def integrated_scheme(metric,
N=8,
k=4,
nb_pkts=100,
graph='BER',
channel='BSC'):
print(
'-------------------Integrated Scheme Code-----------------------------'
)
for key in [0.5]:
G, infoBits = polar.polar_generator_matrix(64, k, channel, 0.1)
k = len(G)
Nt = len(G[1])
t = int(Nt / N)
U_k = utils.symbols_generator(k) # all possible messages
C = utils.integrated_function(infoBits, U_k, k, Nt, -1)
X_m = utils.symbols_generator(t) # all possible symbol sequences
nx = 2**t * key
# print('nx', nx, 't', t)
x = utils.mapping(C, X_m, t, nx)
N = len(x[1])
if graph == 'BLER':
metric[f"Int_P({key})"] = utils.block_error_probability(
N, k, C, e0, e1)
else:
metric[f"Int_P({key})"] = utils.bit_error_rate(
k, x, nb_pkts, e0, e1)
def insertNodesPOIsNonPOIs():
cnt = 0
nodesError = open('Nodes_error.txt', 'w')
poisError = open('POIs_error.txt', 'w')
nonpoisError = open('NonPOIs_error.txt', 'w')
for node in root.findall('node'):
ver = node.attrib['version']
lon = node.attrib['lon']
lat = node.attrib['lat']
point = "POINT(%s %s)" % (lon, lat)
(ply, plx) = ut.mapping(float(lat), float(lon))
planaxy = "POINT(%f %f)" % (plx, ply)
nodeID = node.attrib['id']
cnt += 1
if(cnt % 1000 == 0):
print('%s nodes inserted...' % cnt)
try:
cur.execute("insert into nodes(nodeID, version) values(%s, %s)", (nodeID, ver))
except:
print('Nodes Insert Error:', nodeID)
nodesError.write(nodeID)
nodesError.write('\n')
if(ver == '1'):
name = ''
poitype = ''
otherInfo = []
for tag in node.findall('tag'):
if(tag.attrib['k'] == 'name'):
name = tag.attrib['v']
elif(tag.attrib['k'] == 'poitype'):
poitype = tag.attrib['v']
else:
otherInfo.append(tag.attrib)
# print("insert into pois(nodeID, position, name, poitype, otherInfo) values(%s, GeomFromText('%s'), %s, %s, %s)"% (nodeID, point, name, poitype, str(otherInfo)))
try:
cur.execute("insert into pois(nodeID, position, planaxy, name, poitype, otherInfo) values(%s, GeomFromText(%s), GeomFromText(%s), %s, %s, %s)", (nodeID, point, planaxy, name, poitype, str(otherInfo)))
except:
print('POIs Insert Error:', nodeID)
poisError.write(nodeID)
poisError.write('\n')
else:
otherInfo = []
for tag in node.findall('tag'):
otherInfo.append(tag.attrib)
try:
cur.execute("insert into nonpois(nodeID, position, planaxy, otherInfo) values(%s, GeomFromText(%s), GeomFromText(%s), %s)", (nodeID, point, planaxy, str(otherInfo)))
except:
print('NonPOIs Insert Error:', nodeID)
nonpoisError.write(nodeID)
nonpoisError.write('\n')
db.commit()
nodesError.close()
poisError.close()
nonpoisError.close()
def set_angle(self, angle):
try:
angle = int(angle)
except:
raise ValueError("Angle value should be int value, not %s" % angle)
if angle < -90:
angle = -90
if angle > 90:
angle = 90
angle = angle + self.offset
High_level_time = mapping(angle, -90, 90, self.MIN_PW, self.MAX_PW)
pwr = High_level_time / 20000
value = int(pwr * self.PERIOD)
self.pin.pulse_width(value)
def Query4ByLLR(lat, lon, rad):
(y, x) = ut.mapping(lat, lon)
cur.execute("set @poly='Polygon((%f %f,%f %f,%f %f,%f %f,%f %f))'" %
(x - rad, y + rad, x + rad, y + rad, x + rad, y - rad, x - rad,
y - rad, x - rad, y + rad))
cur.execute(
'select nodeID,ST_AsText(position),name,poitype from POIs where MBRContains(ST_GeomFromText(@poly),planaxy)'
)
queryResult = cur.fetchall()
ans = []
for row in queryResult:
coordinate = row[1].strip().split(' ')
lons = float(coordinate[0][6:])
lats = float(coordinate[1][:-1])
d = ut.calc_dist(lat, lon, lats, lons)
if d <= rad:
ans.append((row[0], (lons, lats), row[2], row[3], d))
return (sorted(ans, key=operator.itemgetter(4)))
def linear_codes_mapping(metric, N=8, k=4, nb_pkts = 100, graph = 'BER'):
