IliaLarchenko
commited on
Commit
•
1d02673
1
Parent(s):
75161a8
added more augmentations
Browse files- configs/augmentations.json +622 -0
- src/control.py +9 -2
- tests/test_utils.py +13 -1
configs/augmentations.json
CHANGED
@@ -168,6 +168,89 @@
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"type": "rgb"
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}
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],
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"Equalize": [
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{
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"options_list": [
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@@ -207,6 +290,55 @@
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"type": "num_interval"
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}
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],
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"HorizontalFlip": [],
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"HueSaturationValue": [
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{
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@@ -246,6 +378,32 @@
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"type": "num_interval"
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}
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],
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"ImageCompression": [
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{
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"options_list": [
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@@ -289,6 +447,28 @@
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"type": "min_max"
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}
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],
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"MedianBlur": [
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{
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"defaults": [
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@@ -317,6 +497,60 @@
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"type": "num_interval"
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}
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],
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"RGBShift": [
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{
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"defaults": [
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@@ -369,6 +603,37 @@
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"type": "num_interval"
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}
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],
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"RandomContrast": [
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{
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"defaults": [
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@@ -409,6 +674,20 @@
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"type": "num_interval"
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}
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],
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"RandomGridShuffle": [
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{
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"defaults_list": [
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@@ -433,6 +712,133 @@
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"type": "several_nums"
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}
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],
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"RandomScale": [
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{
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"defaults": [
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@@ -458,6 +864,61 @@
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"type": "radio"
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}
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],
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"RandomSnow": [
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{
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"defaults_list": [
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@@ -484,6 +945,167 @@
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"type": "num_interval"
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}
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],
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"Solarize": [
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{
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"defaults": 128,
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"type": "rgb"
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}
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],
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+
"Downscale": [
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{
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"defaults_list": [
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0.25,
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+
0.25
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],
