def eye(g_pool, cap_src, cap_size, pipe_to_world, eye_id=0):
"""
Creates a window, gl context.
Grabs images from a capture.
Streams Pupil coordinates into g_pool.pupil_queue
"""
# modify the root logger for this process
logger = logging.getLogger()
# remove inherited handlers
logger.handlers = []
# create file handler which logs even debug messages
fh = logging.FileHandler(os.path.join(g_pool.user_dir,
'eye%s.log' % eye_id),
mode='w')
# fh.setLevel(logging.DEBUG)
# create console handler with a higher log level
ch = logging.StreamHandler()
ch.setLevel(logger.level + 10)
# create formatter and add it to the handlers
formatter = logging.Formatter(
'Eye' + str(eye_id) +
' Process: %(asctime)s - %(name)s - %(levelname)s - %(message)s')
fh.setFormatter(formatter)
formatter = logging.Formatter(
'EYE' + str(eye_id) +
' Process [%(levelname)s] %(name)s : %(message)s')
ch.setFormatter(formatter)
# add the handlers to the logger
logger.addHandler(fh)
logger.addHandler(ch)
# create logger for the context of this function
logger = logging.getLogger(__name__)
#UI Platform tweaks
if platform.system() == 'Linux':
scroll_factor = 10.0
window_position_default = (600, 300 * eye_id)
elif platform.system() == 'Windows':
scroll_factor = 1.0
window_position_default = (600, 31 + 300 * eye_id)
else:
scroll_factor = 1.0
window_position_default = (600, 300 * eye_id)
# Callback functions
def on_resize(window, w, h):
if not g_pool.iconified:
active_window = glfwGetCurrentContext()
glfwMakeContextCurrent(window)
g_pool.gui.update_window(w, h)
graph.adjust_size(w, h)
adjust_gl_view(w, h)
glfwMakeContextCurrent(active_window)
def on_key(window, key, scancode, action, mods):
g_pool.gui.update_key(key, scancode, action, mods)
def on_char(window, char):
g_pool.gui.update_char(char)
def on_iconify(window, iconified):
g_pool.iconified = iconified
def on_button(window, button, action, mods):
if g_pool.display_mode == 'roi':
if action == GLFW_RELEASE and u_r.active_edit_pt:
u_r.active_edit_pt = False
return # if the roi interacts we dont what the gui to interact as well
elif action == GLFW_PRESS:
pos = glfwGetCursorPos(window)
pos = normalize(pos, glfwGetWindowSize(main_window))
if g_pool.flip:
pos = 1 - pos[0], 1 - pos[1]
pos = denormalize(
pos, (frame.width, frame.height)) # Position in img pixels
if u_r.mouse_over_edit_pt(pos, u_r.handle_size + 40,
u_r.handle_size + 40):
return # if the roi interacts we dont what the gui to interact as well
g_pool.gui.update_button(button, action, mods)
def on_pos(window, x, y):
hdpi_factor = float(
glfwGetFramebufferSize(window)[0] / glfwGetWindowSize(window)[0])
g_pool.gui.update_mouse(x * hdpi_factor, y * hdpi_factor)
if u_r.active_edit_pt:
pos = normalize((x, y), glfwGetWindowSize(main_window))
if g_pool.flip:
pos = 1 - pos[0], 1 - pos[1]
pos = denormalize(pos, (frame.width, frame.height))
u_r.move_vertex(u_r.active_pt_idx, pos)
def on_scroll(window, x, y):
g_pool.gui.update_scroll(x, y * scroll_factor)
def on_close(window):
g_pool.quit.value = True
logger.info('Process closing from window')
# load session persistent settings
session_settings = Persistent_Dict(
os.path.join(g_pool.user_dir, 'user_settings_eye%s' % eye_id))
if session_settings.get("version", VersionFormat('0.0')) < g_pool.version:
logger.info(
"Session setting are from older version of this app. I will not use those."
