refactored BallFinder and live detection demo
This commit is contained in:
@@ -67,8 +67,14 @@ class Colorpicker(object):
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return cv2.waitKey(1)
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return cv2.waitKey(1)
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def save(self, filename):
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def save(self, filename):
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try:
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with open(filename) as f:
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conf = json.load(f)
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except FileNotFoundError:
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conf = {}
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conf.update(self.settings)
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with open(filename, 'w') as f:
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with open(filename, 'w') as f:
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json.dump(self.settings, f, indent=4)
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json.dump(conf, f, indent=4)
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def load(self, filename):
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def load(self, filename):
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with open(filename) as f:
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with open(filename) as f:
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22
scripts/detection_demo.py
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22
scripts/detection_demo.py
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@@ -0,0 +1,22 @@
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from __future__ import print_function
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from __future__ import division
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import json
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from imagereaders import NaoImageReader, VideoReader
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from finders import BallFinder
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if __name__ == '__main__':
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video = VideoReader(0, loop=True)
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with open('ball_hsv.json') as f:
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hsv = json.load(f)
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hsv_lower = tuple(map(hsv.get, ('low_h', 'low_s', 'low_v')))
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hsv_upper = tuple(map(hsv.get, ('high_h', 'high_s', 'high_v')))
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finder = BallFinder(hsv_lower, hsv_upper, 5, None)
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try:
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while True:
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frame = video.get_frame()
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finder.find_colored_ball(frame)
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finder.visualize(frame)
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finally:
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video.close()
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@@ -1,30 +1,16 @@
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from __future__ import print_function
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from __future__ import division
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import json
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import json
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import cv2
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import numpy as np
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# import imutils
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from imagereaders import NaoImageReader, VideoReader
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from collections import deque
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from collections import deque
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import cv2
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red_lower = (0, 185, 170) # HSV coded red interval
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red_upper = (2, 255, 255)
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class BallFinder(object):
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class BallFinder(object):
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def __init__(self, hsv_lower, hsv_upper, min_radius, width,
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def __init__(self, hsv_lower, hsv_upper, min_radius, viz=False):
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viz=False):
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self.hsv_lower = hsv_lower
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self.hsv_lower = hsv_lower
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self.hsv_upper = hsv_upper
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self.hsv_upper = hsv_upper
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self.min_radius = min_radius
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self.min_radius = min_radius
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self.width = width
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self.history = deque(maxlen=64)
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self.history = deque(maxlen=64)
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self.last_center = None
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self.last_radius = None
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self.viz = viz
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self.viz = viz
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if self.viz:
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if self.viz:
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@@ -50,6 +36,7 @@ class BallFinder(object):
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# only proceed if at least one contour was found
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# only proceed if at least one contour was found
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if len(cnts) == 0:
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if len(cnts) == 0:
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print('Nothin there')
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print('Nothin there')
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self.history.appendleft(None)
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return None
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return None
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# find the largest contour in the mask, then use it to compute
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# find the largest contour in the mask, then use it to compute
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@@ -58,35 +45,25 @@ class BallFinder(object):
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((x, y), radius) = cv2.minEnclosingCircle(c)
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((x, y), radius) = cv2.minEnclosingCircle(c)
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if radius < self.min_radius:
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if radius < self.min_radius:
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self.history.appendleft(None)
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return None
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return None
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M = cv2.moments(c)
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M = cv2.moments(c)
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center = (int(M["m10"] / M["m00"]),int(M["m01"] // M["m00"]))
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center = (int(M["m10"] / M["m00"]),int(M["m01"] // M["m00"]))
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self.history.appendleft(center, int(radius))
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return center, int(radius)
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return center, int(radius)
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def next_frame(self, frame):
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def visualize(self, frame):
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# maybe resize the frame, maybe blur it
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if not self.viz:
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# if self.width is not None:
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raise ValueError(
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# frame = imutils.resize(frame, width=self.width)
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'Visualization needs to be enabled when initializing'
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try:
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)
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self.last_center, self.last_radius = self.find_colored_ball(frame)
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except TypeError: # No red ball found and function returned None
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self.last_center, self.last_radius = None, None
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self.history.appendleft(self.last_center)
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frame = frame.copy()
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self.draw_ball_markers(frame)
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if self.history[0] is not None:
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center, radius = self.history[0]
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# show the frame to screen
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cv2.circle(frame, center, radius, (255, 255, 0), 1)
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if self.viz:
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cv2.circle(frame, center, 5, (0, 255, 0), -1)
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cv2.imshow("Frame", frame)
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return cv2.waitKey(2)
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def draw_ball_markers(self, frame):
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# draw the enclosing circle and ball's centroid on the frame,
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if self.last_center is not None and self.last_radius is not None:
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cv2.circle(frame, self.last_center, self.last_radius,
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(255, 255, 0), 1)
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cv2.circle(frame, self.last_center, 5, (0, 255, 0), -1)
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# loop over the set of tracked points
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# loop over the set of tracked points
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for i in range(1, len(self.history)):
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for i in range(1, len(self.history)):
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@@ -95,25 +72,16 @@ class BallFinder(object):
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continue
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continue
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# otherwise, compute the thickness of the line and
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# otherwise, compute the thickness of the line and
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# draw the connecting lines
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# draw the connecting lines
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thickness = int(np.sqrt(64 / float(i + 1)) * 2.5)
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center_now = self.history[0][0]
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cv2.line(frame, self.history[i - 1], self.history[i],
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center_prev = self.history[1][0]
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(0, 255, 0), thickness)
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thickness = int((64 / (i + 1))**0.5 * 2.5)
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cv2.line(frame, center_now, center_prev, (0, 255, 0), thickness)
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return frame
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# show the frame to screen
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cv2.imshow("Frame", frame)
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return cv2.waitKey(1)
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def load_hsv_config(self, filename):
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def load_hsv_config(self, filename):
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with open(filename) as f:
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with open(filename) as f:
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hsv = json.load(f)
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hsv = json.load(f)
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self.hsv_lower = tuple(map(hsv.get, ('low_h', 'low_s', 'low_v')))
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self.hsv_lower = tuple(map(hsv.get, ('low_h', 'low_s', 'low_v')))
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self.hsv_upper = tuple(map(hsv.get, ('high_h', 'high_s', 'high_v')))
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self.hsv_upper = tuple(map(hsv.get, ('high_h', 'high_s', 'high_v')))
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if __name__ == '__main__':
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# video = NaoImageReader('192.168.0.11')
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video = VideoReader(0, loop=True)
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finder = BallFinder(red_lower, red_upper, 5, None)
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try:
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while True:
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finder.next_frame(video.get_frame())
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finally:
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video.close()
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@@ -2,5 +2,13 @@
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"ip": "192.168.0.11",
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"ip": "192.168.0.11",
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"res": 1,
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"res": 1,
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"port": 9559,
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"port": 9559,
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"cam": 0
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"cam": 0,
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"fps": 30,
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"low_s": 175,
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"low_v": 100,
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"high_h": 6,
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"high_v": 255,
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"low_h": 0,
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"high_s": 255,
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"min_radius": 5
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}
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}
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