Video-Summary/LayerFactory.py

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from Layer import Layer
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from Config import Config
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from multiprocessing.pool import ThreadPool
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class LayerFactory:
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def __init__(self, config, data=None):
self.data = {}
self.layers = []
self.tolerance = config["tolerance"]
self.ttolerance = config["ttolerance"]
self.minLayerLength = config["minLayerLength"]
self.maxLayerLength = config["maxLayerLength"]
self.resizeWidth = config["resizeWidth"]
self.footagePath = config["inputPath"]
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print("LayerFactory constructed")
self.data = data
if data is not None:
self.extractLayers(data)
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def removeStaticLayers(self):
'''Removes Layers with little to no movement'''
layers = []
for i, layer in enumerate(self.layers):
checks = 0
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for bound in layer.bounds[0]:
for bound2 in layer.bounds[-1]:
if abs(bound[0] - bound2[0]) < 10:
checks += 1
if abs(bound[1] - bound2[1]) < 10:
checks += 1
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if checks <= 2:
layers.append(layer)
self.layers = layers
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def freeData(self):
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self.data.clear()
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layers = []
for l in self.layers:
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if l.getLength() < self.maxLayerLength and l.getLength() > self.minLayerLength:
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layers.append(l)
self.layers = layers
self.removeStaticLayers()
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def extractLayers(self, data = None):
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if self.data is None:
if data is None:
print("LayerFactory data was none")
return None
else:
self.data = data
frameNumber = min(data)
contours = data[frameNumber]
for contour in contours:
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self.layers.append(Layer(frameNumber, contour))
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self.oldLayerIDs = []
with ThreadPool(16) as pool:
for frameNumber in sorted(data.keys()):
contours = data[frameNumber]
if frameNumber%5000 == 0:
print(f"{int(round(frameNumber/max(data.keys()), 2)*100)}% done with Layer extraction")
tmp = [[frameNumber, contour] for contour in contours]
#pool.map_async(self.getLayers, tmp)
for x in tmp:
self.getLayers(x)
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self.freeData()
self.sortLayers()
return self.layers
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def getLayers(self, data):
frameNumber = data[0]
bounds = data[1]
(x,y,w,h) = bounds
tol = self.tolerance
foundLayer = False
for i in set(range(0, len(self.layers))).difference(set(self.oldLayerIDs)):
if frameNumber - self.layers[i].lastFrame > self.ttolerance:
self.oldLayerIDs.append(i)
continue
for bounds in self.layers[i].bounds[-1]:
if bounds is None:
break
(x2,y2,w2,h2) = bounds
if self.contoursOverlay((x-tol,y+h+tol), (x+w+tol,y-tol), (x2,y2+h2), (x2+w2,y2)):
self.layers[i].add(frameNumber, (x,y,w,h))
foundLayer = True
break
if not foundLayer:
self.layers.append(Layer(frameNumber, (x,y,w,h)))
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def contoursOverlay(self, l1, r1, l2, r2):
# If one rectangle is on left side of other
if(l1[0] >= r2[0] or l2[0] >= r1[0]):
return False
# If one rectangle is above other
if(l1[1] <= r2[1] or l2[1] <= r1[1]):
return False
return True
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def fillLayers(self):
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for i in range(len(self.layers)):
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if i % 20 == 0:
print(f"filled {int(round(i/len(self.layers),2)*100)}% of all Layers")
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self.layers[i].fill(self.footagePath, self.resizeWidth)
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def sortLayers(self):
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self.layers.sort(key = lambda c:c.startFrame)