils/data/tfdatasets.py
hash: md5
md5: bda18c623b539027e6fd8ffac75f6918
size: 6553
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/misc.py
md5: ab4362add47aec072540aab167654b6c
size: 4339
- path: src/utils/models/kerasaux.py
hash: md5
md5: c473c5be59afc36fd9de033451353b80
size: 11772
params:
params.yaml:
all.dataset: streets
all.grayscale: false
all.input_size:
- 232
- 232
- 1
all.random_brightness: 0.15
all.random_contrast: 0.15
all.random_crop:
- 224
- 224
all.random_flip: horizontal
all.random_rotation: 0.05
all.random_translation_height:
- -0.15
- 0.15
all.random_translation_width:
- -0.15
- 0.15
all.random_zoom:
- -0.1
- 0.1
all.scale: 255
all.seed: 13
cae_pretraining.alpha: 0.98
cae_pretraining.batch_size: 8
cae_pretraining.beta: 0.93
cae_pretraining.early_stopping: true
cae_pretraining.epochs: 2
cae_pretraining.learning_rate: 0.0015
cae_pretraining.min_lr: 1e-05
cae_pretraining.patience: 3
cae_pretraining.revive_best: false
outs:
- path: models/streets/bin/pretrained_cae.hdf5
hash: md5
md5: eacde128b30268a47b486412f9e5ece0
size: 8420784
- path: models/streets/logs/pretraining_history.csv
hash: md5
md5: bfbd0cff5c59c921e8ff964e432b46f5
size: 44
cae_training:
cmd: python3 src/cae_training.py
deps:
- path: data/processed/streets/train
hash: md5
md5: b613c309d6b403da81887cf85f51232d.dir
size: 30654519
nfiles: 454
- path: data/processed/streets/val
hash: md5
md5: 289398bb174bbb318642e025cf604439.dir
size: 3720185
nfiles: 56
- path: models/streets/bin/pretrained_cae.hdf5
hash: md5
md5: eacde128b30268a47b486412f9e5ece0
size: 8420784
- path: src/cae_training.py
md5: 675ab5e23dec6e50d5c35619c691cf49
size: 4467
- path: src/utils/data/tfdatasets.py
hash: md5
md5: bda18c623b539027e6fd8ffac75f6918
size: 6553
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/models/kerasaux.py
hash: md5
md5: c473c5be59afc36fd9de033451353b80
size: 11772
params:
params.yaml:
all.dataset: streets
all.grayscale: false
all.input_size:
- 232
- 232
- 1
all.random_brightness: 0.15
all.random_contrast: 0.15
all.random_crop:
- 224
- 224
all.random_flip: horizontal
all.random_rotation: 0.05
all.random_translation_height:
- -0.15
- 0.15
all.random_translation_width:
- -0.15
- 0.15
all.random_zoom:
- -0.1
- 0.1
all.scale: 255
all.seed: 13
cae_training.alpha: 0.98
cae_training.batch_size: 8
cae_training.beta: 0.93
cae_training.early_stopping: false
cae_training.epochs: 130
cae_training.min_lr: 1e-05
cae_training.patience: 5
cae_training.revive_best: true
outs:
- path: models/streets/bin/trained_cae.hdf5
hash: md5
md5: 6e7b3ae0778d83c289cbec483843f9e9
size: 8421816
- path: models/streets/logs/training_history.csv
hash: md5
md5: 0ec8aa27378fce7766ffb13841722f35
size: 16433
calculate_reconstruction_mse:
cmd: python3 src/calculate_reconstruction_mse.py
deps:
- path: data/processed/streets/test
hash: md5
md5: 96499f163c31e1cd96abfb66d96b917c.dir
size: 3740157
nfiles: 59
- path: data/processed/streets/train
hash: md5
md5: b613c309d6b403da81887cf85f51232d.dir
size: 30654519
nfiles: 454
- path: data/processed/streets/val
hash: md5
md5: 289398bb174bbb318642e025cf604439.dir
size: 3720185
nfiles: 56
- path: models/streets/bin/trained_cae.hdf5
hash: md5
md5: 6e7b3ae0778d83c289cbec483843f9e9
size: 8421816
- path: src/calculate_reconstruction_mse.py
md5: d5635fdf04b657417b6a60b14114deeb
size: 3254
- path: src/utils/data/complexityaux.py
hash: md5
md5: 4805e19e6a64f429fcaa75006421ecf9
size: 6467
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
params:
params.yaml:
all.dataset: streets
all.grayscale: false
all.scale: 255
outs:
- path: data/processed/streets/tabular/cae_mse.csv
hash: md5
md5: 7893fa95355468d14a7b037fb284d423
size: 62027
- path: visualisation/streets/caemse_hist.png
hash: md5
md5: 889df1fc2b7b51bf707e1e555d0b7b60
size: 20531
merge_complexity_caemse:
cmd: python3 src/merge_complexity_caemse.py
deps:
- path: data/processed/streets/tabular/cae_mse.csv
