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NNSceneData.py
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import numpy
from NNScene import *
import NNNode
from NNGlobals import *
import random
# ----------------------------------------------
class NNScene_For_All(NNScene):
def __init__(self, surface, scene_number):
super().__init__(surface)
self.scene_number = scene_number
self.stateID = 'State' + str(self.scene_number)
self.count = 10
self.elem_scene = None
# DISPLAYING TRAINSET
self.surface_trainset = None
self.surface_trainset_w = 180
self.surface_trainset_h = 180
self.surface_trainset_bg = pygame.Surface((self.surface_trainset_w, self.surface_trainset_h))
self.surface_trainset_bg.fill(pygame.Color(255, 255, 255))
# TEXT OBJECT FOR DEMO MODE
self.surface_text_demo_mode = None
# FOR DISPLAYING MOUSE COORDINATE
self.mouse_coord = None
# FOR DISPLAYING TRAINING VARIABLES
self.text_epoch = None
self.text_loss = None
self.text_score = None
# FOR DISPLAYING MANY TRAINSETS
many_trainsets_count = 21
self.disp_trainsets = []
for i in range(many_trainsets_count):
self.disp_trainsets.append(pygame.Surface((125, 125)))
# FOR DISPLAYING TRAINSET FROM SCENE 40
self.disp_trainset_surface = pygame.Surface((300, 300))
self.disp_trainset_surface_2 = pygame.Surface((300, 300))
# FOR DISPLAYING USER-INPUTTED SURFACE
self.userinput_surface = None
def setup(self, the_value_dict, duration):
# DRAWING DRAWPAD
super().setup(the_value_dict, duration)
# SETTING the_value DICTIONARY
self.set_value_dict(the_value_dict)
# -----------------------------------------------------------------------------
# GETTING SCENE ELEMENT WITH SCENE NUMBER
self.elem_scene = self.xmlconnector.get_scene_elem(self.scene_number)
# -------------------------------------------------------------------
#
# < DRAWPAD >
#
# IF THERE IS drawpad ELEMENT, RUN super().drawpad_create()
elem_drawpad = self.elem_scene.find('drawpad')
if elem_drawpad is not None:
# INITIALIZATION OF REQUIRED VALUES
unitcount = unitsize = flag_clickable = anim_duration = None
# VALUE TAGS IN THE DRAWPAD ELEMENT
for value in elem_drawpad.findall('value'):
# < CHECKING KEY IN THE DICTIONARY >
# https://www.geeksforgeeks.org/python-dictionary-has_key/
#
if "unitcount" in value.attrib.keys():
unitcount = value.attrib["unitcount"]
elif "unitsize" in value.attrib.keys():
unitsize = value.attrib["unitsize"]
elif "flag_clickable" in value.attrib.keys():
flag_clickable = value.attrib["flag_clickable"]
elif "anim_duration" in value.attrib.keys():
anim_duration = value.attrib["anim_duration"]
# RUN super().drawpad_create()
# TO CREATE DRAWPAD FOR SCENE 1
super().drawpad_create(int(unitcount),
int(unitsize),
bool(flag_clickable),
int(anim_duration),
self.the_value_dict)
# IF THERE IS NO DRAWPAD ELEMENT,
# IT MEANS THAT WE ARE SEEING SPREADED INPUT LAYER IN THE LOWER SCREEN
else:
# DISPLAYING INPUT LAYER
super().display_input_layer(self.count, self.the_value_dict)
