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schema: '2.0'
stages:
get_data:
cmd:
- mkdir data\raw
- tar -xvzf data\archives\train_val.zip -C data\raw
- tar -xvzf data\archives\TEST.zip -C data\raw
deps:
- path: data\archives\TEST.zip
hash: md5
md5: c4581d00d198ad02178a394fab10d664
size: 12791017
- path: data\archives\train_val.zip
hash: md5
md5: 78c6e1d34ab05c88d8e2957edb036d35
size: 171853482
outs:
- path: data\raw
hash: md5
md5: 1d5236b0bbcfd466dd35c72619409c2f.dir
size: 2281865264
nfiles: 4150
preprocessing:
cmd: python src\preprocess.py
deps:
- path: data\raw
hash: md5
md5: 1d5236b0bbcfd466dd35c72619409c2f.dir
size: 2281865264
nfiles: 4150
- path: src\preprocess.py
hash: md5
md5: 48ae2b7b927b48542565e647ae730370
size: 3328
params:
params.yaml:
preprocessing:
mask_color:
- 255
- 255
- 0
outs:
- path: data\clean
hash: md5
md5: 43f778f7fb551b167af5462b3d71f92d.dir
size: 169149810
nfiles: 2580
train:
cmd: python src\train.py
deps:
- path: data\clean
hash: md5
md5: 43f778f7fb551b167af5462b3d71f92d.dir
size: 169149810
nfiles: 2580
- path: src\core
hash: md5
md5: 98f382fcb2bd8a02209715d51d312009.dir
size: 20546
nfiles: 6
- path: src\train.py
hash: md5
md5: d7e4ed560685cbca9ab24ed9bf84fba3
size: 1846
params:
params.yaml:
dataset:
empty_images_ratio: 0.3
train_val_ratio: 0.8
model:
model_args:
in_channels: 3
output_channels: 2
kernel_size:
- 3
- 3
learning_rate: 0.001
transform:
__version__: 1.3.1
transform:
__class_fullname__: Compose
additional_targets: {}
bbox_params:
is_check_shapes: true
keypoint_params:
p: 1.0
transforms:
- __class_fullname__: Resize
always_apply: false
height: 224
interpolation: 1
p: 1
width: 224
- __class_fullname__: ShiftScaleRotate
always_apply: false
border_mode: 4
interpolation: 1
mask_value:
p: 0.5
rotate_limit:
- -30
- 30
rotate_method: largest_box
scale_limit:
- -0.19999999999999996
- 0.19999999999999996
shift_limit_x:
- -0.2
- 0.2
shift_limit_y:
- -0.2
- 0.2
value:
- __class_fullname__: RGBShift
always_apply: false
b_shift_limit:
- -25
- 25
g_shift_limit:
- -25
- 25
p: 0.5
r_shift_limit:
- -25
- 25
- __class_fullname__: RandomBrightnessContrast
always_apply: false
brightness_by_max: true
brightness_limit:
- -0.3
- 0.3
contrast_limit:
- -0.3
- 0.3
p: 0.5
- __class_fullname__: HorizontalFlip
always_apply: false
p: 0.5
- __class_fullname__: Normalize
always_apply: false
max_pixel_value: 255.0
mean:
- 0.485
- 0.456
- 0.406
p: 1.0
std:
- 0.229
- 0.224
- 0.225
- __class_fullname__: ToTensorV2
always_apply: true
p: 1.0
transpose_mask: false
outs:
- path: dvclive\metrics.json
hash: md5
md5: e8af05d81f6308f4aecced9daccdefa1
size: 285
- path: dvclive\plots
hash: md5
md5: a2ac95710ee7f10f16d29138ddbb7245.dir
size: 26014815
nfiles: 151
- path: weights
hash: md5
md5: b4302ab0db3a78321eec83e03e0735dd.dir
size: 246412222
nfiles: 2