)
session_settings.clear()
# Initialize capture
cap = autoCreateCapture(cap_src, timebase=g_pool.timebase)
default_settings = {'frame_size': cap_size, 'frame_rate': 30}
previous_settings = session_settings.get('capture_settings', None)
if previous_settings and previous_settings['name'] == cap.name:
cap.settings = previous_settings
else:
cap.settings = default_settings
# Test capture
try:
frame = cap.get_frame()
except CameraCaptureError:
logger.error("Could not retrieve image from capture")
cap.close()
return
#signal world that we are ready to go
pipe_to_world.send('eye%s process ready' % eye_id)
# any object we attach to the g_pool object *from now on* will only be visible to this process!
# vars should be declared here to make them visible to the code reader.
g_pool.iconified = False
g_pool.capture = cap
g_pool.flip = session_settings.get('flip', False)
g_pool.display_mode = session_settings.get('display_mode', 'camera_image')
g_pool.display_mode_info_text = {
'camera_image':
"Raw eye camera image. This uses the least amount of CPU power",
'roi':
"Click and drag on the blue circles to adjust the region of interest. The region should be a small as possible but big enough to capture to pupil in its movements",
'algorithm':
"Algorithm display mode overlays a visualization of the pupil detection parameters on top of the eye video. Adjust parameters with in the Pupil Detection menu below."
}
# g_pool.draw_pupil = session_settings.get('draw_pupil',True)
u_r = UIRoi(frame.img.shape)
u_r.set(session_settings.get('roi', u_r.get()))
writer = None
pupil_detector = Canny_Detector(g_pool)
# UI callback functions
def set_scale(new_scale):
g_pool.gui.scale = new_scale
g_pool.gui.collect_menus()
def set_display_mode_info(val):
g_pool.display_mode = val
g_pool.display_mode_info.text = g_pool.display_mode_info_text[val]
# Initialize glfw
glfwInit()
if g_pool.binocular:
title = "Binocular eye %s" % eye_id
else:
title = 'Eye'
width, height = session_settings.get('window_size',
(frame.width, frame.height))
main_window = glfwCreateWindow(width, height, title, None, None)
window_pos = session_settings.get('window_position',
window_position_default)
glfwSetWindowPos(main_window, window_pos[0], window_pos[1])
glfwMakeContextCurrent(main_window)
cygl_init()
# gl_state settings
basic_gl_setup()
g_pool.image_tex = Named_Texture()
g_pool.image_tex.update_from_frame(frame)
glfwSwapInterval(0)
#setup GUI
g_pool.gui = ui.UI()
g_pool.gui.scale = session_settings.get('gui_scale', 1)
g_pool.sidebar = ui.Scrolling_Menu("Settings",
pos=(-300, 0),
size=(0, 0),
header_pos='left')
general_settings = ui.Growing_Menu('General')
general_settings.append(
ui.Slider('scale',
g_pool.gui,
setter=set_scale,
step=.05,
min=1.,
max=2.5,
label='Interface Size'))
general_settings.append(
ui.Button(
'Reset window size',
lambda: glfwSetWindowSize(main_window, frame.width, frame.height)))
general_settings.append(
ui.Selector('display_mode',
g_pool,
setter=set_display_mode_info,
selection=['camera_image', 'roi', 'algorithm'],
labels=['Camera Image', 'ROI', 'Algorithm'],
label="Mode"))
general_settings.append(
ui.Switch('flip', g_pool, label='Flip image display'))
g_pool.display_mode_info = ui.Info_Text(
g_pool.display_mode_info_text[g_pool.display_mode])
general_settings.append(g_pool.display_mode_info)
g_pool.sidebar.append(general_settings)
g_pool.gui.append(g_pool.sidebar)
# let the camera add its GUI
g_pool.capture.init_gui(g_pool.sidebar)
# let detector add its GUI
pupil_detector.init_gui(g_pool.sidebar)
# Register callbacks main_window
glfwSetFramebufferSizeCallback(main_window, on_resize)
glfwSetWindowCloseCallback(main_window, on_close)
glfwSetWindowIconifyCallback(main_window, on_iconify)
glfwSetKeyCallback(main_window, on_key)
glfwSetCharCallback(main_window, on_char)
glfwSetMouseButtonCallback(main_window, on_button)
glfwSetCursorPosCallback(main_window, on_pos)
glfwSetScrollCallback(main_window, on_scroll)
#set the last saved window size
on_resize(main_window, *glfwGetWindowSize(main_window))
# load last gui configuration
g_pool.gui.configuration = session_settings.get('ui_config', {})
#set up performance graphs
pid = os.getpid()
ps = psutil.Process(pid)
ts = frame.timestamp
cpu_graph = graph.Bar_Graph()
cpu_graph.pos = (20, 130)
cpu_graph.update_fn = ps.cpu_percent
cpu_graph.update_rate = 5
cpu_graph.label = 'CPU %0.1f'
fps_graph = graph.Bar_Graph()
fps_graph.pos = (140, 130)
fps_graph.update_rate = 5
fps_graph.label = "%0.0f FPS"
#create a timer to control window update frequency
window_update_timer = timer(1 / 60.)
