def ping_router(Device, Action, Peer_IP, Count="5"):
print(Action)
device_data = getdata.get_data()
IP_add = device_data['Device_Details'][Device]['ip_add']
Port_no = device_data['Device_Details'][Device]['port']
child = pexpect.spawn('telnet ' + IP_add + ' ' + Port_no)
clear_buffer.flushBuffer(5, child)
if child:
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect(['PC-1>*', 'root*', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag in (0, 1):
configs = "ping %s -c %s " % (Peer_IP, Count)
commands = configs.split('\n')
execute.execute(child, commands)
resp = child.before.decode('utf-8')
child.sendcontrol('m')
child.sendcontrol('m')
regex = r'bytes from %s' %(Peer_IP)
if re.search(regex, resp):
return True
else:
return False
else:
return False
def CVtrain(dataset, task, architecture, epochs, batch_size, optimizer, rate,
viz, num, PATH):
trainloader, testloader = get_data(dataset, batch_size, num)
# define architecture
logdir = "logs/" + datetime.now().strftime("%Y%m%d-%H%M%S")
print('log file for Tensor Board at ', logdir)
# print(net)
if PATH is None:
net = get_arch(architecture, trainloader)
trained_net = lets_train(trainloader, testloader, task, net, epochs,
optimizer, rate, logdir)
else:
# PATH = './data/abc.pth'
# torch.save(trained_net, PATH)
# print(PATH)
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
trained_net = torch.load(PATH).to(device)
# accuracy = lets_test(testloader, trained_net)
create_graph_viz(trained_net, trainloader, logdir)
create_3d_projector(testloader, num, trained_net, logdir, cm=True)
json_output = serve_json(testloader, trained_net, viz, num)
return json_output
def Login(self, Device, child):
child.sendcontrol('m')
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Password = device_data['Device_Details'][Device]['pwd']
clear_buffer.flushBuffer(5, child)
child.sendcontrol('m')
flag = child.expect([
'Router>', 'Router#', hostname + '>', hostname + '#', pexpect.EOF,
pexpect.TIMEOUT
],
timeout=50)
if flag == 0 or flag == 2:
child.send('enable')
child.sendcontrol('m')
child.send(Password)
child.sendcontrol('m')
clear_buffer.flushBuffer(5, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag1 = child.expect([
hostname + '>', hostname + '#', 'Router#', pexpect.EOF,
pexpect.TIMEOUT
],
timeout=50)
if flag1 == 0:
self.Login(Device, child)
return
def connect(self, Device):
device_data = getdata.get_data()
IP_add = device_data['Device_Details'][Device]['ip_add']
Port_no = device_data['Device_Details'][Device]['port']
Password = device_data['Device_Details'][Device]['pwd']
hostname = device_data['Device_Details'][Device]['Hostname']
child = pexpect.spawn('telnet ' + IP_add + ' ' + Port_no)
child.sendcontrol('m')
child.sendcontrol('m')
clear_buffer.flushBuffer(5, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([
'Router>', 'Router#', hostname + '>', hostname + '#', pexpect.EOF,
pexpect.TIMEOUT
],
timeout=50)
if (flag == 0 or flag == 1 or flag == 2 or flag == 3):
self.Login(Device, child)
if flag == 4:
return False
if flag == 5:
self.connect(Device)
return child
def set_IP_Host(self, Device, Action, Mask):
# import sys, pdb; pdb.Pdb(stdout=sys.__stdout__).set_trace()
device_data = getdata.get_data()
IP_add = device_data['Device_Details'][Device]['ip_add']
Network = device_data['Device_Details'][Device]['network']
Port_no = device_data['Device_Details'][Device]['port']
Gateway = device_data['Device_Details'][Device]['gateway']
child = pexpect.spawn('telnet ' + IP_add + ' ' + Port_no)
clear_buffer.flushBuffer(1, child)
if child:
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect(['PC*', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag == 0:
if Action == 'configure':
configs = "ip %s %s %s""" % (Network, Mask, Gateway)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
