user_model = UserModel()
for window_event in proc_events:
window_model = gen_window_model(window_event, proc_events)
if window_model is None:
continue
user_model.add_window_model(window_event, window_model)
default_model = gen_window_model(None, proc_events)
user_model.set_default_model(default_model)
for i in range(100):
print("Gen:", default_model.next())
if not os.path.isdir(output_dir):
os.makedirs(output_dir, exist_ok=True)
try:
os.mkdir(output_dir)
except OSError as e:
#folder exists
pass
with open(output_dir + "/user_model.mdl", "bw+") as f:
pickle.dump(user_model, f)
def process_inputs(input_dirs, output_dir):
event_constructor = EventConstructor()
events = []
window_event = default_window_event
for f in input_dirs:
file = f + "/" + "events.evnt"
if not os.path.isfile(file):
print("Cannot find file: " + file)
continue
with open(file, "r") as f:
for line in f:
events.append(event_constructor.construct(line))
events.append(Event(events[-1].timestamp+1, EventType.NONE))
events = sorted(events, key=lambda x : x.timestamp)
proc_events = {}
windowed_events = {}
for e in events:
key = window_event.filename_string()
if isinstance(e, WindowChangeEvent):
window_event = e
windows.append(e)
if not key in proc_events:
proc_events[key] = {}
if not e.event_type in proc_events[key]:
proc_events[key][e.event_type] = []
if not None in proc_events:
proc_events[None] = {}
if not e.event_type in proc_events[None]:
proc_events[None][e.event_type] = []
if normalise and not window_event == default_window_event:
e.change_window(window_event)
proc_events[key][e.event_type].append(e)
proc_events[None][e.event_type].append(e)
if not isinstance(e, WindowChangeEvent) or window_event.filename_string() != key:
if not None in windowed_events:
windowed_events[None] = []
windowed_events[None].append(e)
if not key in windowed_events:
windowed_events[key] = []
windowed_events[key].append(e)
user_model = UserModel()
for window_event in proc_events:
window_model = gen_window_model(window_event, proc_events, windowed_events)
if window_model is None:
continue
user_model.add_window_model(window_event, window_model)
if not window_event is None:
for input_file_num in range(len(input_dirs)):
screenshot = find(window_event, input_dirs[input_file_num] + "/images/")
cols = [(255, 0, 0), (0, 255, 0), (0, 0, 255), (255, 255, 0), (0, 255, 255), (255, 0, 255), (0, 0, 0)]
if not screenshot is None and os.path.isfile(screenshot):
img = cv2.imread(screenshot)
if not img is None:
ci = 0
h, w = img.shape[:2]
for c in window_model.clusters:
if c[-4:] == "DOWN":
for cl in window_model.clusters[c]:
print(cl)
cv2.rectangle(img,
(int(cl[0]*w)-2, int(cl[1]*h)-2),
(int(cl[0]*w)+2, int(cl[1]*h)+2),
cols[ci], -1, 8)
ci += 1
imgout = output_dir + "/imgs/"
if not os.path.isdir(imgout):
os.makedirs(imgout, exist_ok=True)
try:
os.mkdir(imgout)
except OSError as e:
#folder exists
pass
cv2.imwrite(imgout + window_event + ".png", img)
continue
default_model = gen_window_model(None, proc_events, windowed_events)
user_model.set_default_model(default_model)
for i in range(100):
print("Gen:", default_model.next())
if not os.path.isdir(output_dir):
os.makedirs(output_dir, exist_ok=True)
try:
os.mkdir(output_dir)
except OSError as e:
#folder exists
pass
with open(output_dir + "/user_model.mdl", "bw+") as f:
pickle.dump(user_model, f)