# TODO :: ARCHIVE BELOW !
# Element.findall() はタグで現在の要素の直接の子要素のみ検索します。
# Element.find() は特定のタグで 最初の 子要素を検索し、
# Element.text は要素のテキストコンテンツにアクセスします。
# Element.get() は要素の属性にアクセスします:
# -------------------------------------------------------------------
#
# < TEXT NODES >
#
# GETTING CHILD ELEMENTS WHICH TAG NAME IS 'node_text'
elem_node_texts = self.elem_scene.findall('node_text')
is_user_result = False
# FOR ALL node_text
for node_text in elem_node_texts:
if node_text is not None:
# INITIALIZATION OF REQUIRED VALUES
target_surface = \
name = \
text = \
text_size = \
anim_duration = \
anim_type = \
anim_scaler_x = \
anim_scaler_y = \
position_x = \
position_y = \
color_r = \
color_g = \
color_b = \
visible = \
align = None
# VALUE TAGS IN THE DRAWPAD ELEMENT
for value in node_text.findall('value'):
if "target_surface" in value.attrib.keys():
# IF EVALUATION IS NEEDED, SEND THE VALUE TO XmlConnector !
target_surface = self.xmlconnector.check_string(value.attrib["target_surface"])
elif "name" in value.attrib.keys():
name = str(value.attrib["name"])
elif "text" in value.attrib.keys():
text = str(self.xmlconnector.check_string(value.attrib["text"]))
elif "text_size" in value.attrib.keys():
text_size = int(value.attrib["text_size"])
elif "anim_duration" in value.attrib.keys():
anim_duration = int(value.attrib["anim_duration"])
elif "anim_type" in value.attrib.keys():
anim_type = str(value.attrib["anim_type"])
elif "anim_scaler_x" in value.attrib.keys():
anim_scaler_x = float(value.attrib["anim_scaler_x"])
elif "anim_scaler_y" in value.attrib.keys():
anim_scaler_y = float(value.attrib["anim_scaler_y"])
elif "position_x" in value.attrib.keys():
position_x = int(value.attrib["position_x"])
elif "position_y" in value.attrib.keys():
position_y = int(value.attrib["position_y"])
elif "color_r" in value.attrib.keys():
color_r = int(value.attrib["color_r"])
elif "color_g" in value.attrib.keys():
color_g = int(value.attrib["color_g"])
elif "color_b" in value.attrib.keys():
color_b = int(value.attrib["color_b"])
elif "visible" in value.attrib.keys():
visible = value.attrib["visible"]
if visible == "True":
visible = True
elif visible == "False":
visible = False
elif "align" in value.attrib.keys():
align = value.attrib["align"]
text_node = NNNode.NNNodeText( target_surface,
name,
text,
(position_x, position_y),
(color_r, color_g, color_b),
text_size,
anim_duration,
anim_type,
anim_scaler_x,
anim_scaler_y,
visible,
align)
# IF THIS IS SCENE IS 'FIRST SCENE'
# IT WILL BE NEEDED TO ADD self.text_nn_result MEMBER VARIABLE !
if self.scene_number == 1 and name == "text_nn_result":
self.text_nn_result = text_node
self.obj_manager.obj_list.append(self.text_nn_result)
else:
self.obj_manager.obj_list.append(text_node)
# -------------------------------------------------------------------
#
# < MULTI-TEXT NODES >
#
# GETTING CHILD ELEMENTS WHICH TAG NAME IS 'node_multitext'
elem_node_multitexts = self.elem_scene.findall('node_multitext')
# FOR ALL node_multitext
for node_multitext in elem_node_multitexts:
if node_multitext is not None:
# INITIALIZATION OF REQUIRED VALUES
target_surface = \
name = \
text = \
text_size = \
anim_duration = \
anim_type = \
anim_scaler_x = \
anim_scaler_y = \
position_x = \
position_y = \
color_r = \
color_g = \
color_b = \
visible = \
align = \
line_margin = \
text_align = \
rotation = None
# VALUE TAGS IN THE DRAWPAD ELEMENT
for value in node_multitext.findall('value'):
if "target_surface" in value.attrib.keys():