else:
unconfig = "clear ip"
commands = unconfig.split('\n')
execute.execute(child, commands)
child.sendline('exit')
child.sendcontrol('m')
return True
else:
return False
def batch_predict(self, P, S1, S2, Q, n):
preds = []
num = 0
_, _, triple_total = getdata.get_data(self.ent_path)
for start in range(0, n, self.batch_size):
end = start + self.batch_size
p = P[start:end]
s1 = S1[start:end]
s2 = S2[start:end]
q = Q[start:end]
# pos_h_batch, pos_r_batch, pos_t_batch, neg_h_batch, neg_r_batch, neg_t_batch = getdata.get_batch(self.ebatch_size, self.ent_path, triple_total)
items, attrs = getdata.getdatas(self.ebatch_size, self.itemattrs,
self.totalitem)
# for item in [pos_h_batch, pos_r_batch, pos_t_batch, neg_h_batch, neg_r_batch, neg_t_batch]:
# item = item[:len(p)]
# pred= self.model.predict(p, s, q, self.relations, pos_h_batch, pos_r_batch, pos_t_batch, neg_h_batch, neg_r_batch, neg_t_batch)
pred = self.model.predict(p, s1, s2, q, self.relations, items,
attrs)
# if num < 3:
# for i in range(len(pred[0])):
# qq = [w for x in q[i] if x!=0 for w in self.word_idx if self.word_idx[w]==x]
# aa = self.candidates[pred[0][i]]
# print('-'+(' ').join(qq).replace(" ' ","'"))
# print('-'+(' ').join(aa).replace(" ' ","'"))
# num += 1
preds += list(pred[0])
return preds
def main():
load_model = False
model_save = "data/xgb.dat"
(x, y), (x_t, y_t) = getdata.get_data(size=1000000, test_size=0.05)
print "x shape is ", x.shape
# x=x.reshape((-1,input_size,1))
# x_t=x_t.reshape((-1,input_size,1))
# print "data loaded"
# model = getModel()
# model.compile(loss="binary_crossentropy",optimizer="Adam",metrics=['accuracy'])
# model.fit(x=x,y=y,batch_size=128,epochs=40,validation_data=(x_t,y_t))
# print "model training finished and saved"
train_ratio = y.shape[0] / np.sum(y) - 1
if osp.isfile(model_save) and load_model:
clf = pickle.load(open(model_save, "rb"))
else:
clf = xgb.XGBRegressor(max_depth=10,
n_estimators=1500,
min_child_weight=9,
learning_rate=0.05,
nthread=8,
subsample=0.80,
colsample_bytree=0.80,
seed=4242,
scale_pos_weight=train_ratio)
clf.fit(x, y)
pickle.dump(clf, open(model_save, "wb"))
model = clf
print "acry is ", test_accuracy(model, x_t, y_t)
def main():
#获取基础url，爬取数据并存储数据
base_url = "https://movie.douban.com/top250?start="
target_data = gd.get_data(base_url)
save_path = "豆瓣电影评分TOP250.xls"
db_path = "movie.db"
sv.save_data(target_data, save_path)
sv.savedb_data(target_data, db_path)
def route(self, Device, AS_id, Interface):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if (child):
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([
hostname + '>', hostname + '#', 'Router\>', 'Router\#',
pexpect.EOF, pexpect.TIMEOUT
],
timeout=90)
#print 'flag =%d' % flag
if flag == 0 or flag == 2:
Dev.Login(Device, child)
configs = """
configure terminal
router bgp %d
neighbor %s next-hop-self
end
""" % (AS_id, Interface)
commands = configs.split('\n')
execute.execute(child, commands)
#time.sleep(5)
child.sendcontrol('m')
# print "BGP synchronization enabled in %s " % (Device)
if flag == 1 or flag == 3:
configs = """
configure terminal
router bgp %d
neighbor %s next-hop-self
end
""" % (AS_id, Interface)
commands = configs.split('\n')
execute.execute(child, commands)
#time.sleep(5)
child.sendcontrol('m')
# print "BGP synchronization enabled in %s " % (Device)
#else:
# print 'Expected prompt not found'
return True
else:
return False
def index():
if request.method == 'GET':
return render_template('index.html')
else:
#request was a post
app.vars['ticker'] = request.form['ticker']
app.vars['results'] = getdata.get_data(app.vars['ticker'])
print("length of df: ", len(app.vars['results']))
script, div = bokeh_plot.fig(app.vars['results'], app.vars['ticker'])