hash: md5
md5: 7893fa95355468d14a7b037fb284d423
size: 62027
- path: data/processed/streets/tabular/complexity.csv
hash: md5
md5: fd8811d077e328497d58c1c296323deb
size: 71748
- path: src/merge_complexity_caemse.py
md5: 6130db19c6c38fcfc7dfc696399861e6
size: 4667
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
params:
params.yaml:
all.dataset: streets
outs:
- path: data/processed/streets/tabular/complexity_caemse.csv
hash: md5
md5: e8ce7904b71db571e19f3a28c15159c0
size: 79406
- path: visualisation/streets/complexity_vs_caemse.html
hash: md5
md5: 2ae0397975055d9f67714e62f380bec2
size: 58899
metrify_reconstruction:
cmd: python3 src/metrify_reconstruction.py
deps:
- path: data/processed/streets/tabular/cae_mse.csv
hash: md5
md5: 7893fa95355468d14a7b037fb284d423
size: 62027
- path: src/metrify_reconstruction.py
hash: md5
md5: d5fcb16085c1306645c72c35416e2ee2
size: 3504
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
outs:
- path: metrics/streets/reconstruction_data.csv
hash: md5
md5: 1d8aaebdfa11565202be00d247eaa966
size: 488
- path: metrics/streets/reconstruction_metrics.json
hash: md5
md5: 2a0dc4b88470d2b3ed1613f17e03437e
size: 688
- path: visualisation/streets/reconstruction_metrics.html
hash: md5
md5: d01d3ba7f336053689b99df695f8bef5
size: 3584183
train_classifier_models:
cmd: python3 src/train_classifier_models.py
deps:
- path: data/processed/streets/tabular/complexity_caemse.csv
hash: md5
md5: e8ce7904b71db571e19f3a28c15159c0
size: 79406
- path: src/train_classifier_models.py
md5: abee4fc383d8b75ac0627a85415f567c
size: 2980
- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/misc.py
md5: ab4362add47aec072540aab167654b6c
size: 4339
params:
params.yaml:
all.dataset: streets
train_classifier_models.models_n_iter: 25
train_classifier_models.models_n_splits: 10
train_classifier_models.models_score_func: f1
outs:
- path: models/streets/bin/logistic_regression_autoencoder.joblib
hash: md5
md5: 609d31a808b02c3a746961476ecb892b
size: 1275
- path: models/streets/bin/logistic_regression_combined.joblib
hash: md5
md5: 8036c9de35cdd7193bda686999445b79
size: 1323
- path: models/streets/bin/logistic_regression_complexity.joblib
hash: md5
md5: 4e00c45efd759f7765061a76ec758914
size: 1291
evaluate:
cmd: python3 src/evaluate.py
deps:
- path: data/processed/streets/tabular/cae_mse.csv
hash: md5
md5: 7893fa95355468d14a7b037fb284d423
size: 62027
- path: data/processed/streets/tabular/complexity.csv
hash: md5
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size: 71748
- path: models/streets/bin/logistic_regression_autoencoder.joblib
hash: md5
md5: 609d31a808b02c3a746961476ecb892b
size: 1275
- path: models/streets/bin/logistic_regression_combined.joblib
hash: md5
md5: 8036c9de35cdd7193bda686999445b79
size: 1323
- path: models/streets/bin/logistic_regression_complexity.joblib
hash: md5
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size: 1291
- path: src/evaluate.py
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- path: src/utils/dvc/params.py
md5: d87b352ff952b8466547c02182996e48
size: 1285
- path: src/utils/evaluation/classification_metrics.py
md5: d2e336e71ad47cc7fca0f42b3d9c818d
size: 990
outs:
- path: metrics/streets/autoencoder_metrics.json
hash: md5
md5: ced6f9d47665f603e56a0cb2fc336887
size: 113
- path: metrics/streets/combined_metrics.json
hash: md5
md5: 8def26b3eb690f7b52228f898a8c1fec
size: 130
- path: metrics/streets/complexity_metrics.json
hash: md5
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size: 117
- path: visualisation/streets/autoencoder_confusion_matrix.png
hash: md5
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- path: visualisation/streets/combined_confusion_matrix.png
hash: md5
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- path: visualisation/streets/complexity_confusion_matrix.png
hash: md5
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