print('-------------------Linear Code + Mapping-----------------------------')
G = mat_gen.matrix_codes(64,k,'linear')
if G!= []:
for key in [0.55]:
k = len(G)
Nt = len(G[1])
t = int(Nt/N)
U_k= utils.symbols_generator(k) # all possible messages
X_m = utils.symbols_generator(t) # all possible symbol sequences
C = utils.matrix_codes(U_k, k, G, Nt)
nx = 2**t*key
# print('nx', nx, 't', t)
x = utils.mapping(C, X_m, t, nx) #codebook after mapping
N = len(x[1])
if graph == 'BLER':
metric[f"L+M({key})"] = utils.block_error_probability(N,k,x,e0,e1)
else:
metric[f"L+M({key})"] = utils.bit_error_rate(k,x,nb_pkts,e0,e1)
def trainModels(trainingData):
# get test data of 50 instances
X_test_set, y_test_set = read_OnlyTestData(dropFileName=True, returnXy=True)
# get pickle files
LogRegression = getPicklefile('LogisticRegression')
Svc = getPicklefile('SVC')
RFClassifier = getPicklefile('RandomForestClassifier')
classifiers = [LogRegression,Svc,RFClassifier]
scores = {}
for execNo in range(len(trainingData)):
tdata = trainingData[execNo]
tdata = mapping(tdata)
X = tdata.drop(['label','audio_name'],axis=1).values
y = tdata['label']
clf = classifiers[execNo]
clfname = type(clf).__name__
# retrain the model
clf.fit(X,y)
y_pred = clf.predict(X_test_set)
score = accuracy_score(y_pred, y_test_set)
scores[clfname] = score
# save models to pickle
savePickle(clf, clfname)
#get previous score and save it
oldscores = getPicklefile(clfname+'_scores')
oldscores.append(score)
#print "OLD",oldscores
# save scores to pickle
savePickle(oldscores, clfname + '_scores')
return scores
def Query5ByLL(lat, lon):
(y, x) = ut.mapping(lat, lon)
rad_ori = 10
rad = rad_ori * 1.33
queryResult = []
flag = 1
ans = []
while True:
cur.execute("set @poly='Polygon((%f %f,%f %f,%f %f,%f %f,%f %f))'" %
(x - rad, y + rad, x + rad, y + rad, x + rad, y - rad,
x - rad, y - rad, x - rad, y + rad))
cur.execute(
'select nodeID,ST_AsText(position) from nonPOIs where MBRContains(ST_GeomFromText(@poly),planaxy)'
)
queryResult = cur.fetchall()
ans = []
for row in queryResult:
coordinate = row['ST_AsText(position)'].strip().split(' ')
lons = float(coordinate[0][6:])
lats = float(coordinate[1][:-1])
d = ut.vin_dist(lat, lon, lats, lons)
if d <= rad_ori:
ans.append((row['nodeID'], (lons, lats), d))
ls = (sorted(ans, key=operator.itemgetter(2)))
for each in ls:
cur.execute(
"select ways.wayid, ways.name, ways.isRoad, ways.otherinfo from waynode, ways where waynode.nodeid=%s and waynode.wayid=ways.wayid and ways.isroad <> '0'"
% (each[0]))
queryRes = cur.fetchall()
if len(queryRes) > 0:
ans = queryRes
flag = 0
break
if flag == 0:
break
else:
rad_ori = rad_ori * 2.7
rad = rad_ori * 1.33
return ans
x, y = x / res + grid.shape[0] // 2, y / res + grid.shape[1] // 2
cor = mapCorrelation(temp, x_im, y_im, np.vstack((x, y)),
(X[i][0] + xs) / res, (X[i][1] + ys) / res)
cors.append(np.max(cor))
cors = W * np.array(cors)
W = softmax(cors)
best = np.where(W == np.max(W))[0][0]
now = X[best].copy()
now[0] /= res
now[1] /= res
img_name = 'rgb%d_%d.png' % (dataset, cor_rgb[lidar_index])
depth_name = 'disparity%d_%d.png' % (dataset, cor_depth[lidar_index])
grid = mapping(grid, lidar, now, res, lidar_angles)
now_texture = now.copy()
texture_map = texture_mapping(texture_map, now_texture, res, img_name,
depth_name)
n_eff = 1 / (W**2).sum()
if n_eff < 0.85 * N:
idx = stratified_resample(W)
X[:] = X[idx]
W.fill(1 / N)
slam_map[int(now[0]) + slam_map.shape[0] // 2,
int(now[1]) + slam_map.shape[1] // 2] = 1
walk_map[int(robot_pos[lidar_index, 0] / res) + walk_map.shape[0] // 2,
int(robot_pos[lidar_index, 1] / res) + walk_map.shape[1] // 2] = 1
def game_make():
screen = pygame.display.set_mode(SCREEN_SHAPE)