def window_should_update():
return next(window_update_timer)
# Event loop
while not g_pool.quit.value:
# Get an image from the grabber
try:
frame = cap.get_frame()
except CameraCaptureError:
logger.error("Capture from Camera Failed. Stopping.")
break
except EndofVideoFileError:
logger.warning("Video File is done. Stopping")
break
#update performace graphs
t = frame.timestamp
dt, ts = t - ts, t
try:
fps_graph.add(1. / dt)
except ZeroDivisionError:
pass
cpu_graph.update()
### RECORDING of Eye Video (on demand) ###
# Setup variables and lists for recording
if pipe_to_world.poll():
command, raw_mode = pipe_to_world.recv()
if command is not None:
record_path = command
logger.info("Will save eye video to: %s" % record_path)
timestamps_path = os.path.join(record_path,
"eye%s_timestamps.npy" % eye_id)
if raw_mode and frame.jpeg_buffer:
video_path = os.path.join(record_path,
"eye%s.mp4" % eye_id)
writer = JPEG_Writer(video_path, cap.frame_rate)
else:
video_path = os.path.join(record_path,
"eye%s.mp4" % eye_id)
writer = AV_Writer(video_path, cap.frame_rate)
timestamps = []
else:
logger.info("Done recording.")
writer.release()
writer = None
np.save(timestamps_path, np.asarray(timestamps))
del timestamps
if writer:
writer.write_video_frame(frame)
timestamps.append(frame.timestamp)
# pupil ellipse detection
result = pupil_detector.detect(
frame, user_roi=u_r, visualize=g_pool.display_mode == 'algorithm')
result['id'] = eye_id
# stream the result
g_pool.pupil_queue.put(result)
# GL drawing
if window_should_update():
if not g_pool.iconified:
glfwMakeContextCurrent(main_window)
clear_gl_screen()
# switch to work in normalized coordinate space
if g_pool.display_mode == 'algorithm':
g_pool.image_tex.update_from_ndarray(frame.img)
elif g_pool.display_mode in ('camera_image', 'roi'):
g_pool.image_tex.update_from_ndarray(frame.gray)
else:
pass
make_coord_system_norm_based(g_pool.flip)
g_pool.image_tex.draw()
# switch to work in pixel space
make_coord_system_pixel_based((frame.height, frame.width, 3),
g_pool.flip)
if result['confidence'] > 0:
if result.has_key('axes'):
pts = cv2.ellipse2Poly((int(
result['center'][0]), int(result['center'][1])),
(int(result['axes'][0] / 2),
int(result['axes'][1] / 2)),
int(result['angle']), 0, 360,
15)
cygl_draw_polyline(pts, 1, cygl_rgba(1., 0, 0, .5))
cygl_draw_points([result['center']],
size=20,
color=cygl_rgba(1., 0., 0., .5),
sharpness=1.)
# render graphs
graph.push_view()
fps_graph.draw()
cpu_graph.draw()
graph.pop_view()
# render GUI
g_pool.gui.update()
#render the ROI
if g_pool.display_mode == 'roi':
u_r.draw(g_pool.gui.scale)
#update screen
glfwSwapBuffers(main_window)
glfwPollEvents()
# END while running
# in case eye recording was still runnnig: Save&close
if writer:
logger.info("Done recording eye.")
writer = None
np.save(timestamps_path, np.asarray(timestamps))
glfwRestoreWindow(main_window) #need to do this for windows os
# save session persistent settings
session_settings['gui_scale'] = g_pool.gui.scale
session_settings['roi'] = u_r.get()
session_settings['flip'] = g_pool.flip
session_settings['display_mode'] = g_pool.display_mode
session_settings['ui_config'] = g_pool.gui.configuration
session_settings['capture_settings'] = g_pool.capture.settings
session_settings['window_size'] = glfwGetWindowSize(main_window)
session_settings['window_position'] = glfwGetWindowPos(main_window)
session_settings['version'] = g_pool.version
session_settings.close()
pupil_detector.cleanup()
g_pool.gui.terminate()
glfwDestroyWindow(main_window)
glfwTerminate()
cap.close()
#flushing queue in case world process did not exit gracefully
while not g_pool.pupil_queue.empty():
g_pool.pupil_queue.get()
g_pool.pupil_queue.close()
logger.debug("Process done")
def eye(g_pool, cap_src, cap_size):
"""
Creates a window, gl context.