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"limits_list": [
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0,
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+
1.0
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],
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"param_name": [
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"scale_min",
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"scale_max"
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],
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"type": "min_max"
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},
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{
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"options_list": [
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0,
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+
1,
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+
2,
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+
3,
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+
4
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],
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"param_name": "interpolation",
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"type": "radio"
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+
}
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+
],
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+
"ElasticTransform": [
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{
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+
"defaults": 1.0,
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+
"limits_list": [
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0.0,
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+
10.0
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+
],
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"param_name": "alpha",
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+
"type": "num_interval"
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+
},
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+
{
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+
"defaults": 50.0,
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+
"limits_list": [
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0.0,
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+
200.0
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+
],
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"param_name": "sigma",
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+
"type": "num_interval"
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+
},
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{
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"defaults": 50.0,
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+
"limits_list": [
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+
0.0,
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+
200.0
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+
],
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+
"param_name": "alpha_affine",
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+
"type": "num_interval"
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+
},
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+
{
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+
"options_list": [
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0,
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+
1,
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+
2,
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+
3,
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+
4
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+
],
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"param_name": "interpolation",
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+
"type": "radio"
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+
},
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+
{
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+
"options_list": [
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0,
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+
1,
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+
2,
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+
3,
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+
4
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+
],
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+
"param_name": "border_mode",
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+
"type": "radio"
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+
},
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+
{
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+
"param_name": "value",
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+
"type": "rgb"
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+
}
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+
],
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"Equalize": [
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{
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"options_list": [
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"type": "num_interval"
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}
