added keyboard_con with location

ai_race/learning/scripts/shio_train.py

@@ -21,12 +21,17 @@
 from sklearn.metrics import f1_score
 from sklearn.model_selection import train_test_split
 from ShioDataSet import MyDataset
-from samplenet import *
+from samplenet_analog import *
 from trainingdata import *
 from testreport import *
 
 import numpy as np
 
+sys.path.append(os.path.dirname(os.path.abspath(__file__)) + "/../config")
+import learning_config
+
+DISCRETIZATION = learning_config.Discretization_number
+
 Trepo = TestReport()
 def main():
 	# Parse arguments.
@@ -47,7 +52,7 @@ def main():
 	# Set a model.
 	if args.model == 'resnet18':
 		model = models.resnet18()
-		model.fc = torch.nn.Linear(512, 3)
+		model.fc = torch.nn.Linear(512, DISCRETIZATION)
 	elif args.model == 'samplenet':
 		model = SampleNet()
 	elif args.model == 'simplenet':

ai_race/utility/scripts/keyboard_con_pygame_videosave_location.py

@@ -0,0 +1,226 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+import rospy
+from geometry_msgs.msg import Twist
+from turtlesim.msg import Pose
+from sensor_msgs.msg import Image
+from gazebo_msgs.msg import ModelStates
+
+import pygame
+from pygame.locals import *
+import time
+import sys
+import os
+import cv2
+from cv_bridge import CvBridge, CvBridgeError
+import csv
+
+import datetime
+
+sys.path.append(os.path.dirname(os.path.abspath(__file__)) + "/../config")
+import util_config
+
+INFERENCE_TIME = util_config.Inference_time
+
+x = 0
+y = 0
+
+class keyboardController:
+    def __init__(self):
+        #ノード初期設定、10fpsのタイマー付きパブリッシャー
+        rospy.init_node('keyboard_con_node', anonymous=True)
+        self.twist_pub = rospy.Publisher('cmd_vel', Twist, queue_size=1)
+        self.image_sub = rospy.Subscriber('front_camera/image_raw', Image, self.callback)
+
+        #ボタン関係の初期化
+        self.current_button = -1
+        self.joystickx = 0
+        self.joysticky = 0
+
+        # ボタンのカウントと速度の係数
+        self.button_cnt = 0
+        self.coff_linearx = 0
+        self.coff_angularz = 1
+
+        #MAX値設定
+        self.linear_max = 1.6
+        self.linear_min = -0.6
+
+        twist = Twist()
+        twist.linear.x = 0.0
+        twist.linear.y = 0.0
+        twist.linear.z = 0.0
+        twist.angular.x = 0.0
+        twist.angular.y = 0.0
+        twist.angular.z = 0.0
+        self.twist_pub.publish(twist)
+
+        self.images = []
+        self.command = []
+        self.tocsv = []
+        self.frame_n = 0
+        # pygameに初期化
+        pygame.init()
+        pgscreen=pygame.display.set_mode((1, 1))
+        pygame.display.set_caption('keyboardcon')
+
+        parent_save_name = os.environ['HOME']+'/Images_from_rosbag/'
+        if not os.path.exists(parent_save_name):
+            os.makedirs(parent_save_name)
+        dat = datetime.datetime.now()
+        timestamp = str(dat.year).zfill(4)+'-'+str(dat.month).zfill(2)+'-'+str(dat.day).zfill(2)+'-'+str(dat.hour).zfill(2)+'-'+str(dat.minute).zfill(2)+'-'+str(dat.second).zfill(2)
+        outputdir = os.environ['HOME'] + '/Images_from_rosbag/_' + timestamp
+
+        # determin directory name to be unique
+        cnt = 2
+        if os.path.exists(outputdir) == True :
+            outputdir = outputdir + '_' + str(cnt)
+            while (os.path.exists(outputdir)):
+                cnt += 1
+                outputdir = outputdir[0:len(outputdir)-2] + '_' + str(cnt)
+        self.outputimagedir = outputdir + '/images'
+        os.makedirs(outputdir)
+        os.makedirs(self.outputimagedir)
+        self.outputcsv = outputdir + '/_' + timestamp + '.csv'
+
+
+        #コントロール方法表示
+        print 
+        print 'キーボード操作用'
+        print 'Aで左、Dで右にステアリング、Lで前進、Mで後退、離すと停止'
+        print 
+
+
+    def callback(self, image):
+        self.current_img = image
+
+    def xy_update(self, data):
