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authorNikolas Nyby <nikolas@gnu.org>2021-08-06 15:18:02 -0400
committerNikolas Nyby <nikolas@gnu.org>2021-08-06 15:19:08 -0400
commitb8def71a94bd516d1b3bc684e0db704a2d177d7a (patch)
treef9a9781216179a8240fd223d0f962a0506627630
parent47ff3a11527c13732bcf18cbe0eca4d2037f3891 (diff)
Fix some flake8 errors in cleanup and nsfw_detect
Just some minor code cleanup
-rwxr-xr-xcleanup.py7
-rwxr-xr-xnsfw_detect.py37
2 files changed, 30 insertions, 14 deletions
diff --git a/cleanup.py b/cleanup.py
index 09193e1..0f9a5ce 100755
--- a/cleanup.py
+++ b/cleanup.py
@@ -18,7 +18,10 @@
and limitations under the License.
"""
-import os, sys, time, datetime
+import os
+import sys
+import time
+import datetime
from fhost import app
os.chdir(os.path.dirname(sys.argv[0]))
@@ -33,7 +36,7 @@ maxd = 365
for f in files:
stat = os.stat(f)
systime = time.time()
- age = datetime.timedelta(seconds = systime - stat.st_mtime).days
+ age = datetime.timedelta(seconds=(systime - stat.st_mtime)).days
maxage = mind + (-maxd + mind) * (stat.st_size / maxs - 1) ** 3
diff --git a/nsfw_detect.py b/nsfw_detect.py
index 04a6129..6bd9219 100755
--- a/nsfw_detect.py
+++ b/nsfw_detect.py
@@ -24,21 +24,30 @@ import sys
from io import BytesIO
from subprocess import run, PIPE, DEVNULL
-os.environ["GLOG_minloglevel"] = "2" # seriously :|
import caffe
+os.environ["GLOG_minloglevel"] = "2" # seriously :|
+
+
class NSFWDetector:
def __init__(self):
npath = os.path.join(os.path.dirname(__file__), "nsfw_model")
- self.nsfw_net = caffe.Net(os.path.join(npath, "deploy.prototxt"),
- os.path.join(npath, "resnet_50_1by2_nsfw.caffemodel"),
- caffe.TEST)
- self.caffe_transformer = caffe.io.Transformer({'data': self.nsfw_net.blobs['data'].data.shape})
- self.caffe_transformer.set_transpose('data', (2, 0, 1)) # move image channels to outermost
- self.caffe_transformer.set_mean('data', np.array([104, 117, 123])) # subtract the dataset-mean value in each channel
- self.caffe_transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]
- self.caffe_transformer.set_channel_swap('data', (2, 1, 0)) # swap channels from RGB to BGR
+ self.nsfw_net = caffe.Net(
+ os.path.join(npath, "deploy.prototxt"),
+ os.path.join(npath, "resnet_50_1by2_nsfw.caffemodel"),
+ caffe.TEST)
+ self.caffe_transformer = caffe.io.Transformer({
+ 'data': self.nsfw_net.blobs['data'].data.shape
+ })
+ # move image channels to outermost
+ self.caffe_transformer.set_transpose('data', (2, 0, 1))
+ # subtract the dataset-mean value in each channel
+ self.caffe_transformer.set_mean('data', np.array([104, 117, 123]))
+ # rescale from [0, 1] to [0, 255]
+ self.caffe_transformer.set_raw_scale('data', 255)
+ # swap channels from RGB to BGR
+ self.caffe_transformer.set_channel_swap('data', (2, 1, 0))
def _compute(self, img):
image = caffe.io.load_image(BytesIO(img))
@@ -54,8 +63,8 @@ class NSFWDetector:
input_name = self.nsfw_net.inputs[0]
output_layers = ["prob"]
- all_outputs = self.nsfw_net.forward_all(blobs=output_layers,
- **{input_name: transformed_image})
+ all_outputs = self.nsfw_net.forward_all(
+ blobs=output_layers, **{input_name: transformed_image})
outputs = all_outputs[output_layers[0]][0].astype(float)
@@ -63,7 +72,10 @@ class NSFWDetector:
def detect(self, fpath):
try:
- ff = run(["ffmpegthumbnailer", "-m", "-o-", "-s256", "-t50%", "-a", "-cpng", "-i", fpath], stdout=PIPE, stderr=DEVNULL, check=True)
+ ff = run([
+ "ffmpegthumbnailer", "-m", "-o-", "-s256", "-t50%", "-a",
+ "-cpng", "-i", fpath
+ ], stdout=PIPE, stderr=DEVNULL, check=True)
image_data = ff.stdout
except:
return -1.0
@@ -72,6 +84,7 @@ class NSFWDetector:
return scores[1]
+
if __name__ == "__main__":
n = NSFWDetector()