# IF EVALUATION IS NEEDED, SEND THE VALUE TO XmlConnector !
target_surface = self.xmlconnector.check_string(value.attrib["target_surface"])
elif "name" in value.attrib.keys():
name = str(value.attrib["name"])
elif "text" in value.attrib.keys():
text = str(value.attrib["text"])
elif "text_size" in value.attrib.keys():
text_size = int(value.attrib["text_size"])
elif "anim_duration" in value.attrib.keys():
anim_duration = int(value.attrib["anim_duration"])
elif "anim_type" in value.attrib.keys():
anim_type = str(value.attrib["anim_type"])
elif "anim_scaler_x" in value.attrib.keys():
anim_scaler_x = float(value.attrib["anim_scaler_x"])
elif "anim_scaler_y" in value.attrib.keys():
anim_scaler_y = float(value.attrib["anim_scaler_y"])
elif "position_x" in value.attrib.keys():
position_x = int(value.attrib["position_x"])
elif "position_y" in value.attrib.keys():
position_y = int(value.attrib["position_y"])
elif "color_r" in value.attrib.keys():
color_r = int(value.attrib["color_r"])
elif "color_g" in value.attrib.keys():
color_g = int(value.attrib["color_g"])
elif "color_b" in value.attrib.keys():
color_b = int(value.attrib["color_b"])
elif "visible" in value.attrib.keys():
visible = value.attrib["visible"]
if visible == "True":
visible = True
elif visible == "False":
visible = False
elif "align" in value.attrib.keys():
align = value.attrib["align"]
elif "line_margin" in value.attrib.keys():
line_margin = int(value.attrib["line_margin"])
elif "text_align" in value.attrib.keys():
text_align = value.attrib["text_align"]
elif "rotation" in value.attrib.keys():
rotation = int(value.attrib["rotation"])
multitext_node = NNNode.NNNodeMultiText(
target_surface,
name,
text,
(position_x, position_y),
(color_r, color_g, color_b),
text_size,
anim_duration,
anim_type,
anim_scaler_x,
anim_scaler_y,
visible,
align,
line_margin,
text_align,
rotation)
self.obj_manager.obj_list.append(multitext_node)
# -------------------------------------------------------------------
#
# < PICTURES >
#
# GETTING CHILD ELEMENTS WHICH TAG NAME IS 'picture'
elem_pics = self.elem_scene.findall('picture')
# FOR ALL picture
for pic in elem_pics:
if pic is not None:
# INITIALIZATION OF REQUIRED VALUES
target_surface = \
name = \
pic_file = \
pic_size = \
anim_duration = \
anim_type = \
anim_scaler_x = \
anim_scaler_y = \
position_x = \
position_y = \
rotation = \
visible = \
align = None
# VALUE TAGS IN THE DRAWPAD ELEMENT
for value in pic.findall('value'):
if "target_surface" in value.attrib.keys():
# IF EVALUATION IS NEEDED, SEND THE VALUE TO XmlConnector !
target_surface = self.xmlconnector.check_string(value.attrib["target_surface"])
elif "name" in value.attrib.keys():
name = str(value.attrib["name"])
elif "pic_file" in value.attrib.keys():
pic_file = str(value.attrib["pic_file"])
elif "pic_size" in value.attrib.keys():
pic_size = int(value.attrib["pic_size"])
elif "anim_duration" in value.attrib.keys():
anim_duration = int(value.attrib["anim_duration"])
elif "anim_type" in value.attrib.keys():
anim_type = str(value.attrib["anim_type"])
elif "anim_scaler_x" in value.attrib.keys():
anim_scaler_x = float(value.attrib["anim_scaler_x"])
elif "anim_scaler_y" in value.attrib.keys():
anim_scaler_y = float(value.attrib["anim_scaler_y"])
elif "position_x" in value.attrib.keys():
position_x = int(value.attrib["position_x"])
elif "position_y" in value.attrib.keys():
position_y = int(value.attrib["position_y"])
elif "rotation" in value.attrib.keys():
rotation = int(value.attrib["rotation"])
elif "visible" in value.attrib.keys():
visible = value.attrib["visible"]
if visible == "True":
visible = True
elif visible == "False":
visible = False
elif "align" in value.attrib.keys():
align = value.attrib["align"]
pic = NNNode.NNNodePic( target_surface,
name,
pic_file,
(position_x, position_y),
pic_size,
anim_duration,
anim_type,
anim_scaler_x,
anim_scaler_y,
visible,
rotation,
align)
self.obj_manager.obj_list.append(pic)
# -------------------------------------------------------------------
#
# < SETTING CLICKABLE >
#
elem_clickable = self.elem_scene.findall('clickable')
for flag_elem in elem_clickable:
attrib = flag_elem.attrib["mode"]
if attrib == 'All_Non_Clickable':
# SETUP OBJECTS TO NON-CLICKABLE
self.set_non_clickable()
# -------------------------------------------------------------------
#
# < INDICATORS >
#
elem_indicators = self.elem_scene.findall('indicator')
# FOR ALL node_text
for indicator in elem_indicators:
if indicator is not None:
# INITIALIZATION OF REQUIRED VALUES
target_surface = \
name = \
shape = \
size_w = \
size_h = \
anim_duration = \
anim_type = \
anim_scaler_x = \
anim_scaler_y = \
position_x = \
position_y = \
center_x = \
center_y = \
color_r = \
color_g = \
color_b = \
freq = \
style = None
# VALUE TAGS IN THE DRAWPAD ELEMENT
for value in indicator.findall('value'):
if "target_surface" in value.attrib.keys():
