def imagenet_inception_v4(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s/Classify -n inception_v4 "%(target_dir,target_dir,target_dir))
#pdb.set_trace()
print(res[0])
assert "0.7556 - \"n02123159" in res[0]
def imagenet_vgg16(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s/Classify -n vgg16 -i %s/tests/images/bike.jpg"%(target_dir,target_dir,target_dir,target_dir))
#pdb.set_trace()
print(res[0])
assert "0.4998 - \"n03792782" in res[0]
def push(ip_addr):
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(ip_addr)
#pdb.set_trace()
a.device = ip_addr
a.root()
res = a.shell("ls -al %s" % (TARGET_DIR_ON_BOARD + 'android_pack/'))
res = a.shell("rm -rf %s" % (TARGET_DIR_ON_BOARD + 'android_pack/*'))
print res
print 'push to board'
a.push(ROOT_DIR, TARGET_DIR_ON_BOARD, timeout=3600)
print 'push ok'
print(res[0])
res = a.shell("\'cd %s && chmod u+x Classify\' " %
(TARGET_DIR_ON_BOARD + 'android_pack/'))
res = a.shell("ls -al %s" % (TARGET_DIR_ON_BOARD + 'android_pack/'))
#pdb.set_trace()
print(res[0])
def mobilenet_Int8_4xA7(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export KERNEL_MODE=2;export TENGINE_CPU_LIST=0,1,2,3;export LD_LIBRARY_PATH=.;./Classify -n mobilenet -r 100"%(target_dir))
print(res[0])
arr=res[0].splitlines()
global mobilenet_Int8_4xA7
a=time_arr(arr)
mobilenet_Int8_4xA7=a[1]
def squeezenet_FP32_1xA53(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export KERNEL_MODE=0;export TENGINE_CPU_LIST=2;export LD_LIBRARY_PATH=.;./Classify -n squeezenet -r 100"%(target_dir))
print(res[0])
arr=res[0].splitlines()
global squeezenet_FP32_1xA53
a=time_arr(arr)
squeezenet_FP32_1xA53=a[1]
def faster_rcnn(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack'
test_dir=target_dir+'/build/faster_rcnn/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s./FASTER_RCNN"%(target_dir,target_dir,test_dir))
print(res[0])
arr=res[0].splitlines()
for char in arr:
if "car" in char:
char_arr=char.splitlines()
carNumber=arr.index(char_arr[0])+1
if "bicycle" in char:
char_arr=char.splitlines()
bicycleNumber=arr.index(char_arr[0])+1
if "dog" in char:
char_arr=char.splitlines()
dogNumber=arr.index(char_arr[0])+1
#check the car
a=re.findall(r"\d+\.?\d*", arr[carNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=436),"car x0 more than 436"
assert(x0>=426),"car x0 less than 426"
assert(y0<=84),"car y0 more than 84"
assert(y0>=74),"car y0 less than 74"
assert(x1<=696),"car x1 more than 696"
assert(x1>=686),"car x1 less than 686"
assert(y1<=166),"car y1 more than 166"
assert(y1>=156),"car y1 less than 156"
#check the dog
a=re.findall(r"\d+\.?\d*", arr[dogNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=102),"dog x0 more than 102"
assert(x0>=92),"dog x0 less than 92"
assert(y0<=228),"dog y0 more than 228"
assert(y0>=218),"dog y0 less than 218"
assert(x1<=363),"dog x1 more than 363"
assert(x1>=353),"dog x1 less than 353"
assert(y1<=551),"dog y1 more than 551"
assert(y1>=541),"dog y1 less than 541"
def lighten_cnn(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack'
test_dir=target_dir+'/build/lighten_cnn/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s./LIGHTEN_CNN"%(target_dir,target_dir,test_dir))
print(res[0])
arr=res[0].splitlines()
for char in arr:
if "maxError" in char:
char_arr=char.splitlines()
Number=arr.index(char_arr[0])
#check the car
a=re.findall(r"\d+\.?\d*", arr[Number])
x0=float(a[0])
assert(x0>=0.00001),"car x0 less than 0.00001"
def mtcnn(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack'
test_dir=target_dir+'/build/mtcnn/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s./MTCNN"%(target_dir,target_dir,test_dir))
print(res[0])
arr=res[0].splitlines()
for char in arr:
if "face" in char:
char_arr=char.splitlines()
firstBoxNumber=arr.index(char_arr[0])+1
secondBoxNumber=arr.index(char_arr[0])+2
thirdBoxNumber=arr.index(char_arr[0])+3
fourBoxNumber=arr.index(char_arr[0])+4
#check the first BOX
a=re.findall(r"\d+\.?\d*", arr[firstBoxNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=174),"firstBox x0 more than 174"
assert(x0>=164),"firstBox x0 less than 164"
assert(y0<=86),"firstBox more than 86"
assert(y0>=76),"firstBox less than 76"
assert(x1<=211),"firstBoxN more than 211"
assert(x1>=201),"firstBox less than 201"
assert(y1<=140),"firstBoxN more than 140"
assert(y1>=130),"firstBox less than 130"
#check the second BOX
a=re.findall(r"\d+\.?\d*", arr[secondBoxNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=48),"secondBoxN x0 more than 48"
assert(x0>=38),"secondBox x0 less than 38"
assert(y0<=91),"secondBox y0 more than 91"
assert(y0>=81),"secondBox y0 less than 81"
assert(x1<=90),"secondBox x1 more than 90"