+        global x
+        global y
+
+        try:
+            pos = data.name.index('wheel_robot')
+            x = data.pose[pos].position.x
+            y = data.pose[pos].position.y
+        except ValueError:
+            #print ('can not get model.name.index, skip !!')
+            pass
+
+    def callback_org(self):
+        print rospy.Time.now()
+        global INFERENCE_TIME
+
+        #メッセージ初期化
+        twist = Twist()
+
+        # イベント処理
+        pygame.event.pump()
+        pressed = pygame.key.get_pressed()
+
+        #押下の有無判断用カウンタ
+        cnt = 0
+
+        #終了処理
+        if pressed[K_ESCAPE] :
+            pygame.quit()
+            with open(self.outputcsv, 'w') as f:
+                writer = csv.writer(f)
+                writer.writerows(self.tocsv)
+            for frame in range(self.frame_n):
+                cv2.imwrite(self.tocsv[frame][1], self.images[frame])
+            exit()
+
+        #ステアリング検出
+        if pressed[K_a] :
+            self.joystickx -= 1
+            cnt += 1
+            self.button_cnt += 1
+            if self.joystickx < -1:
+                self.joystickx = -1
+        if pressed[K_d] :
+            self.joystickx += 1
+            cnt += 1
+            self.button_cnt += 1
+            if self.joystickx > 1:
+                self.joystickx = 1
+        if cnt == 0:
+            self.joystickx = 0
+        cnt = 0
+
+        #アクセル、バック検出
+        if pressed[K_l] :
+            self.current_button = 1
+            cnt += 1
+            self.button_cnt += 1
+        if pressed[K_m] :
+            self.current_button = 0
+            cnt += 1
+            self.button_cnt += 1
+        if cnt == 0:
+            self.current_button = -1
+        cnt = 0
+
+        # 実際の値変更
+        #   未入力時の処理
+        if self.current_button == -1:
+            if abs(self.coff_linearx) < 0.1 :
+                self.coff_linearx = 0
+            if self.coff_linearx > 0 :
+                self.coff_linearx -= 0.2
+            elif self.coff_linearx < 0 :
+                self.coff_linearx += 0.2
+            else :
+                self.coff_linearx = 0
+
+        #   ボタン入力時の処理
+        if self.current_button==2:
+            print 
+        elif self.current_button==3:
+            print 
+        elif self.current_button==0:
+            if self.coff_linearx > self.linear_min :
+                self.coff_linearx -= 0.2
+            else :
+                self.coff_linearx = self.linear_min
+            print 0
+        elif self.current_button==1:
+            print 1
+            if self.coff_linearx < self.linear_max :
+                self.coff_linearx += 0.2
+            else :
+                self.coff_linearx = self.linear_max
+
+        # cmd_velのPublish
+        twist.linear.x  = self.coff_linearx
+        twist.angular.z = -self.joystickx * self.coff_angularz
+        print rospy.Time.now()
+        print 'linear x:' + str(self.coff_linearx) + ', angular z:' + str(self.joystickx)
+
+        rospy.sleep(INFERENCE_TIME)
+        self.twist_pub.publish(twist)
+
+        self.images.append(CvBridge().imgmsg_to_cv2(self.current_img, "bgr8"))
+        self.command.append(twist.angular.z)
+
+        self.tocsv.append([self.frame_n, self.outputimagedir+"/image"+str(self.frame_n).zfill(5)+".jpg",twist.angular.z+1, x, y ])
+        self.frame_n += 1
+
+        if self.button_cnt>=10:
+            print 
+            print 'キーボード操作用'
+            print 'Aで左、Dで右にステアリング、Lで前進、Mで後退、離すと停止'
+            print 
+            self.button_cnt = 0
+
+if __name__ == '__main__':
+    try:
+        kc = keyboardController()
+        r=rospy.Rate(10)
+        while not rospy.is_shutdown():
+            kc.callback_org()
+            r.sleep()
+
+    except pygame.error:
+        print 'コントローラが見つかりませんでした。'
+    except rospy.ROSInterruptException: pass