# IF EVALUATION IS NEEDED, SEND THE VALUE TO XmlConnector !
target_surface = self.xmlconnector.check_string(value.attrib["target_surface"])
elif "name" in value.attrib.keys():
name = str(value.attrib["name"])
elif "shape" in value.attrib.keys():
shape = str(value.attrib["shape"])
elif "size_w" in value.attrib.keys():
size_w = int(value.attrib["size_w"])
elif "size_h" in value.attrib.keys():
size_h = int(value.attrib["size_h"])
elif "anim_duration" in value.attrib.keys():
anim_duration = int(value.attrib["anim_duration"])
elif "anim_type" in value.attrib.keys():
anim_type = str(value.attrib["anim_type"])
elif "anim_scaler_x" in value.attrib.keys():
anim_scaler_x = float(value.attrib["anim_scaler_x"])
elif "anim_scaler_y" in value.attrib.keys():
anim_scaler_y = float(value.attrib["anim_scaler_y"])
elif "position_x" in value.attrib.keys():
position_x = int(value.attrib["position_x"])
elif "position_y" in value.attrib.keys():
position_y = int(value.attrib["position_y"])
elif "center_x" in value.attrib.keys():
center_x = int(value.attrib["center_x"])
elif "center_y" in value.attrib.keys():
center_y = int(value.attrib["center_y"])
elif "color_r" in value.attrib.keys():
color_r = int(value.attrib["color_r"])
elif "color_g" in value.attrib.keys():
color_g = int(value.attrib["color_g"])
elif "color_b" in value.attrib.keys():
color_b = int(value.attrib["color_b"])
elif "freq" in value.attrib.keys():
freq = float(value.attrib["freq"])
elif "style" in value.attrib.keys():
style = str(value.attrib["style"])
indicator = NNNode.NNNodeIndicator(target_surface,
name,
shape,
(position_x, position_y),
(center_x, center_y),
(size_w, size_h),
anim_duration,
anim_type,
anim_scaler_x,
anim_scaler_y,
(color_r, color_g, color_b, 200),
freq,
style)
self.obj_manager.obj_list.append(indicator)
# -------------------------------------------------------------------
#
# < LINES >
#
elem_lines = self.elem_scene.findall('line')
# FOR ALL node_text
for line in elem_lines:
if line is not None:
# INITIALIZATION OF REQUIRED VALUES
target_surface = \
name = \
type = \
vertices = \
anim_duration = \
anim_type = \
anim_scaler_x = \
anim_scaler_y = \
position_x = \
position_y = \
color_r = \
color_g = \
color_b = \
freq = \
style = \
view_cv = \
arrow_scale = \
arrow_adjust = \
arrow_visible = \
adding_direction_x = \
adding_direction_y = None
# VALUE TAGS IN THE DRAWPAD ELEMENT
for value in line.findall('value'):
if "target_surface" in value.attrib.keys():