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],
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+
"GridDistortion": [
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+
{
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+
"defaults": 5,
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+
"limits_list": [
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+
0,
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+
15
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+
],
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+
"param_name": "shift_limit",
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+
"type": "num_interval"
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+
},
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+
{
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+
"defaults": [
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+
-2.0,
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+
2.0
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],
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"limits_list": [
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+
-0.3,
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+
0.3
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+
],
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+
"param_name": "distort_limit",
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"type": "num_interval"
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+
},
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{
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+
"options_list": [
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0,
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1,
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+
2,
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+
3,
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+
4
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],
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"param_name": "interpolation",
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"type": "radio"
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},
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{
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+
"options_list": [
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0,
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1,
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+
2,
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+
3,
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+
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],
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"param_name": "border_mode",
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"type": "radio"
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},
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{
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"param_name": "value",
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339 |
+
"type": "rgb"
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+
}
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+
],
|
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"HorizontalFlip": [],
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343 |
"HueSaturationValue": [
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{
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378 |
"type": "num_interval"
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}
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],
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+
"ISONoise": [
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382 |
+
{
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383 |
+
"defaults": [
|
384 |
+
0.01,
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+
0.05
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+
],
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+
"limits_list": [
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388 |
+
0.0,
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+
1.0
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+
],
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+
"param_name": "color_shift",
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+
"type": "num_interval"
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393 |
+
},
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{
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+
"defaults": [
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396 |
+
0.1,
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+
0.5
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+
],
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399 |
+
"limits_list": [
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0.0,
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+
2.0
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+
],
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+
"param_name": "intensity",
|
404 |
+
"type": "num_interval"
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405 |
+
}
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+
],
|
407 |
"ImageCompression": [
|
408 |
{
|
409 |
"options_list": [
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447 |
"type": "min_max"
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448 |
}
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449 |
],
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+
"LongestMaxSize": [
|
451 |
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{
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452 |
+
"defaults": 512,
|
453 |
+
"limits_list": [
|
454 |
+
1,
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455 |
+
1024
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+
],
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457 |
+
"param_name": "max_size",
|
458 |
+
"type": "num_interval"
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+
},
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{
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+
"options_list": [
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0,
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1,
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+
2,
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+
3,
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+
4
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],
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"param_name": "interpolation",
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469 |
+
"type": "radio"
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+
}
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+
],
|
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"MedianBlur": [
|
473 |
{
|
474 |
"defaults": [
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|
497 |
"type": "num_interval"
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498 |
}
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499 |
],
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500 |
+
"MultiplicativeNoise": [
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501 |
+
{
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502 |
+
"defaults": [
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503 |
+
0.1,
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504 |
+
5.0
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505 |
+
],
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+
"limits_list": [
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507 |
+
0.9,
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508 |
+
1.1
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509 |
+
],
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510 |
+
"param_name": "multiplier",
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511 |
+
"type": "num_interval"
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+
},
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+
{
|
514 |
+
"defaults": 1,
|
515 |
+
"param_name": "per_channel",
|
516 |
+
"type": "checkbox"
|
517 |
+
},
|
518 |
+
{
|
519 |
+
"defaults": 1,
|
520 |
+
"param_name": "elementwise",
|
521 |
+
"type": "checkbox"
|
522 |
+
}
|
523 |
+
],
|
524 |
+
"Posterize": [
|
525 |
+
{
|
526 |
+
"defaults_list": [
|
527 |
+
4,
|
528 |
+
4,
|
529 |
+
4
|
530 |
+
],
|
531 |
+
"limits_list": [
|
532 |
+
[
|
533 |
+
0,
|
534 |
+
8
|
535 |
+
],
|
536 |
+
[
|
537 |
+
0,
|
538 |
+
8
|
539 |
+
],
|
540 |
+
[
|
541 |
+
0,
|
542 |
+
8
|
543 |
+
]
|
544 |
+
],
|
545 |
+
"param_name": "num_bits",
|
546 |
+
"subparam_names": [
|
547 |
+
"r",
|
548 |
+
"g",
|
549 |
+
"b"
|
550 |
+
],
|
551 |
+
"type": "several_nums"
|
552 |
+
}
|
553 |
+
],
|
554 |
"RGBShift": [
|
555 |
{
|
556 |
"defaults": [
|
|
|
603 |
"type": "num_interval"
|
604 |
}
|
605 |
],
|
606 |
+
"RandomBrightnessContrast": [
|
607 |
+
{
|
608 |
+
"defaults": [
|
609 |
+
-0.2,
|
610 |
+
0.2
|
611 |
+
],
|
612 |
+
"limits_list": [
|
613 |
+
-1.0,
|
614 |
+
1.0
|
615 |
+
],
|
616 |
+
"param_name": "brightness_limit",
|
617 |
+
"type": "num_interval"
|
618 |
+
},
|
619 |
+
{
|
620 |
+
"defaults": [
|
621 |
+
-0.2,
|
622 |
+
0.2
|
623 |
+
],
|
624 |
+
"limits_list": [
|
625 |
+
-1.0,
|
626 |
+
1.0
|
627 |
+
],
|
628 |
+
"param_name": "contrast_limit",
|
629 |
+
"type": "num_interval"
|
630 |
+
},
|
631 |
+
{
|
632 |
+
"defaults": 1,
|
633 |
+
"param_name": "brightness_by_max",
|
634 |
+
"type": "checkbox"
|
635 |
+
}
|
636 |
+
],
|
637 |
"RandomContrast": [
|
638 |
{
|
639 |
"defaults": [
|
|
|
674 |
"type": "num_interval"
|
675 |
}
|
676 |
],
|
677 |
+
"RandomGamma": [
|
678 |
+
{
|
679 |
+
"defaults": [
|
680 |
+
80,
|
681 |
+
120
|
682 |
+
],
|
683 |
+
"limits_list": [
|
684 |
+
0,
|
685 |
+
200
|
686 |
+
],
|
687 |
+
"param_name": "gamma_limit",
|
688 |
+
"type": "num_interval"
|
689 |
+
}
|
690 |
+
],
|
691 |
"RandomGridShuffle": [
|
692 |
{
|
693 |
"defaults_list": [
|
|
|
712 |
"type": "several_nums"
|
713 |
}
|
714 |
],
|
715 |
+
"RandomRain": [
|
716 |
+
{
|
717 |
+
"defaults_list": [
|
718 |
+
-10,
|
719 |
+
10
|
720 |
+
],
|
721 |
+
"limits_list": [
|
722 |
+
-20,
|
723 |
+
20
|
724 |
+
],
|
725 |
+
"param_name": [
|
726 |
+
"slant_lower",
|
727 |
+
"slant_upper"
|
728 |
+
],
|
729 |
+
"type": "min_max"
|
730 |
+
},
|
731 |
+
{
|
732 |
+
"defaults": 20,
|
733 |
+
"limits_list": [
|
734 |
+
0,
|
735 |
+
100
|
736 |
+
],
|
737 |
+
"param_name": "drop_length",
|
738 |