pygame.display.set_caption('Color Sokoban') # 타이틀바의 텍스트를 설정
tool = 0
# 게임판을 저장, 불러오기할 수 있는 버튼과 게임판을 만드는데 필요한 도구를 선택할 수 있는 버튼을 생성합니다.
save_button = Button((10, 10, 40, 30), WHITE, BLACK, 16, 'Save')
load_button = Button((50, 10, 40, 30), WHITE, BLACK, 16, 'Load')
red_button = Button((100, 10, 60, 30), WHITE, RED, 16, 'RedStone')
blue_button = Button((170, 10, 60, 30), WHITE, BLUE, 16, 'BlueStone')
yellow_button = Button((240, 10, 60, 30), WHITE, YELLOW, 16, 'YellowStone')
brick_button = Button((310, 10, 60, 30), WHITE, BROWN, 16, 'Brick')
player_button = Button((380, 10, 60, 30), WHITE, PINK, 16, 'Player')
erase_button = Button((450, 10, 40, 30), WHITE, GRAY, 16, 'Erase')
button_list = [
red_button, blue_button, yellow_button, brick_button, player_button,
erase_button
]
tools = [RED_STONE, BLUE_STONE, YELLOW_STONE, BRICK, PLAYER,
EMPTY] # 각 버튼에 맞는 도구를 지정합니다.
screen.fill(WHITE)
for button in button_list:
button.draw(screen)
save_button.draw(screen)
load_button.draw(screen)
board = utils.make_2D_array(TABLE_SHAPE)
board_rect = pygame.Rect(60, 60, 400, 400) # 게임판의 위치를 설정합니다.
board_painter = BoardPainter(
board_rect, TABLE_SHAPE) # 게임판을 그리기 위한 BoardPainter를 생성합니다.
done = False
while not done:
for event in pygame.event.get():
for i in range(len(button_list)):
if button_list[i].is_clicked(event):
tool = tools[i] # i번째 버튼이 눌렀을 경우 도구를 i번째 도구로 설정합니다.
if save_button.is_clicked(event): # save button을 눌렀을 경우
filename = game_input() # filename을 입력받습니다.
filename = 'maps/' + filename
try:
file_handle.save_board(filename,
board) # 게임판을 filename에 저장합니다.
done = True
except:
pass
elif load_button.is_clicked(event): # load button을 눌렀을 경우
filename = game_input() # filename을 입력받습니다.
filename = 'maps/' + filename
try:
board = file_handle.load_board(
filename) # file_handle 모듈의 load_board를 통해 게임판을 불러옵니다.
screen.fill(WHITE) # 화면을 초기화 해줍니다.
for button in button_list:
button.draw(screen)
save_button.draw(screen)
load_button.draw(screen)
except:
board = utils.make_2D_array(
TABLE_SHAPE
) # 불러오기를 실패했을 경우 TABLE_SHAPE형태로 비어있는 2차원 배열을 만들어줍니다.
if event.type == pygame.QUIT:
pygame.quit()
sys.exit()
elif event.type == pygame.KEYDOWN:
if event.key == pygame.K_ESCAPE:
done = True
elif event.type == pygame.MOUSEBUTTONDOWN:
mouse = pygame.mouse.get_pos()
if board_rect.collidepoint(mouse): # mouse가 게임판을 클릭했을 경우
x, y = utils.mapping(
mouse, (board_rect[0], board_rect[1]),
(board_rect[2], board_rect[3]),
TABLE_SHAPE) # 클릭한 부분을 TABLE_SHAPE크기에 맞도록 변환한다.
board[y][x] = tool # board[y][x]에 tool값을 넣어준다.
if utils.is_stone(tool): # tool이 stone일 경우 portal로 변환시킨다.
tool = utils.stone_to_portal(tool)
elif utils.is_portal(
tool): # tool이 portal일 경우 stone으로 변환시킨다.
tool = utils.portal_to_stone(tool)
board_painter.draw_board(screen, board)
pygame.display.flip()