Grabs images from a capture.
Streams Pupil coordinates into g_pool.pupil_queue
"""
# modify the root logger for this process
logger = logging.getLogger()
# remove inherited handlers
logger.handlers = []
# create file handler which logs even debug messages
fh = logging.FileHandler(os.path.join(g_pool.user_dir, 'eye.log'),
mode='w')
fh.setLevel(logging.INFO)
# create console handler with a higher log level
ch = logging.StreamHandler()
ch.setLevel(logging.WARNING)
# create formatter and add it to the handlers
formatter = logging.Formatter(
'EYE Process: %(asctime)s - %(name)s - %(levelname)s - %(message)s')
fh.setFormatter(formatter)
formatter = logging.Formatter(
'E Y E Process [%(levelname)s] %(name)s : %(message)s')
ch.setFormatter(formatter)
# add the handlers to the logger
logger.addHandler(fh)
logger.addHandler(ch)
# create logger for the context of this function
logger = logging.getLogger(__name__)
# Callback functions
def on_resize(window, w, h):
adjust_gl_view(w, h)
atb.TwWindowSize(w, h)
def on_key(window, key, scancode, action, mods):
if not atb.TwEventKeyboardGLFW(key, int(action == GLFW_PRESS)):
if action == GLFW_PRESS:
if key == GLFW_KEY_ESCAPE:
on_close(window)
def on_char(window, char):
if not atb.TwEventCharGLFW(char, 1):
pass
def on_button(window, button, action, mods):
if not atb.TwEventMouseButtonGLFW(button, int(action == GLFW_PRESS)):
if action == GLFW_PRESS:
pos = glfwGetCursorPos(window)
pos = normalize(pos, glfwGetWindowSize(window))
pos = denormalize(
pos, (frame.img.shape[1],
frame.img.shape[0])) # pos in frame.img pixels
u_r.setStart(pos)
bar.draw_roi.value = 1
else:
bar.draw_roi.value = 0
def on_pos(window, x, y):
if atb.TwMouseMotion(int(x), int(y)):
pass
if bar.draw_roi.value == 1:
pos = x, y
pos = normalize(pos, glfwGetWindowSize(window))
pos = denormalize(pos,
(frame.img.shape[1],
frame.img.shape[0])) # pos in frame.img pixels
u_r.setEnd(pos)
def on_scroll(window, x, y):
if not atb.TwMouseWheel(int(x)):
pass
def on_close(window):
g_pool.quit.value = True
logger.info('Process closing from window')
# Helper functions called by the main atb bar
def start_roi():
bar.display.value = 1
bar.draw_roi.value = 2
def update_fps():
old_time, bar.timestamp = bar.timestamp, time()
dt = bar.timestamp - old_time
if dt:
bar.fps.value += .05 * (1. / dt - bar.fps.value)
bar.dt.value = dt
def get_from_data(data):
"""
helper for atb getter and setter use
"""
return data.value
# load session persistent settings
session_settings = shelve.open(os.path.join(g_pool.user_dir,
'user_settings_eye'),
protocol=2)
def load(var_name, default):
return session_settings.get(var_name, default)
def save(var_name, var):
session_settings[var_name] = var
# Initialize capture
cap = autoCreateCapture(cap_src, cap_size)
if cap is None:
logger.error("Did not receive valid Capture")
return
# check if it works
frame = cap.get_frame()
if frame.img is None:
logger.error("Could not retrieve image from capture")
cap.close()
return
height, width = frame.img.shape[:2]
cap.auto_rewind = False
u_r = Roi(frame.img.shape)
u_r.set(load('roi', default=None))
writer = None
pupil_detector = Canny_Detector(g_pool)
atb.init()
# Create main ATB Controls
bar = atb.Bar(name="Eye",
label="Display",
help="Scene controls",
color=(50, 50, 50),
alpha=100,
text='light',
position=(10, 10),
refresh=.3,
size=(200, 100))
bar.fps = c_float(0.0)
bar.timestamp = time()
bar.dt = c_float(0.0)
bar.sleep = c_float(0.0)
bar.display = c_int(load('bar.display', 0))
bar.draw_pupil = c_bool(load('bar.draw_pupil', True))
bar.draw_roi = c_int(0)
dispay_mode_enum = atb.enum("Mode", {