assert(x1>=80),"secondBox x1 less than 80"
assert(y1<=154),"secondBox y1 more than 154"
assert(y1>=144),"secondBox y1 less than 144"
#check the third BOX
a=re.findall(r"\d+\.?\d*", arr[thirdBoxNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=297),"thirdBox x0 more than 297"
assert(x0>=287),"thirdBox x0 less than 287"
assert(y0<=108),"thirdBox y0 more than 108"
assert(y0>=98),"thirdBox y0 less than 98"
assert(x1<=329),"thirdBox x1 more than 329"
assert(x1>=319),"thirdBox x1 less than 319"
assert(y1<=155),"thirdBox y1 more than 155"
assert(y1>=145),"thirdBox y1 less than 145"
#check the four BOX
a=re.findall(r"\d+\.?\d*", arr[fourBoxNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=384),"fourBox x0 more than 384"
assert(x0>=374),"fourBox x0 less than 374"
assert(y0<=61),"fourBox y0 more than 61"
assert(y0>=51),"fourBox y0 less than 51"
assert(x1<=465),"fourBox x1 more than 465"
assert(x1>=455),"fourBox x1 less than 455"
assert(y1<=150),"fourBox y1 more than 150"
assert(y1>=140),"fourBox y1 less than 140"
def yolov2(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack'
test_dir=target_dir+'/build/yolov2/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s./YOLOV2 "%(target_dir,target_dir,test_dir))
print(res[0])
arr=res[0].splitlines()
for char in arr:
if "car" in char:
char_arr=char.splitlines()
carNumber=arr.index(char_arr[0])+1
if "bicycle" in char:
char_arr=char.splitlines()
bicycleNumber=arr.index(char_arr[0])+1
if "dog" in char:
char_arr=char.splitlines()
dogNumber=arr.index(char_arr[0])+1
#check the car
a=re.findall(r"\d+\.?\d*", arr[carNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<450),"car x0 more than 450"
assert(x0>440),"car x0 less than 440"
assert(y0<78),"car y0 more than 78"
assert(y0>68),"car y0 less than 68"
assert(x1<680),"car x1 more than 680"
assert(x1>670),"car x1 less than 670"
assert(y1<181),"car y1 more than 181"
assert(y1>171),"car y1 less than 171"
#check the bicycle
a=re.findall(r"\d+\.?\d*", arr[bicycleNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<126),"bicycle x0 more than 126"
assert(x0>116),"bicycle x0 less than 116"
assert(y0<148),"bicycle y0 more than 148"
assert(y0>138),"bicycle y0 less than 138"
assert(x1<562),"bicycle x1 more than 562"
assert(x1>552),"bicycle x1 less than 552"
assert(y1<445),"bicycle y1 more than 445"
assert(y1>435),"bicycle y1 less than 435"
#check the dog
a=re.findall(r"\d+\.?\d*", arr[dogNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<124),"dog x0 more than 124"
assert(x0>114),"dog x0 less than 114"
assert(y0<184),"dog y0 more than 184"
assert(y0>174),"dog y0 less than 174"
assert(x1<328),"dog x1 more than 328"
assert(x1>318),"dog x1 less than 318"
assert(y1<550),"dog y1 more than 550"
assert(y1>540),"dog y1 less than 540"
def mssd(android_ip):
target_dir=TARGET_DIR_ON_BOARD+'android_pack'
test_dir=target_dir+'/build/mobilenet_ssd/'
a = AdbWrapper() # Auto Find adb in system PATH or Environment
a.connect(android_ip)
#pdb.set_trace()
a.device=android_ip
res=a.shell("cd %s;export LD_LIBRARY_PATH=%s; %s./MSSD "%(target_dir,target_dir,test_dir))
print(res[0])
arr=res[0].splitlines()
for char in arr:
if "car" in char:
char_arr=char.splitlines()
carNumber=arr.index(char_arr[0])+1
if "bicycle" in char:
char_arr=char.splitlines()
bicycleNumber=arr.index(char_arr[0])+1
if "dog" in char:
char_arr=char.splitlines()
dogNumber=arr.index(char_arr[0])+1
#check the car
a=re.findall(r"\d+\.?\d*", arr[carNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=475),"car x0 more than 475"
assert(x0>=465),"car x0 less than 465"
assert(y0<=77),"car y0 more than 77"
assert(y0>=67),"car y0 less than 67"
assert(x1<=693),"car x1 more than 693"
assert(x1>=683),"car x1 less than 683"
assert(y1<=176),"car y1 more than 176"
assert(y1>=166),"car y1 less than 166"
#check the bicycle
a=re.findall(r"\d+\.?\d*", arr[bicycleNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=111),"bicycle x0 more than 111"
assert(x0>=101),"bicycle x0 less than 101"
assert(y0<=143),"bicycle y0 more than 143"
assert(y0>=133),"bicycle y0 less than 133"
assert(x1<=580),"bicycle x1 more than 580"
assert(x1>=570),"bicycle x1 less than 570"
assert(y1<=420),"bicycle y1 more than 420"
assert(y1>=411),"bicycle y1 less than 411"
#check the dog
a=re.findall(r"\d+\.?\d*", arr[dogNumber])
x0=float(a[0])
y0=float(a[1])
x1=float(a[2])
y1=float(a[3])
assert(x0<=143),"dog x0 more than 143"
assert(x0>=133),"dog x0 less than 133"
assert(y0<=214),"dog y0 more than 214"
assert(y0>=204),"dog y0 less than 204"
assert(x1<=329),"dog x1 more than 329"
assert(x1>=320),"dog x1 less than 320"
assert(y1<=548),"dog y1 more than 548"
assert(y1>=538),"dog y1 less than 538"