# IF EVALUATION IS NEEDED, SEND THE VALUE TO XmlConnector !
target_surface = self.xmlconnector.check_string(value.attrib["target_surface"])
elif "name" in value.attrib.keys():
name = str(value.attrib["name"])
elif "type" in value.attrib.keys():
type = str(value.attrib["type"])
elif "vertices" in value.attrib.keys():
vert_str_list = value.attrib["vertices"].split("_")
vert_list = []
for vert in vert_str_list:
vert_list.append(vert.split(","))
nplist = list( numpy.array(vert_list).astype(numpy.int) )
vertices = []
for vert in nplist:
vertices.append(list(vert))
elif "anim_duration" in value.attrib.keys():
anim_duration = int(value.attrib["anim_duration"])
elif "anim_type" in value.attrib.keys():
anim_type = str(value.attrib["anim_type"])
elif "anim_scaler_x" in value.attrib.keys():
anim_scaler_x = float(value.attrib["anim_scaler_x"])
elif "anim_scaler_y" in value.attrib.keys():
anim_scaler_y = float(value.attrib["anim_scaler_y"])
elif "position_x" in value.attrib.keys():
position_x = int(value.attrib["position_x"])
elif "position_y" in value.attrib.keys():
position_y = int(value.attrib["position_y"])
elif "color_r" in value.attrib.keys():
color_r = int(value.attrib["color_r"])
elif "color_g" in value.attrib.keys():
color_g = int(value.attrib["color_g"])
elif "color_b" in value.attrib.keys():
color_b = int(value.attrib["color_b"])
elif "freq" in value.attrib.keys():
freq = float(value.attrib["freq"])
elif "style" in value.attrib.keys():
style = str(value.attrib["style"])
elif "view_cv" in value.attrib.keys():
view_cv = value.attrib["view_cv"]
if view_cv == "True":
view_cv = True
elif view_cv == "False":
view_cv = False
elif "arrow_scale" in value.attrib.keys():
arrow_scale = float(value.attrib["arrow_scale"])
elif "arrow_adjust" in value.attrib.keys():
arrow_adjust = float(value.attrib["arrow_adjust"])
elif "arrow_visible" in value.attrib.keys():
arrow_visible = value.attrib["arrow_visible"]
if arrow_visible == "True":
arrow_visible = True
elif arrow_visible == "False":
arrow_visible = False
elif "adding_direction_x" in value.attrib.keys():
adding_direction_x = float(value.attrib["adding_direction_x"])
elif "adding_direction_y" in value.attrib.keys():
adding_direction_y = float(value.attrib["adding_direction_y"])
line_obj = NNNode.NNNodeLine(target_surface,
vertices,
name,
type,
(position_x, position_y),
anim_duration,
anim_type,
anim_scaler_x,
anim_scaler_y,
(color_r, color_g, color_b, 200),
freq,
style,
view_cv,
arrow_scale,
arrow_adjust,
arrow_visible,
(adding_direction_x, adding_direction_y)
)
self.obj_manager.obj_list.append(line_obj)
# -------------------------------------------------------------------
#
# < NAVI BUTTONS >
#
# CREATING NAV BUTTON
elem_nav_buttons = self.elem_scene.findall('nav_buttons')
if NNGlobals.ALL_BUTTON_DISABLE == False:
for nav_button in elem_nav_buttons:
attrib = nav_button.attrib["mode"]