f = open('%s.txt' % (app.vars['ticker']), 'w')
f.write('Ticker: %s\n' % (app.vars['ticker']))
f.close()
return render_template('results.html', script=script, div=div)
def btn_klinechartOnButtonClick(self, event):
if self.txt_stockcode.GetLineText(0) == "":
wx.MessageBox("股票代码不能为空！", "错误", wx.OK | wx.ICON_INFORMATION)
elif len(self.txt_stockcode.GetLineText(0)) < 6:
wx.MessageBox("输入的股票代码有误！", "错误", wx.OK | wx.ICON_INFORMATION)
else:
self.data_all = data.get_data(self.txt_stockcode.GetValue(),
self.choice_type.GetSelection(),
self.spinc_count.GetValue())
if self.data_all is not None:
data.show_candlechart(self.data_all['data_list'],
self.data_all['sh_symbolName'],
self.data_all['sh_code'],
self.chkbtn_pic.IsChecked())
def redistribution(self, Device, AS_id, Process_id=None):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if (child):
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([
hostname + '>', hostname + '#', 'Router\>', 'Router\#',
pexpect.EOF, pexpect.TIMEOUT
],
timeout=90)
if flag == 0 or flag == 2:
Dev.Login(Device, child)
configs = """
configure terminal
router bgp %d
redistribute ospf %d
exit
router ospf %d
redistribute bgp %d subnets
end
""" % (AS_id, Process_id, Process_id, AS_id)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
if flag == 1 or flag == 3:
configs = """
configure terminal
router bgp %d
redistribute ospf %d
exit
router ospf %d
redistribute bgp %d subnets
end
""" % (AS_id, Process_id, Process_id, AS_id)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
return True
else:
return False
def checking_operabilty(Device, command):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if child:
clear_buffer.flushBuffer(1, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([hostname+'>', hostname+'#', 'Router\>', 'Router\#',\
pexpect.EOF, pexpect.TIMEOUT], timeout=90)
if flag in (0, 2):
Dev.Login(Device, child)
configs = """
%s
""" % (command)
commands = configs.split('\n')
execute.execute(child, commands)
resp = child.before.decode('utf-8')
child.sendcontrol('m')
child.sendcontrol('m')
regex = r'up'
if re.search(regex, resp):
return True
else:
return False
if flag in (1, 3):
configs = """
%s
""" % (command)
commands = configs.split('\n')
execute.execute(child, commands)
resp = child.before.decode('utf-8')
child.sendcontrol('m')
child.sendcontrol('m')
regex = r'up'
if re.search(regex, resp):
return True
else:
return False
return True
else:
return False
def Configure_ebgpvrf(self, Device, AS_id, VRF_Name, Interface,
neighbor_AS_id, Action):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if child:
clear_buffer.flushBuffer(1, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([hostname+'>', hostname+'#', 'Router\>', 'Router\#', \
pexpect.EOF, pexpect.TIMEOUT], timeout=90)
if flag in (1, 3):
Dev.Login(Device, child)
if Action == 'enable':
configs = """
configure terminal
router bgp %d
address-family ipv4 vrf %s
neighbor %s remote-as %s
neighbor %s activate
exit-address-family
end
""" % (AS_id, VRF_Name, Interface, neighbor_AS_id,
Interface)
commands = configs.split('\n')
execute.execute(child, commands)
time.sleep(6)
child.sendcontrol('m')
child.sendline('exit')
child.sendcontrol('m')
else:
unconfig = """
configure terminal
no router bgp %s
end
""" % (AS_id)
commands = unconfig.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
return True
else:
return False
def Login(self, Device, child):
child.sendcontrol('m')
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Password = device_data['Device_Details'][Device]['pwd']
clear_buffer.flushBuffer(1, child)
if Password != 'zebra':
child.sendcontrol('m')
flag = child.expect(['Router>', 'Router#', hostname+'>', \
hostname+'#', 'Password*', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag in (0, 2):
