From 994d216ffe8c3105b750298324eee26071dcfcc4 Mon Sep 17 00:00:00 2001
From: Andre Anjos <andre.dos.anjos@gmail.com>
Date: Thu, 19 Mar 2020 17:37:53 +0100
Subject: [PATCH] [all] Remove unused imports
---
bob/ip/binseg/configs/datasets/amdrive.py | 1 -
bob/ip/binseg/configs/datasets/amdrivetest.py | 1 -
.../configs/datasets/drivestareiostarhrf960sslchase.py | 1 -
bob/ip/binseg/configs/models/driu.py | 2 --
bob/ip/binseg/configs/models/driubn.py | 2 --
bob/ip/binseg/configs/models/driubnssl.py | 2 --
bob/ip/binseg/configs/models/driuod.py | 2 --
bob/ip/binseg/configs/models/driussl.py | 2 --
bob/ip/binseg/configs/models/hed.py | 1 -
bob/ip/binseg/configs/models/m2unet.py | 2 --
bob/ip/binseg/configs/models/m2unetssl.py | 2 --
bob/ip/binseg/configs/models/resunet.py | 2 --
bob/ip/binseg/configs/models/unet.py | 2 --
bob/ip/binseg/data/imagefolderinference.py | 3 ---
bob/ip/binseg/data/transforms.py | 2 --
bob/ip/binseg/engine/inferencer.py | 2 +-
bob/ip/binseg/engine/predicter.py | 2 --
bob/ip/binseg/modeling/resunet.py | 1 -
bob/ip/binseg/modeling/unet.py | 1 -
bob/ip/binseg/script/binseg.py | 6 ------
bob/ip/binseg/test/test_basemetrics.py | 1 -
bob/ip/binseg/test/test_batchmetrics.py | 1 -
bob/ip/binseg/test/test_summary.py | 2 --
bob/ip/binseg/utils/evaluate.py | 6 +-----
bob/ip/binseg/utils/metric.py | 1 -
bob/ip/binseg/utils/model_zoo.py | 4 ----
bob/ip/binseg/utils/summary.py | 2 --
27 files changed, 2 insertions(+), 54 deletions(-)
diff --git a/bob/ip/binseg/configs/datasets/amdrive.py b/bob/ip/binseg/configs/datasets/amdrive.py
index 0b1b1639..27f8d5c0 100644
--- a/bob/ip/binseg/configs/datasets/amdrive.py
+++ b/bob/ip/binseg/configs/datasets/amdrive.py
@@ -1,6 +1,5 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
-from bob.db.drive import Database as DRIVE
from bob.db.stare import Database as STARE
from bob.db.chasedb1 import Database as CHASEDB1
from bob.db.iostar import Database as IOSTAR
diff --git a/bob/ip/binseg/configs/datasets/amdrivetest.py b/bob/ip/binseg/configs/datasets/amdrivetest.py
index 5a6cc4af..0b71274f 100644
--- a/bob/ip/binseg/configs/datasets/amdrivetest.py
+++ b/bob/ip/binseg/configs/datasets/amdrivetest.py
@@ -1,6 +1,5 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
-from bob.db.drive import Database as DRIVE
from bob.db.stare import Database as STARE
from bob.db.chasedb1 import Database as CHASEDB1
from bob.db.iostar import Database as IOSTAR
diff --git a/bob/ip/binseg/configs/datasets/drivestareiostarhrf960sslchase.py b/bob/ip/binseg/configs/datasets/drivestareiostarhrf960sslchase.py
index 46a351d7..2aea4222 100644
--- a/bob/ip/binseg/configs/datasets/drivestareiostarhrf960sslchase.py
+++ b/bob/ip/binseg/configs/datasets/drivestareiostarhrf960sslchase.py
@@ -3,7 +3,6 @@ from bob.ip.binseg.configs.datasets.stare960 import dataset as stare
from bob.ip.binseg.configs.datasets.hrf960 import dataset as hrf
from bob.ip.binseg.configs.datasets.iostarvessel960 import dataset as iostar
from bob.db.chasedb1 import Database as CHASE
-from bob.db.hrf import Database as HRF
from bob.ip.binseg.data.transforms import *
import torch
from bob.ip.binseg.data.binsegdataset import (
diff --git a/bob/ip/binseg/configs/models/driu.py b/bob/ip/binseg/configs/models/driu.py
index 16ec3fca..cbf4f41e 100644
--- a/bob/ip/binseg/configs/models/driu.py
+++ b/bob/ip/binseg/configs/models/driu.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.driu import build_driu
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import SoftJaccardBCELogitsLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/driubn.py b/bob/ip/binseg/configs/models/driubn.py
index aedf52ed..2e69cadc 100644
--- a/bob/ip/binseg/configs/models/driubn.py
+++ b/bob/ip/binseg/configs/models/driubn.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.driubn import build_driu
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import SoftJaccardBCELogitsLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/driubnssl.py b/bob/ip/binseg/configs/models/driubnssl.py
index 429a0500..e04a47a1 100644
--- a/bob/ip/binseg/configs/models/driubnssl.py
+++ b/bob/ip/binseg/configs/models/driubnssl.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.driubn import build_driu
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import MixJacLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/driuod.py b/bob/ip/binseg/configs/models/driuod.py
index b53fc751..5fdbf582 100644
--- a/bob/ip/binseg/configs/models/driuod.py
+++ b/bob/ip/binseg/configs/models/driuod.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.driuod import build_driuod
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import SoftJaccardBCELogitsLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/driussl.py b/bob/ip/binseg/configs/models/driussl.py
index a5d49950..38c96982 100644
--- a/bob/ip/binseg/configs/models/driussl.py
+++ b/bob/ip/binseg/configs/models/driussl.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.driu import build_driu
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import MixJacLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/hed.py b/bob/ip/binseg/configs/models/hed.py
index ee905048..0a6b3250 100644
--- a/bob/ip/binseg/configs/models/hed.py
+++ b/bob/ip/binseg/configs/models/hed.py
@@ -3,7 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.hed import build_hed
-import torch.optim as optim
from bob.ip.binseg.modeling.losses import HEDSoftJaccardBCELogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/m2unet.py b/bob/ip/binseg/configs/models/m2unet.py
index 4dd0da54..a1626c91 100644
--- a/bob/ip/binseg/configs/models/m2unet.py
+++ b/bob/ip/binseg/configs/models/m2unet.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.m2u import build_m2unet
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import SoftJaccardBCELogitsLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/m2unetssl.py b/bob/ip/binseg/configs/models/m2unetssl.py
index 4eab3c6c..a6ef11a5 100644
--- a/bob/ip/binseg/configs/models/m2unetssl.py
+++ b/bob/ip/binseg/configs/models/m2unetssl.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.m2u import build_m2unet
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import MixJacLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/resunet.py b/bob/ip/binseg/configs/models/resunet.py
index b2129d5e..ca9bc8b4 100644
--- a/bob/ip/binseg/configs/models/resunet.py
+++ b/bob/ip/binseg/configs/models/resunet.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.resunet import build_res50unet
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import SoftJaccardBCELogitsLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/configs/models/unet.py b/bob/ip/binseg/configs/models/unet.py
index c129c5d9..59d96eac 100644
--- a/bob/ip/binseg/configs/models/unet.py
+++ b/bob/ip/binseg/configs/models/unet.py
@@ -3,8 +3,6 @@
from torch.optim.lr_scheduler import MultiStepLR
from bob.ip.binseg.modeling.unet import build_unet
-import torch.optim as optim
-from torch.nn import BCEWithLogitsLoss
from bob.ip.binseg.utils.model_zoo import modelurls
from bob.ip.binseg.modeling.losses import SoftJaccardBCELogitsLoss
from bob.ip.binseg.engine.adabound import AdaBound
diff --git a/bob/ip/binseg/data/imagefolderinference.py b/bob/ip/binseg/data/imagefolderinference.py
index 5a3fdfa0..6f21d2e9 100644
--- a/bob/ip/binseg/data/imagefolderinference.py
+++ b/bob/ip/binseg/data/imagefolderinference.py
@@ -4,9 +4,6 @@ from torch.utils.data import Dataset
from pathlib import Path
import numpy as np
from PIL import Image
-import torch
-import torchvision.transforms.functional as VF
-import bob.io.base
def get_file_lists(data_path, glob):
diff --git a/bob/ip/binseg/data/transforms.py b/bob/ip/binseg/data/transforms.py
index 05040e46..6dfd0f56 100644
--- a/bob/ip/binseg/data/transforms.py
+++ b/bob/ip/binseg/data/transforms.py
@@ -11,12 +11,10 @@ of `torchvision <https://github.com/pytorch/vision>`_.
import torchvision.transforms.functional as VF
import random
-import PIL
from PIL import Image
from torchvision.transforms.transforms import Lambda
from torchvision.transforms.transforms import Compose as TorchVisionCompose
import math
-from math import floor
import warnings
import collections
import bob.core
diff --git a/bob/ip/binseg/engine/inferencer.py b/bob/ip/binseg/engine/inferencer.py
index 43f2dd7e..f09b39b0 100644
--- a/bob/ip/binseg/engine/inferencer.py
+++ b/bob/ip/binseg/engine/inferencer.py
@@ -13,7 +13,7 @@ from tqdm import tqdm
import bob.io.base
-from bob.ip.binseg.utils.metric import SmoothedValue, base_metrics
+from bob.ip.binseg.utils.metric import base_metrics
from bob.ip.binseg.utils.plot import precision_recall_f1iso_confintval
from bob.ip.binseg.utils.summary import summary
diff --git a/bob/ip/binseg/engine/predicter.py b/bob/ip/binseg/engine/predicter.py
index d8fb2de3..764af86d 100644
--- a/bob/ip/binseg/engine/predicter.py
+++ b/bob/ip/binseg/engine/predicter.py
@@ -7,10 +7,8 @@ import time
import datetime
import numpy as np
import torch
-import torchvision.transforms.functional as VF
from tqdm import tqdm
-from bob.ip.binseg.utils.summary import summary
from bob.ip.binseg.engine.inferencer import save_probability_images
from bob.ip.binseg.engine.inferencer import save_hdf
diff --git a/bob/ip/binseg/modeling/resunet.py b/bob/ip/binseg/modeling/resunet.py
index 7b262c7a..c27efeb3 100644
--- a/bob/ip/binseg/modeling/resunet.py
+++ b/bob/ip/binseg/modeling/resunet.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
import torch.nn as nn
-import torch
from collections import OrderedDict
from bob.ip.binseg.modeling.make_layers import (
conv_with_kaiming_uniform,
diff --git a/bob/ip/binseg/modeling/unet.py b/bob/ip/binseg/modeling/unet.py
index 7602d63a..ac3f1d58 100644
--- a/bob/ip/binseg/modeling/unet.py
+++ b/bob/ip/binseg/modeling/unet.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
import torch.nn as nn
-import torch
from collections import OrderedDict
from bob.ip.binseg.modeling.make_layers import (
conv_with_kaiming_uniform,
diff --git a/bob/ip/binseg/script/binseg.py b/bob/ip/binseg/script/binseg.py
index 9fc05e9a..5bb0ece6 100644
--- a/bob/ip/binseg/script/binseg.py
+++ b/bob/ip/binseg/script/binseg.py
@@ -5,11 +5,7 @@
import os
-import time
-import numpy
-import collections
import pkg_resources
-import glob
import click
from click_plugins import with_plugins
@@ -17,7 +13,6 @@ from click_plugins import with_plugins
import logging
import torch
-import bob.extension
from bob.extension.scripts.click_helper import (
verbosity_option,
ConfigCommand,
@@ -45,7 +40,6 @@ logger = logging.getLogger(__name__)
@click.group(cls=AliasedGroup)
def binseg():
"""Binary 2D Fundus Image Segmentation Benchmark commands."""