#print(attrib)
if attrib == 'Function':
# NAVI BUTTONS
self.create_nav_buttons()
# BELOW IS FOR SCENE 1
elif attrib == 'Manual':
# ----------------------------------------------------------------------------
# NAV BUTTON
width = 50
height = 50
self.create_nav_next_button('Btn_Next',
(NNGlobals.SCREEN_WIDTH // 2, 770),
width,
height,
self.start_button
)
# ==============================================================================================================
# -------------------------------------------------------------------
#
# < LOADING NNModel NODES AND LAYERS >
#
# SWITCHING train_flag
if self.scene_number >= 2 and \
self.scene_number in self.display_nn_visuals["Weight_v_newtrain"] and \
self.scene_number in self.display_nn_visuals["Weight_w_newtrain"] :
self.train_flag = True
# SETTING UP THE PARAMETERS FOR TRAINING
if self.scene_number >= 2:
# IF self.train_flag IS TRUE, WE NEED TO
# PREPARE self.weight_v_new_train AND self.weight_w_new_train
if self.train_flag:
self.nnmodel.train_prepare()
# WE NEED TO INITIALIZE BELOWS
# BELOW WILL TRAIN ONCE
# TO PREPARE THE DATA WE NEED TO CONTINUE THE TRAINING
self.nnmodel.train_to_visualize_only()
# TRAINING RESULT
self.epoch = self.nnmodel.epoch
self.loss = self.nnmodel.loss
self.score = self.nnmodel.score
self.weight_v_new_train = self.nnmodel.V
self.weight_w_new_train = self.nnmodel.W
# SETTING UP NN MODEL DATA
self.all_nodes_layers_setup()
# CREATE PIXEL ARRAY FOR NN DATA ONLY IF THE SCENE NUMBER IS IN THE DICTIONARY
for key in self.display_nn_visuals:
if self.scene_number in self.display_nn_visuals[key]:
self.nodes_layers_create_pixelarray(key)
# -------------------------------------------------------------------
#
# < DISPLAYING SCENE INDEX NUMBER >
#
if self.scene_number >= 3:
# DISPLAYING SCENE NUMBER
self.create_scene_index()
# -------------------------------------------------------------------
#
# < DISPLAYING RESULT NUMBERS 0 - 9 >
if self.scene_number >= 4:
self.display_result_categories()
# -------------------------------------------------------------------
# < DEMO MODE PROCESS >
#
# GLOBALLY, DISPLAYING THE NOTIFICATION TEXT IF WE ARE IN THE DEMO MODE
#if NNGlobals.DEMO_MODE_NOW and self.scene_number >= 2:
if NNGlobals.DEMO_MODE_NOW and self.scene_number >= 2:
#####print("~~~ ENTERED THE SCENE WITH DEMO MODE ~~~")
# AND SCENE NUMBER 2, WE GET THE DEMO INPUT VALUE FROM NN MODEL
if self.scene_number == 2:
#####print("~~~ GETTING DEMO INPUT DATA ~~~")
# < INPUTTED VALUE MANAGEMENT >
#
# CONVERT the_value_dict DICTIONARY TO PROPER FORMAT LIST FOR OUR NNModel
picked = random.choice(self.nnmodel.dataset_data).flatten()
# INVERT 0 VLAUE TO 255 IN THE PICKED UP VALUE
for i in range(len(picked)):
if picked[i] == 0:
picked[i] = 255
# CONVERT TO NUMPY ARRAY AND TRANSPOSE TO INVERT ROW AND COLUMN
picked_np = numpy.array(picked).reshape((10, 10))