child.send('enable')
child.sendcontrol('m')
child.send(Password)
child.sendcontrol('m')
clear_buffer.flushBuffer(1, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag1 = child.expect([hostname+'>', hostname+'#', 'Router#', \
pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag1 == 0:
self.Login(Device, child)
else:
child.send('zebra')
child.sendcontrol('m')
flag = child.expect(['R*>', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag == 0:
child.send('enable')
child.sendcontrol('m')
flag = child.expect(['Password*', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag == 0:
child.send('zebra')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect(['R*#', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag == 0:
child.send('show ip route')
child.sendcontrol('m')
return
def checking_operabilty(Device, command):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if (child):
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([
hostname + '>', hostname + '#', 'Router\>', 'Router\#',
pexpect.EOF, pexpect.TIMEOUT
],
timeout=90)
#print 'flag =%d' % flag
if flag == 0 or flag == 2:
Dev.Login(Device, child)
configs = """
%s
""" % (command)
commands = configs.split('\n')
execute.execute(child, commands)
#time.sleep(15)
child.sendcontrol('m')
# print "BGP synchronization enabled in %s " % (Device)
if flag == 1 or flag == 3:
configs = """
%s
""" % (command)
commands = configs.split('\n')
execute.execute(child, commands)
#time.sleep(15)
child.sendcontrol('m')
# print "BGP synchronization enabled in %s " % (Device)
#else:
# print 'Expected prompt not found'
return True
else:
return False
def route(self, Device, AS_id, Interface):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if (child):
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([
hostname + '>', hostname + '#', 'Router\>', 'Router\#',
pexpect.EOF, pexpect.TIMEOUT
],
timeout=90)
if flag == 0 or flag == 2:
Dev.Login(Device, child)
configs = """
configure terminal
router bgp %d
neighbor %s next-hop-self
end
""" % (AS_id, Interface)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
if flag == 1 or flag == 3:
configs = """
configure terminal
router bgp %d
neighbor %s next-hop-self
end
""" % (AS_id, Interface)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
return True
else:
return False
def set_loopback(self, Device, Action):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
ip_add = device_data['Device_Details'][Device]["ip_add"]
child = self.connect(Device)
if child != False:
clear_buffer.flushBuffer(5, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
child.expect([hostname + '\#', pexpect.EOF, pexpect.TIMEOUT],
timeout=60)
child.sendcontrol('m')
LO_interface_add = device_data['Device_Details'][Device]['lo']
if Action == 'set':
configs = """
configure terminal
interface %s
ip address %s
end
exit
""" % ('loopback0', LO_interface_add)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
else:
unconfig = """
configure terminal
interface %s
ip address 127.0.0.1 255.255.255.255
end
exit
""" % ('loopback0')
commands = unconfig.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
child.sendcontrol('m')
return True
else:
return False
def set_IP_DockerHost(self, Device, Action, Mask):
# import sys, pdb; pdb.Pdb(stdout=sys.__stdout__).set_trace()
device_data = getdata.get_data()
IP_add = device_data['Device_Details'][Device]['ip_add']
Network = device_data['Device_Details'][Device]['network']
Port_no = device_data['Device_Details'][Device]['port']
Gateway = device_data['Device_Details'][Device]['gateway']
child = pexpect.spawn('telnet ' + IP_add + ' ' + Port_no)
try:
clear_buffer.flushBuffer(1, child)
except pexpect.exceptions.EOF as exe:
print("Unable to reach router prompt")