+
"type": "num_interval"
|
739 |
+
},
|
740 |
+
{
|
741 |
+
"defaults": 1,
|
742 |
+
"limits_list": [
|
743 |
+
1,
|
744 |
+
5
|
745 |
+
],
|
746 |
+
"param_name": "drop_width",
|
747 |
+
"type": "num_interval"
|
748 |
+
},
|
749 |
+
{
|
750 |
+
"param_name": "drop_color",
|
751 |
+
"type": "rgb"
|
752 |
+
},
|
753 |
+
{
|
754 |
+
"defaults": 7,
|
755 |
+
"limits_list": [
|
756 |
+
1,
|
757 |
+
15
|
758 |
+
],
|
759 |
+
"param_name": "blur_value",
|
760 |
+
"type": "num_interval"
|
761 |
+
},
|
762 |
+
{
|
763 |
+
"defaults": 0.7,
|
764 |
+
"limits_list": [
|
765 |
+
0.0,
|
766 |
+
1.0
|
767 |
+
],
|
768 |
+
"param_name": "brightness_coefficient",
|
769 |
+
"type": "num_interval"
|
770 |
+
},
|
771 |
+
{
|
772 |
+
"options_list": [
|
773 |
+
"None",
|
774 |
+
"drizzle",
|
775 |
+
"heavy",
|
776 |
+
"torrestial"
|
777 |
+
],
|
778 |
+
"param_name": "rain_type",
|
779 |
+
"type": "radio"
|
780 |
+
}
|
781 |
+
],
|
782 |
+
"RandomResizedCrop": [
|
783 |
+
{
|
784 |
+
"param_name": "height",
|
785 |
+
"placeholder": {
|
786 |
+
"defaults": "image_height",
|
787 |
+
"limits_list": [
|
788 |
+
1,
|
789 |
+
"image_height"
|
790 |
+
]
|
791 |
+
},
|
792 |
+
"type": "num_interval"
|
793 |
+
},
|
794 |
+
{
|
795 |
+
"param_name": "width",
|
796 |
+
"placeholder": {
|
797 |
+
"defaults": "image_width",
|
798 |
+
"limits_list": [
|
799 |
+
1,
|
800 |
+
"image_width"
|
801 |
+
]
|
802 |
+
},
|
803 |
+
"type": "num_interval"
|
804 |
+
},
|
805 |
+
{
|
806 |
+
"defaults": [
|
807 |
+
0.08,
|
808 |
+
1.0
|
809 |
+
],
|
810 |
+
"limits_list": [
|
811 |
+
0.01,
|
812 |
+
1.0
|
813 |
+
],
|
814 |
+
"param_name": "scale",
|
815 |
+
"type": "num_interval"
|
816 |
+
},
|
817 |
+
{
|
818 |
+
"defaults": [
|
819 |
+
0.75,
|
820 |
+
1.3333333333333333
|
821 |
+
],
|
822 |
+
"limits_list": [
|
823 |
+
0.1,
|
824 |
+
10.0
|
825 |
+
],
|
826 |
+
"param_name": "ratio",
|
827 |
+
"type": "num_interval"
|
828 |
+
},
|
829 |
+
{
|
830 |
+
"options_list": [
|
831 |
+
0,
|
832 |
+
1,
|
833 |
+
2,
|
834 |
+
3,
|
835 |
+
4
|
836 |
+
],
|
837 |
+
"param_name": "interpolation",
|
838 |
+
"type": "radio"
|
839 |
+
}
|
840 |
+
],
|
841 |
+
"RandomRotate90": [],
|
842 |
"RandomScale": [
|
843 |
{
|
844 |
"defaults": [
|
|
|
864 |
"type": "radio"
|
865 |
}
|
866 |
],
|
867 |
+
"RandomSizedCrop": [
|
868 |
+
{
|
869 |
+
"param_name": "min_max_height",
|
870 |
+
"placeholder": {
|
871 |
+
"defaults": "image_half_height",
|
872 |
+
"limits_list": [
|
873 |
+
1,
|
874 |
+
"image_height"
|
875 |
+
]
|
876 |
+
},
|
877 |
+
"type": "num_interval"
|
878 |
+
},
|
879 |
+
{
|
880 |
+
"param_name": "height",
|
881 |
+
"placeholder": {
|
882 |
+
"defaults": "image_height",
|
883 |
+
"limits_list": [
|
884 |
+
1,
|
885 |
+
"image_height"
|
886 |
+
]
|
887 |
+
},
|
888 |
+
"type": "num_interval"
|
889 |
+
},
|
890 |
+
{
|
891 |
+
"param_name": "width",
|
892 |
+
"placeholder": {
|
893 |
+
"defaults": "image_width",
|
894 |
+
"limits_list": [
|
895 |
+
1,
|
896 |
+
"image_width"
|
897 |
+
]
|
898 |
+
},
|
899 |
+
"type": "num_interval"
|
900 |
+
},
|
901 |
+
{
|
902 |
+
"defaults": 1.0,
|
903 |
+
"limits_list": [
|
904 |
+
0.1,
|
905 |
+
10.0
|
906 |
+
],
|
907 |
+
"param_name": "w2h_ratio",
|
908 |
+
"type": "num_interval"
|
909 |
+
},
|
910 |
+
{
|
911 |
+
"options_list": [
|
912 |
+
0,
|
913 |
+
1,
|
914 |
+
2,
|
915 |
+
3,
|
916 |
+
4
|
917 |
+
],
|
918 |
+
"param_name": "interpolation",
|
919 |
+
"type": "radio"
|
920 |
+
}
|
921 |
+
],
|
922 |
"RandomSnow": [
|
923 |
{
|
924 |
"defaults_list": [
|
|
|
945 |
"type": "num_interval"
|
946 |
}
|
947 |
],
|
948 |
+
"Resize": [
|
949 |
+
{
|
950 |
+
"param_name": "height",
|
951 |
+
"placeholder": {
|
952 |
+
"defaults": "image_half_height",
|
953 |
+
"limits_list": [
|
954 |
+
1,
|
955 |
+
"image_height"
|
956 |
+
]
|
957 |
+
},
|
958 |
+
"type": "num_interval"
|
959 |
+
},
|
960 |
+
{
|
961 |
+
"param_name": "width",
|
962 |
+
"placeholder": {
|
963 |
+
"defaults": "image_half_width",
|
964 |
+
"limits_list": [
|
965 |
+
1,
|
966 |
+
"image_width"
|
967 |
+
]
|
968 |
+
},
|
969 |
+
"type": "num_interval"
|
970 |
+
},
|
971 |
+
{
|
972 |
+
"options_list": [
|
973 |
+
0,
|
974 |
+
1,
|
975 |
+
2,
|
976 |
+
3,
|
977 |
+
4
|
978 |
+
],
|
979 |
+
"param_name": "interpolation",
|
980 |
+
"type": "radio"
|
981 |
+
}
|
982 |
+
],
|
983 |
+
"Rotate": [
|
984 |
+
{
|
985 |
+
"defaults": [
|
986 |
+
-90,
|
987 |
+
90
|
988 |
+
],
|
989 |
+
"limits_list": [
|
990 |
+
-360,
|
991 |
+
360
|
992 |
+
],
|
993 |
+
"param_name": "limit",
|
994 |
+
"type": "num_interval"
|
995 |
+
},
|
996 |
+
{
|
997 |
+
"options_list": [
|
998 |
+
0,
|
999 |
+
1,
|
1000 |
+
2,
|
1001 |
+
3,
|
1002 |
+
4
|
1003 |
+
],
|
1004 |
+
"param_name": "interpolation",
|
1005 |
+
"type": "radio"
|
1006 |
+
},
|
1007 |
+
{
|
1008 |
+
"options_list": [
|
1009 |
+
0,
|
1010 |
+
1,
|
1011 |
+
2,
|
1012 |
+
3,
|
1013 |
+
4
|
1014 |
+
],
|
1015 |
+
"param_name": "border_mode",
|
1016 |
+
"type": "radio"
|
1017 |
+
},
|
1018 |
+
{
|
1019 |
+
"param_name": "value",
|
1020 |
+
"type": "rgb"
|
1021 |
+
}
|
1022 |
+
],
|
1023 |
+
"ShiftScaleRotate": [
|
1024 |
+
{
|
1025 |
+
"defaults": [
|
1026 |
+
-1.0,
|
1027 |
+
1.0
|
1028 |
+
],
|
1029 |
+
"limits_list": [
|
1030 |
+
-0.06,
|
1031 |
+
0.06
|
1032 |
+
],