picked_np_t = picked_np.T
# TODO :: FIX BELOW !
# TOO MANY PLACES !
# REGISTER THE VALUE PICKED UP FROM TRAINSET TO - < 3 PLACES >
# 1 - the_value_dict
# 2 - obj_manager.the_value_dict
# 3 - ACTUAL obj IN obj_manager.obj_list
self.set_value_to_dicts_objs(picked_np_t)
# DISPLAYING TEXT
demo_text_1 = NNNode.NNNodeText(self.surface,
'text_demo_mode_a_' + str(self.scene_number),
"DEMO 中",
(NNGlobals.SCREEN_WIDTH // 2 - 700, NNGlobals.SCREEN_HEIGHT // 2 - 490),
(200, 50, 90),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(demo_text_1)
demo_text_2 = NNNode.NNNodeText(self.surface,
'text_demo_mode_b_' + str(self.scene_number),
"カーソルを",
(NNGlobals.SCREEN_WIDTH // 2 - 300, NNGlobals.SCREEN_HEIGHT // 2 - 490),
(200, 50, 90),
60,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(demo_text_2)
demo_text_3 = NNNode.NNNodeText(self.surface,
'text_demo_mode_c_' + str(self.scene_number),
"動かして",
(NNGlobals.SCREEN_WIDTH // 2 + 300, NNGlobals.SCREEN_HEIGHT // 2 - 490),
(200, 50, 90),
60,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(demo_text_3)
demo_text_4 = NNNode.NNNodeText(self.surface,
'text_demo_mode_d_' + str(self.scene_number),
"ください",
(NNGlobals.SCREEN_WIDTH // 2 + 700, NNGlobals.SCREEN_HEIGHT // 2 - 490),
(200, 50, 90),
60,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(demo_text_4)
# BELOW IS FOR DISPLAYING MOUSE CURSOR POSITION
if NNGlobals.MOUSECOORDS:
coord = pygame.mouse.get_pos()
self.mouse_coord = NNNode.NNNodeText(self.surface,
"mouse_cursor_pos",
str(coord),
(200, 50),
(255, 0, 0),
30,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.mouse_coord)
# CREATING TEXT TO DISPLAY THE TRAINING PHASE
if self.train_flag and self.scene_number >= 2:
if self.weight_v_new_train is not None and \
self.weight_w_new_train is not None:
self.text_epoch = NNNode.NNNodeText(self.surface,
"text_epoch_now",
str(self.nnmodel.epoch),
(480, 535),
(55, 120, 180),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.text_epoch)
self.text_epoch_b = NNNode.NNNodeText(self.surface,
"text_epoch_now",
"回 訓練完了",
(670, 540),
(55, 120, 180),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.text_epoch_b)
val = format(self.nnmodel.loss, '.2f')
self.text_loss = NNNode.NNNodeText(self.surface,
"text_loss_now",
str(val),
(1200, 535),
(220, 50, 35),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.text_loss)
self.text_loss_b = NNNode.NNNodeText(self.surface,
"text_loss_now",
"の誤差",
(1380, 540),
(220, 50, 35),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.text_loss_b)
val_b = self.nnmodel.score * 100
val_b = format(val_b, '.2f')
self.text_score = NNNode.NNNodeText(self.surface,
"text_score_now",
str(val_b),
(1800, 535),
(55, 120, 120),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.text_score)
self.text_score_b = NNNode.NNNodeText(self.surface,
"text_score_now",
"% の精度",
(2040, 540),
(55, 120, 120),
50,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(self.text_score_b)
# ------------------------------------------------------------------------
# IF ENTIRE FLOW IS RESETTED, OR ENTERED TO SCENE 1
# RESET self.text_nn_result TO 0 AND self.nnmodel
if self.scene_number == 1:
# RESETTING PREDICTION TEXT
self.nnmodel.prediction = 0
self.text_nn_result.set_style("0", 140, self.textcolor_main)
# RESETTING TRAINSET SURFACE
self.surface_trainset = None
self.surface_trainset_bg = pygame.Surface((self.surface_trainset_w, self.surface_trainset_h))
self.surface_trainset_bg.fill(pygame.Color(255, 255, 255))
# BELOW IS CRITICAL AFTER RESETTING DEMO MODE
self.clear_value_dict()
# FROM SCENE NUMBER 22,
# DISPLAY CIRCLE TO PREDICTED NUMBER
if self.scene_number >= 22:
#####print("DISPLAY THE PREDICTED RESULT !!")
NNGlobals.USER_RESULT = self.nnmodel.get_final_prediction(NNGlobals.USER_INPUT)
#####print(NNGlobals.USER_RESULT)
text_predicted = NNNode.NNNodeText(self.surface,
'text_predicted',
"○",
(NNGlobals.SCREEN_WIDTH//2 - 900 + (200 * NNGlobals.USER_RESULT), NNGlobals.SCREEN_HEIGHT//2 - 390),
(200, 50, 90),
70,
8000,
"Fixed",
0.5,
300,
True,
"Center")
self.obj_manager.obj_list.append(text_predicted)
# TODO :: CLEAN UP BELOW
# :: THERE IS ANOTHER PARTS IN THE PARENT CLASS !
# ADD THE DUMMY INPUT DATA 1.0 RECTANGLE
if self.scene_number >= 2: