debounce
Former-commit-id: ccf5a2dc2847f0d8e207937514d6209a127a0a61
This commit is contained in:
@ -12,15 +12,16 @@ import joblib
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import json
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import Find_COM
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from threading import Thread
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import atexit
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LOCAL_DEBUG = True
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LOCAL_DEBUG = False
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if LOCAL_DEBUG:
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print("WARNING: Local debug mode is enabled. Serial communication will be skipped.")
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time.sleep(2)
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class MAT:
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def __init__(self, videoSourceIndex=0, weights_path = "resnet34-1Net.pth", json_path = 'class_indices.json', classes = 2):
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def __init__(self, videoSourceIndex=0, weights_path = "resnet34-1Net.pth", json_path = 'class_indices.json', classes = 2,bounce_time=1):
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print('实验初始化中')
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self.data_root = os.getcwd()
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self.videoSourceIndex = videoSourceIndex # 摄像机编号
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@ -30,6 +31,7 @@ class MAT:
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self.port = Find_COM.list_ch340_ports()[0] # 串口名
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self.pump_ser = serial.Serial(self.port, 9600) # 初始化串口
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self.classes = classes
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self.bounce_time = bounce_time # 防抖时间
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self.total_volume = 0 # 记录总体积
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self.now_volume = 0 # 记录当前注射泵内体积
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self.volume_list = [] # 记录体积变化
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@ -41,11 +43,13 @@ class MAT:
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self.formatted_time = datetime.fromtimestamp(self.start_time).strftime('%Y%m%d_%H%M%S')
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self.model = joblib.load("model.pkl")
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atexit.register(self.start_move_3)
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print("实验开始于", self.formatted_time)
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def start_move_1(self): # 抽料程序
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if LOCAL_DEBUG:return
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data = b"q1h24d" # *2
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self.start_move_init()
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data = b"q1h40d" # *2
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q2h0d"
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@ -54,14 +58,44 @@ class MAT:
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data = b"q4h0d"
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q5h15d"
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data = b"q5h9d"
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q6h3d"
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self.pump_ser.write(data)
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time.sleep(15)
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time.sleep(9)
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print('完成抽取')
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def start_move_init(self): # init
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if LOCAL_DEBUG:return
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data = b"q1h15d" # *2
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q2h0d"
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q4h0d"
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q5h2d"
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q6h2d"
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self.pump_ser.write(data)
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print("send1")
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time.sleep(2)
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data = b"q1h20d" # *2
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self.pump_ser.write(data)
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time.sleep(0.01)
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data = b"q5h1d"
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self.pump_ser.write(data)
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time.sleep(0.1)
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data = b"q6h3d"
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self.pump_ser.write(data)
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print("send2")
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time.sleep(1)
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print('INITED')
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def start_move_2(self, speed=0.1): # 进料程序
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if LOCAL_DEBUG:
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time.sleep(1)
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@ -92,20 +126,23 @@ class MAT:
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if LOCAL_DEBUG:return
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data = b"q6h6d"
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self.pump_ser.write(data)
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def preproc(self, im):
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try:
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hsv = cv2.cvtColor(im,cv2.COLOR_BGR2HSV)
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mask = hsv[:,:,1] > 150
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mask = mask[:,:,np.newaxis]
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cnt = np.count_nonzero(mask)
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if cnt == 0:
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return 0,0,0
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hsv*=mask
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h = round(np.sum(hsv[:,:,0])/cnt)
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s = round(np.sum(hsv[:,:,1])/cnt)
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v = round(np.sum(hsv[:,:,2])/cnt)
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return h,s,v
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except Exception as e :
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print(e)
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import traceback
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traceback.print_exc()
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return None
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# name = f"{cl}_{h}_{s}_{v}.jpg"
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@ -118,14 +155,46 @@ class MAT:
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ret = self.my_predictor(im)
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if ret is None:
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cv2.imwrite("tmp.jpg",im)
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print("Fallback")
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self.thr = Thread(target=self._pred).start()
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return self.predictor("tmp.jpg")
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else:
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if ret == self.end_kind:
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print("Stop at ",self.total_volume)
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self.running = False
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self.start_move_3()
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# fps
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now = time.time()
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if now - self.last[0] > 1:
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print("FPS: ",self.last[1])
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print(ret)
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self.last[0] = now
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self.last[1] = 0
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else:
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self.thr = Thread(target=self._pred).start()
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self.last[1] += 1
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# fps end
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now = time.time()
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if ret == self.end_kind:
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if self.debounce[0]:
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if self.debounce[1] and self.debounce[0]:
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# print(self.debounce)
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if now-self.debounce[0][-1] > self.bounce_time:
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print("Bounce check succeeded, val:",self.debounce[1][0])
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self.running = False
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self.start_move_3()
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return
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else:
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print("Got stop flag, bounce check start, val:",self.total_volume)
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self.debounce[1].append((time.time(),self.total_volume))
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else:
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if self.debounce[0]:
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# print(self.debounce)
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if self.debounce[1]:
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# print(self.debounce[1][0][0],now,self.bounce_time)
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# print(self.debounce[1][0][0] > now - self.bounce_time)
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while self.debounce[1] and self.debounce[1][0][0] > now - self.bounce_time:
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self.debounce[1].pop(0)
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while self.debounce[0] and self.debounce[0][0] < now - self.bounce_time:
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self.debounce[0].pop(0)
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self.debounce[0].append(now)
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self.thr = Thread(target=self._pred).start()
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return ret,0.9
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def my_predictor(self,im):
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@ -193,10 +262,11 @@ class MAT:
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if not cv2.imwrite(name,im):
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print("Failed to save image",name)
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def run(self,quick_speed = 0.2, mid_speed=0.1,slow_speed = 0.05,expect = 5, end_kind = 'orange'):
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def run(self,quick_speed = 0.2, mid_speed=0.1,slow_speed = 0.05,expect:float|int = 5, end_kind = 'orange'):
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self.running = True
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self.end_kind = end_kind
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self.cnt = 0
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self.last = [time.time(),0]
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self.debounce = [[],[]]
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self.thr = Thread(target=self._pred)
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self.thr.start()
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switching_point = expect * 0.9
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@ -229,7 +299,6 @@ class MAT:
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print(f"Total Volume: {self.total_volume} ml")
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# print(f"Image File: {im_file}")
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print("Volume List:", self.volume_list)
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print("Voltage List:", self.voltage_list)
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print("Color List:", self.color_list)
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@ -239,7 +308,15 @@ if __name__ == "__main__":
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warnings.filterwarnings('ignore')
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# 创建MAT类的实例并运行
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mat = MAT(videoSourceIndex = 0, weights_path = "resnet34-1Net.pth", json_path = 'class_indices.json', classes = 2)
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mat = MAT(
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videoSourceIndex = 1,
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weights_path = "resnet34-1Net.pth",
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json_path = 'class_indices.json',
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classes = 2,
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bounce_time=1
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)
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# exit()
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mat.run(
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quick_speed = 0.3,
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slow_speed = 0.2,
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