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dvc.lock
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schema: '2.0'
stages:
data_ingestion:
cmd: python src/DeepfakeDetection/pipeline/stage_01_data_ingestion.py
deps:
- path: config/config.yaml
hash: md5
md5: 511e7f4a31be74612237eea745114125
size: 673
- path: src/DeepfakeDetection/components/data_ingestion.py
hash: md5
md5: 4b30a4bbdb75ad861c6b5125af83555a
size: 5479
- path: src/DeepfakeDetection/pipeline/stage_01_data_ingestion.py
hash: md5
md5: 91709652d0014be3ea96fc12c894aff1
size: 1139
outs:
- path: artifacts/data_ingestion/data
hash: md5
md5: 1a707e087f75c755842d383e3b6fd14e.dir
size: 6730748327
nfiles: 2065
data_preprocessing:
cmd: python src/DeepfakeDetection/pipeline/stage_02_data_preprocessing.py
deps:
- path: artifacts/data_ingestion/data
hash: md5
md5: 1a707e087f75c755842d383e3b6fd14e.dir
size: 6730748327
nfiles: 2065
- path: config/config.yaml
hash: md5
md5: 511e7f4a31be74612237eea745114125
size: 673
- path: src/DeepfakeDetection/components/data_preprocessing.py
hash: md5
md5: 02daeee1ad404085b8c97334c3e3ce9b
size: 11294
- path: src/DeepfakeDetection/pipeline/stage_02_data_preprocessing.py
hash: md5
md5: 00a26e1384da1307de6787be0be69fe7
size: 1335
params:
params.yaml:
expansion_factor: 0.2
fps: 30
max_frames: 200
resolution:
- 224
- 224
outs:
- path: artifacts/data_preprocessing/test
hash: md5
md5: 2fa9d740c55a0df83ac315ca4ff3b5a2.dir
size: 104970872
nfiles: 310
- path: artifacts/data_preprocessing/train
hash: md5
md5: 6896936fd10908f286303fd206d6a3fc.dir
size: 480338186
nfiles: 1445
- path: artifacts/data_preprocessing/val
hash: md5
md5: ad9eb673e3e60a1a983bb0c7cda8d060.dir
size: 102306362
nfiles: 310
model_training:
cmd: python src/DeepfakeDetection/pipeline/stage_03_model_training.py
deps:
- path: artifacts/data_preprocessing/train
hash: md5
md5: 6896936fd10908f286303fd206d6a3fc.dir
size: 480338186
nfiles: 1445
- path: artifacts/data_preprocessing/val
hash: md5
md5: ad9eb673e3e60a1a983bb0c7cda8d060.dir
size: 102306362
nfiles: 310
- path: config/config.yaml
hash: md5
md5: 511e7f4a31be74612237eea745114125
size: 673
- path: src/DeepfakeDetection/components/model_training.py
hash: md5
md5: 4e7261ce46c3ecdc84a5242422b45d7a
size: 20551
- path: src/DeepfakeDetection/pipeline/stage_03_model_training.py
hash: md5
md5: 526936f505a08e7e06f7824751704019
size: 1008
params:
params.yaml:
batch_size: 12
bidirectional: true
dropout_rate: 0.5
epochs: 200
input_shape:
- 224
- 224
- 3
learning_rate: 0.0001
lstm_layers: 1
num_workers: 4
sequence_length: 10
units: 2048
weight_decay: 1e-05
outs:
- path: artifacts/model_training/model.pt
hash: md5
md5: 1665987a1d01e2905de742cda50c8e51
size: 618707150
model_evaluation:
cmd: python src/DeepfakeDetection/pipeline/stage_04_model_evaluation.py
deps:
- path: artifacts/data_preprocessing/test
hash: md5
md5: 2fa9d740c55a0df83ac315ca4ff3b5a2.dir
size: 104970872
nfiles: 310
- path: artifacts/model_training/model.pt
hash: md5
md5: 1665987a1d01e2905de742cda50c8e51
size: 618707150
- path: config/config.yaml
hash: md5
md5: 511e7f4a31be74612237eea745114125
size: 673
- path: src/DeepfakeDetection/components/model_evaluation.py
hash: md5
md5: ab1910198083d0f81eea34b4eb2a2133
size: 14717
- path: src/DeepfakeDetection/pipeline/stage_04_model_evaluation.py
hash: md5
md5: 20487d54aef66bfe12f394be4690940e
size: 1534
params:
params.yaml:
batch_size: 12
input_shape:
- 224
- 224
- 3
num_workers: 4
sequence_length: 10
outs:
- path: artifacts/model_evaluation/score.json
hash: md5
md5: 44760479755c3efe89c871137fe5e932
size: 201