"Camera Image": 0,
"Region of Interest": 1,
"Algorithm": 2
})
bar.add_var("FPS", bar.fps, step=1., readonly=True)
bar.add_var("Mode",
bar.display,
vtype=dispay_mode_enum,
help="select the view-mode")
bar.add_var("Show_Pupil_Point", bar.draw_pupil)
bar.add_button("Draw_ROI",
start_roi,
help="drag on screen to select a region of interest")
bar.add_var("SlowDown", bar.sleep, step=0.01, min=0.0)
bar.add_var("SaveSettings&Exit", g_pool.quit)
cap.create_atb_bar(pos=(220, 10))
# create a bar for the detector
pupil_detector.create_atb_bar(pos=(10, 120))
glfwInit()
window = glfwCreateWindow(width, height, "Eye", None, None)
glfwMakeContextCurrent(window)
# Register callbacks window
glfwSetWindowSizeCallback(window, on_resize)
glfwSetWindowCloseCallback(window, on_close)
glfwSetKeyCallback(window, on_key)
glfwSetCharCallback(window, on_char)
glfwSetMouseButtonCallback(window, on_button)
glfwSetCursorPosCallback(window, on_pos)
glfwSetScrollCallback(window, on_scroll)
glfwSetWindowPos(window, 800, 0)
on_resize(window, width, height)
# gl_state settings
basic_gl_setup()
# refresh speed settings
glfwSwapInterval(0)
# event loop
while not g_pool.quit.value:
frame = cap.get_frame()
if frame.img is None:
break
update_fps()
sleep(bar.sleep.value) # for debugging only
if pupil_detector.should_sleep:
sleep(16)
pupil_detector.should_sleep = False
### RECORDING of Eye Video (on demand) ###
# Setup variables and lists for recording
if g_pool.eye_rx.poll():
command = g_pool.eye_rx.recv()
if command is not None:
record_path = command
logger.info("Will save eye video to: %(record_path)s")
video_path = os.path.join(record_path, "eye.avi")
timestamps_path = os.path.join(record_path,
"eye_timestamps.npy")
writer = cv2.VideoWriter(
video_path, cv2.cv.CV_FOURCC(*'DIVX'), bar.fps.value,
(frame.img.shape[1], frame.img.shape[0]))
timestamps = []
else:
logger.info("Done recording eye.")
writer = None
np.save(timestamps_path, np.asarray(timestamps))
del timestamps
if writer:
writer.write(frame.img)
timestamps.append(frame.timestamp)
# pupil ellipse detection
result = pupil_detector.detect(frame,
user_roi=u_r,
visualize=bar.display.value == 2)
# stream the result
g_pool.pupil_queue.put(result)
# VISUALIZATION direct visualizations on the frame.img data
if bar.display.value == 1:
# and a solid (white) frame around the user defined ROI
r_img = frame.img[u_r.lY:u_r.uY, u_r.lX:u_r.uX]
r_img[:, 0] = 255, 255, 255
r_img[:, -1] = 255, 255, 255
r_img[0, :] = 255, 255, 255
r_img[-1, :] = 255, 255, 255
# GL-drawing
clear_gl_screen()
draw_gl_texture(frame.img)
if result['norm_pupil'] is not None and bar.draw_pupil.value:
if result.has_key('axes'):
pts = cv2.ellipse2Poly(
(int(result['center'][0]), int(result['center'][1])),
(int(result["axes"][0] / 2), int(result["axes"][1] / 2)),
int(result["angle"]), 0, 360, 15)
draw_gl_polyline(pts, (1., 0, 0, .5))
draw_gl_point_norm(result['norm_pupil'], color=(1., 0., 0., 0.5))
atb.draw()
glfwSwapBuffers(window)
glfwPollEvents()
# END while running
# in case eye reconding was still runnnig: Save&close
if writer:
logger.info("Done recording eye.")
writer = None
np.save(timestamps_path, np.asarray(timestamps))
# save session persistent settings
save('roi', u_r.get())
save('bar.display', bar.display.value)
save('bar.draw_pupil', bar.draw_pupil.value)
session_settings.close()
pupil_detector.cleanup()
cap.close()
atb.terminate()
glfwDestroyWindow(window)
glfwTerminate()
#flushing queue incase world process did not exit gracefully
while not g_pool.pupil_queue.empty():
g_pool.pupil_queue.get()
g_pool.pupil_queue.close()
logger.debug("Process done")