- pass
# Train
diff --git a/bob/ip/binseg/test/test_basemetrics.py b/bob/ip/binseg/test/test_basemetrics.py
index 6cd71614..969894f5 100644
--- a/bob/ip/binseg/test/test_basemetrics.py
+++ b/bob/ip/binseg/test/test_basemetrics.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
import unittest
-import numpy as np
from bob.ip.binseg.utils.metric import base_metrics
import random
diff --git a/bob/ip/binseg/test/test_batchmetrics.py b/bob/ip/binseg/test/test_batchmetrics.py
index 25868691..ca00945d 100644
--- a/bob/ip/binseg/test/test_batchmetrics.py
+++ b/bob/ip/binseg/test/test_batchmetrics.py
@@ -2,7 +2,6 @@
# -*- coding: utf-8 -*-
import unittest
-import numpy as np
from bob.ip.binseg.engine.inferencer import batch_metrics
import random
import shutil, tempfile
diff --git a/bob/ip/binseg/test/test_summary.py b/bob/ip/binseg/test/test_summary.py
index aebcaace..1c053b4f 100644
--- a/bob/ip/binseg/test/test_summary.py
+++ b/bob/ip/binseg/test/test_summary.py
@@ -1,9 +1,7 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
-import torch
import unittest
-import numpy as np
from bob.ip.binseg.modeling.driu import build_driu
from bob.ip.binseg.modeling.driuod import build_driuod
from bob.ip.binseg.modeling.hed import build_hed
diff --git a/bob/ip/binseg/utils/evaluate.py b/bob/ip/binseg/utils/evaluate.py
index d891a1ce..5015e5b3 100644
--- a/bob/ip/binseg/utils/evaluate.py
+++ b/bob/ip/binseg/utils/evaluate.py
@@ -4,20 +4,16 @@
#
import os
import logging
-import time
-import datetime
import numpy as np
import torch
import pandas as pd
-import torchvision.transforms.functional as VF
from tqdm import tqdm
-from bob.ip.binseg.utils.metric import SmoothedValue, base_metrics
+from bob.ip.binseg.utils.metric import base_metrics
from bob.ip.binseg.utils.plot import (
precision_recall_f1iso,
precision_recall_f1iso_confintval,
)
-from bob.ip.binseg.utils.summary import summary
from PIL import Image
from torchvision.transforms.functional import to_tensor
diff --git a/bob/ip/binseg/utils/metric.py b/bob/ip/binseg/utils/metric.py
index 471cac63..d38e80df 100644
--- a/bob/ip/binseg/utils/metric.py
+++ b/bob/ip/binseg/utils/metric.py
@@ -1,7 +1,6 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
-from collections import defaultdict
from collections import deque
import torch
diff --git a/bob/ip/binseg/utils/model_zoo.py b/bob/ip/binseg/utils/model_zoo.py
index 18052744..47197c88 100644
--- a/bob/ip/binseg/utils/model_zoo.py
+++ b/bob/ip/binseg/utils/model_zoo.py
@@ -5,16 +5,12 @@
# https://github.com/pytorch/pytorch/blob/master/torch/hub.py
# https://github.com/facebookresearch/maskrcnn-benchmark/blob/master/maskrcnn_benchmark/utils/checkpoint.py
-import errno
import hashlib
import os
import re
import shutil
import sys
import tempfile
-import torch
-import warnings
-import zipfile
from urllib.request import urlopen
from urllib.parse import urlparse
from tqdm import tqdm
diff --git a/bob/ip/binseg/utils/summary.py b/bob/ip/binseg/utils/summary.py
index 17cf07c3..97fc09da 100644
--- a/bob/ip/binseg/utils/summary.py
+++ b/bob/ip/binseg/utils/summary.py
@@ -3,11 +3,9 @@
# Adapted from https://github.com/pytorch/pytorch/issues/2001#issuecomment-405675488
import sys
-import logging
from functools import reduce
from torch.nn.modules.module import _addindent
-from bob.ip.binseg.modeling.driu import build_driu
def summary(model, file=sys.stderr):
--
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