if child:
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect(['root*', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag == 0:
if Action == 'configure':
configs = "ifconfig eth0 %s""" % (Network)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
configs = "route add default gw %s" % (Gateway)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
else:
unconfig = "ifconfig eth0 0"
commands = unconfig.split('\n')
execute.execute(child, commands)
child.sendline('exit')
child.sendcontrol('m')
return True
else:
return False
def data2emb():
a = 0.01
data_emb = {}
ingredient_emb = np.load("ingredient_emb.npy", allow_pickle=True)
train_data, material_index, material_sum, name, id = getdata.get_data()
ingredient_dict = count(MAX_VOCAB_SIZE, train_data) # 得到食材字典表，key是食材，value是次数
# print(ingredient_emb.dtype)
# print(ingredient_emb)
for key in train_data:
recipe_emb = {}
for ingredient in train_data[key]:
emb = ingredient_emb.item().get(ingredient) * a
recipe_emb[ingredient] = emb / (a + int(ingredient_dict[ingredient]))
recipe = np.zeros(EMBEDDING_SIZE)
for ingredient in recipe_emb:
recipe = recipe + recipe_emb[ingredient]
recipe = recipe / len(recipe_emb)
data_emb[key] = recipe
np.save("recipe_emb.npy", data_emb) # 将生成的向量保存在字典文件中
return data_emb, train_data, material_index, material_sum, name, id
def enable_syn(self, Device, AS_id):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if child:
clear_buffer.flushBuffer(1, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([hostname+'>', hostname+'#', 'Router\>', 'Router\#', \
pexpect.EOF, pexpect.TIMEOUT], timeout=90)
if flag in (0, 2):
Dev.Login(Device, child)
configs = """
configure terminal
router bgp %d
synchronization
end
""" % (AS_id)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
if flag in (1, 3):
configs = """
configure terminal
router bgp %d
synchronization
end
""" % (AS_id)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
return True
else:
return False
def init(): global rName global y global p #initialize p and y for r in rName: y.setdefault(r,[]) p.setdefault(r,[]) for s in xrange(S): p[r].append([]) y[r].append([]) for t in xrange(T): p[r][s].append(0) y[r][s].append(0) # print y,p global bids bids=get_data()
def index():
def_id = "98182"
if request.method == "POST":
def_id = get_id(request.form["cityname"])
if def_id == "none":
def_id = "98182"
data_dict = get_data(str(def_id))
time = datetime.datetime.now().strftime("%I:%M")
date = datetime.date.today().strftime("%B %d, %Y")
city_name = data_dict["name"]
country_name = data_dict["sys"].get("country")
temp = int(data_dict["main"].get("temp") - 273.15)
temp_min = int(data_dict["main"].get("temp_min") - 273.15)
temp_max = int(data_dict["main"].get("temp_max") - 273.15)
condition = data_dict["weather"][0].get("main")
icon_url = data_dict["weather"][0].get("icon") + ".png"
hum = data_dict["main"].get("humidity")
suns = datetime.datetime.fromtimestamp(
data_dict["sys"].get("sunset")).strftime('%H:%M')
sunr = datetime.datetime.fromtimestamp(
data_dict["sys"].get("sunrise")).strftime('%H:%M')
pres = data_dict["main"].get("pressure")
wind = data_dict["wind"].get("speed")
windd = data_dict["wind"].get("deg")
return render_template("home.html",
time=time,
date=date,
city_name=city_name,
country_name=country_name,
temp=temp,
temp_min=temp_min,
temp_max=temp_max,
icon_url=icon_url,
hum=hum,
suns=suns,
sunr=sunr,
pres=pres,
wind=wind,
windd=windd)
def advertising_loopback(self, Device, AS_id, Interface, mask):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if child:
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([hostname+'>', hostname+'#', 'Router\>', 'Router\#', \
pexpect.EOF, pexpect.TIMEOUT], timeout=90)
if flag in (0, 2):
Dev.Login(Device, child)
configs = """
configure terminal
router bgp %d
network %s mask %s
end
""" % (AS_id, Interface, mask)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
if flag in (1, 3):
configs = """
configure terminal
router bgp %d
network %s mask %s
end
""" % (AS_id, Interface, mask)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
return True
else:
return False
def show_dataset_examples(show: bool, number_of_images=10):
if not show:
return
horse_dir, human_dir, horse_dir_validation, human_dir_validation = get_data(
unzipped=True)
horse_names = os.listdir(horse_dir)
human_names = os.listdir(human_dir)
horse_pics = [
os.path.join(horse_dir, name)
for name in get_random_items(horse_names, number_of_images)
]
human_pics = [
os.path.join(human_dir, name)
for name in get_random_items(human_names, number_of_images)
]
show_images = horse_pics + human_pics
print_images(show_images, "Random Training Images")
# display some validation images
horse_names = os.listdir(horse_dir_validation)
human_names = os.listdir(human_dir_validation)
horse_pics = [
os.path.join(horse_dir_validation, name)
for name in get_random_items(horse_names, number_of_images)
]
human_pics = [
os.path.join(human_dir_validation, name)
for name in get_random_items(human_names, number_of_images)
]
show_images = horse_pics + human_pics
print_images(show_images, "Random Validation Images")
def checking_operabilty(Device, command):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if (child):
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([
hostname + '>', hostname + '#', 'Router\>', 'Router\#',
pexpect.EOF, pexpect.TIMEOUT
],
timeout=90)
if flag == 0 or flag == 2:
Dev.Login(Device, child)
configs = """
%s
""" % (command)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
if flag == 1 or flag == 3:
configs = """
%s
""" % (command)
commands = configs.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
return True
else:
return False
def word_pinyin(path, out_path):
'''
get_data返回的是一个字典，要获取数据就要加['data'],['0']表示第一张表，其中必须是str,不是下标
例如data = [['打字频次', '词语'],
[146977.0, '提拉'],
[342048.0, '流逝'],
[183593.0, '周一'],
[149140.0, '一课'],
[141673.0, '救'],
[116314.0, '随'],
[96374.0, '下集']]
'''
localtime = time.strftime("%Y-%m-%d", time.localtime())
out_path = out_path + '%s.txt' % localtime
with open(out_path, 'w') as f:
data = get_data(path)['data']['0']
data = data[1::]
for x in data:
# # x = ['打字频次', '词语']
pinyin = to_pinyin(x[1])
row = ('%s' + '\t' + '%s' + '\n') % (x[1], pinyin)
f.write(row)
f.close()
print('ok')
def pingvrf_PE(Device, vrf_name, host_ip):
device_data = getdata.get_data()
IP_add = device_data['Device_Details'][Device]['ip_add']
Port_no = device_data['Device_Details'][Device]['port']
child = pexpect.spawn('telnet ' + IP_add + ' ' + Port_no)
clear_buffer.flushBuffer(1, child)
if child:
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect(['R*#', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag == 0:
configs = "ping vrf %s %s" % (vrf_name, host_ip)
commands = configs.split('\n')
execute.execute(child, commands)
resp = child.before.decode('utf-8')
child.sendcontrol('m')
child.sendcontrol('m')
regex = r'Success rate is \d+ percent \(\d\/\d\)*'
if re.search(regex, resp):
return True
else:
return False
else:
return False
def connect(self, Device):
device_data = getdata.get_data()
IP_add = device_data['Device_Details'][Device]['ip_add']
Port_no = device_data['Device_Details'][Device]['port']
Password = device_data['Device_Details'][Device]['pwd']
hostname = device_data['Device_Details'][Device]['Hostname']
child = pexpect.spawn('telnet ' + IP_add + ' ' + Port_no)
if not device_data['Device_Details'][Device]['port'] == 'zebra':
child.sendcontrol('m')
child.sendcontrol('m')
try:
clear_buffer.flushBuffer(1, child)
except pexpect.exceptions.EOF as exc:
return False
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect(['Router>', 'Router#', hostname+'>', hostname+'#', \
'Password*', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
if flag in (0, 1, 2, 3, 4):
self.Login(Device, child)
if flag == 5:
return False
if flag == 6:
self.connect(Device)
return child
def Configure_mpls(self, Device, Links, mpls_label_proto, Action):
device_data = getdata.get_data()
hostname = device_data['Device_Details'][Device]['Hostname']
Dev = Devices.Devices()
child = Dev.connect(Device)
if child:
clear_buffer.flushBuffer(1, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = child.expect([hostname+'>', hostname+'#', 'Router\>', 'Router\#', \
pexpect.EOF, pexpect.TIMEOUT], timeout=90)
if flag in (1, 3):
Dev.Login(Device, child)
if Action == 'enable':
if isinstance(Links, list):
for Lnk in Links:
interface = device_data['Link_Details'][Lnk][
Device]
configs = """
configure terminal
ip cef
mpls label protocol %s
mpls ldp router-id Loopback0 force
interface %s
mpls ip
mpls label protocol %s
exit
exit
""" % (mpls_label_proto, interface,
mpls_label_proto)
commands = configs.split('\n')
execute.execute(child, commands)
time.sleep(6)
child.sendcontrol('m')
child.sendline('exit')
child.sendcontrol('m')
else:
if isinstance(Links, list):
for Lnk in Links:
interface = device_data['Link_Details'][Lnk][
Device]
unconfig = """
configure terminal
no mpls label protocol %s
no mpls ldp router-id Loopback0 force
interface %s
no mpls ip
no mpls label protocol %s
exit
exit
""" % (mpls_label_proto, interface,
mpls_label_proto)
commands = unconfig.split('\n')
execute.execute(child, commands)
time.sleep(6)
child.sendcontrol('m')
return True
else:
return False
def connect_all(self, Action):
device_data = getdata.get_data()
devices = device_data["Device_Details"]
for keys in devices.keys():
child = pexpect.spawn('telnet ' + devices[keys]['ip_add'] + ' ' +
devices[keys]['port'])
child.sendline('\n')
child.sendcontrol('m')
hostname = devices[keys]['Hostname']
clear_buffer.flushBuffer(10, child)
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
child.sendcontrol('m')
flag = (child.expect([
'Would', 'Router', hostname + '>', hostname + '#', pexpect.EOF,
pexpect.TIMEOUT
],
timeout=100))
if flag == 0:
time.sleep(35)
#print 'Telnet connection established with device '+keys
#print 'Device %s is booting' % keys
child.send('no')
child.sendcontrol('m')
time.sleep(15)
child.sendcontrol('m')
flag = 1
if (flag == 1):
time.sleep(35)
#print "Device %s in user mode" % keys
child.expect(
['Router', hostname + '#', pexpect.EOF, pexpect.TIMEOUT],
timeout=40)
child.sendcontrol('m')
self._enable_pwd(child, keys, devices)
if flag == 2 or flag == 3:
#print "Hostname and password already set"
self._enable_pwd(child, keys, devices)
passwd = devices[keys]['pwd']
if Action == 'disable':
child.sendcontrol('m')
child.send('enable')
child.sendcontrol('m')
#child.sendcontrol('m')
pwd = child.expect(
['Password', pexpect.EOF, pexpect.TIMEOUT], timeout=50)
# if pwd != 0:
# print "Password already unset"
if pwd == 0:
# print "unset the password and hostname"
child.sendline(passwd)
child.sendcontrol('m')
unconfig = """
configure terminal
no hostname %s
no enable password %s
exit
exit
""" % (hostname, devices[keys]['pwd'])
commands = unconfig.split('\n')
execute.execute(child, commands)
child.sendcontrol('m')
child.sendcontrol('m')
time.sleep(10)
# print "Hostname and Password unset for %s" % keys
# else:
# print " "
# if flag == 3:
#print 'Unable to connect to remote host %s:Connection refused' % keys
#if flag == 4:
# print 'Telnet connection established with device '+keys
# print 'Timeout, no expected prompt found'
return