|
1033 |
+
"param_name": "shift_limit",
|
1034 |
+
"type": "num_interval"
|
1035 |
+
},
|
1036 |
+
{
|
1037 |
+
"defaults": [
|
1038 |
+
-2.0,
|
1039 |
+
2.0
|
1040 |
+
],
|
1041 |
+
"limits_list": [
|
1042 |
+
-0.1,
|
1043 |
+
0.1
|
1044 |
+
],
|
1045 |
+
"param_name": "scale_limit",
|
1046 |
+
"type": "num_interval"
|
1047 |
+
},
|
1048 |
+
{
|
1049 |
+
"defaults": [
|
1050 |
+
-90,
|
1051 |
+
90
|
1052 |
+
],
|
1053 |
+
"limits_list": [
|
1054 |
+
-360,
|
1055 |
+
360
|
1056 |
+
],
|
1057 |
+
"param_name": "rotate_limit",
|
1058 |
+
"type": "num_interval"
|
1059 |
+
},
|
1060 |
+
{
|
1061 |
+
"options_list": [
|
1062 |
+
0,
|
1063 |
+
1,
|
1064 |
+
2,
|
1065 |
+
3,
|
1066 |
+
4
|
1067 |
+
],
|
1068 |
+
"param_name": "interpolation",
|
1069 |
+
"type": "radio"
|
1070 |
+
},
|
1071 |
+
{
|
1072 |
+
"options_list": [
|
1073 |
+
0,
|
1074 |
+
1,
|
1075 |
+
2,
|
1076 |
+
3,
|
1077 |
+
4
|
1078 |
+
],
|
1079 |
+
"param_name": "border_mode",
|
1080 |
+
"type": "radio"
|
1081 |
+
},
|
1082 |
+
{
|
1083 |
+
"param_name": "value",
|
1084 |
+
"type": "rgb"
|
1085 |
+
}
|
1086 |
+
],
|
1087 |
+
"SmallestMaxSize": [
|
1088 |
+
{
|
1089 |
+
"defaults": 512,
|
1090 |
+
"limits_list": [
|
1091 |
+
1,
|
1092 |
+
1024
|
1093 |
+
],
|
1094 |
+
"param_name": "max_size",
|
1095 |
+
"type": "num_interval"
|
1096 |
+
},
|
1097 |
+
{
|
1098 |
+
"options_list": [
|
1099 |
+
0,
|
1100 |
+
1,
|
1101 |
+
2,
|
1102 |
+
3,
|
1103 |
+
4
|
1104 |
+
],
|
1105 |
+
"param_name": "interpolation",
|
1106 |
+
"type": "radio"
|
1107 |
+
}
|
1108 |
+
],
|
1109 |
"Solarize": [
|
1110 |
{
|
1111 |
"defaults": 128,
|
src/control.py
CHANGED
@@ -31,7 +31,7 @@ def select_several_nums(
|
|
31 |
def select_min_max(param_name, limits_list, defaults_list, min_diff=0, **kwargs):
|
32 |
assert len(param_name) == 2
|
33 |
result = list(
|
34 |
-
|
35 |
)
|
36 |
if result[1] - result[0] < min_diff:
|
37 |
diff = min_diff - result[1] + result[0]
|
@@ -54,10 +54,17 @@ def select_RGB(param_name, **kwargs):
|
|
54 |
return tuple(result)
|
55 |
|
56 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
57 |
def select_radio(param_name, options_list, **kwargs):
|
58 |
st.sidebar.subheader(param_name)
|
59 |
result = st.sidebar.radio("", options_list)
|
60 |
-
return result
|
61 |
|
62 |
|
63 |
def select_checkbox(param_name, defaults, **kwargs):
|
|
|
31 |
def select_min_max(param_name, limits_list, defaults_list, min_diff=0, **kwargs):
|
32 |
assert len(param_name) == 2
|
33 |
result = list(
|
34 |
+
select_num_interval(" & ".join(param_name), limits_list, defaults_list)
|
35 |
)
|
36 |
if result[1] - result[0] < min_diff:
|
37 |
diff = min_diff - result[1] + result[0]
|
|
|
54 |
return tuple(result)
|
55 |
|
56 |
|
57 |
+
def replace_none(string):
|
58 |
+
if string == "None":
|
59 |
+
return None
|
60 |
+
else:
|
61 |
+
return string
|
62 |
+
|
63 |
+
|
64 |
def select_radio(param_name, options_list, **kwargs):
|
65 |
st.sidebar.subheader(param_name)
|
66 |
result = st.sidebar.radio("", options_list)
|
67 |
+
return replace_none(result)
|
68 |
|
69 |
|
70 |
def select_checkbox(param_name, defaults, **kwargs):
|
tests/test_utils.py
CHANGED
@@ -36,8 +36,20 @@ def test_load_augmentations_config():
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)
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for transform_name in augmentations.keys():
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-
if transform_name in [
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param_values = {"p": 1.0, "height": 10, "width": 10}
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elif transform_name in ["Crop"]:
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param_values = {"p": 1.0, "x_max": 10, "y_max": 10}
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else:
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)
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for transform_name in augmentations.keys():
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+
if transform_name in [
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"CenterCrop",
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"RandomCrop",
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"RandomResizedCrop",
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"Resize",
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]:
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param_values = {"p": 1.0, "height": 10, "width": 10}
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elif transform_name in ["RandomSizedCrop"]:
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param_values = {
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"p": 1.0,
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"height": 10,
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"width": 10,
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"min_max_height": (50, 50),
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}
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elif transform_name in ["Crop"]:
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param_values = {"p": 1.0, "x_max": 10, "y_max": 10}
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else:
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