Related
I was trying to create a Generative Adverserial Network using PyTorch. I coded the discriminator block and printed the summary. After that, I moved to create Generator block. I defined forward() function and reshaped the input noise dimensions from (batch_size, noise_dim) to (batch_size, channel, height, width). While running the code for getting summary, the error popped saying 'NoneType' object is not callable. I searched stackoverflow and other places but my problem didn't resolved.
I first created a generator block function with the following code:
def get_gen_block(in_channels, out_channels, kernel_size, stride, final_block = False):
if final_block == True:
return nn.Sequential(
nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride),
nn.Tanh()
)
return nn.Sequential(
nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride),
nn.BatchNorm2d(out_channels),
nn.ReLU()
)
Then I defined a class for generator block to create several class and defined forward() function linke this:
class Generator(nn.Module):
def __init__(self, noise_dim):
super(Generator, self).__init__()
self.noise_dim = noise_dim
self.block_1 = get_gen_block(noise_dim, 256, (3, 3), 2)
self.block_2 = get_gen_block(256, 128, (4, 4), 1)
self.block_3 = get_gen_block(128, 64, (3, 3), 2)
self.block_4 = get_gen_block(64, 1, (4, 4), 2, final_block=True)
def forward(self, r_noise_vec):
x = r_noise_vec.view(-1, self.noise_dim, 1, 1)
x1 = self.block_1(x)
x2 = self.block_2(x1)
x3 = self.block_3(x2)
x4 = self.block_4(x3)
return x4
After this, when I was printing summary for the generator, this error occured pointing to the line 'x1 = self.block_1(x)' saying 'NoneType' object is not callable. Anyone please help me in resolving this issue.
Please check your get_gen_block function, looks like you missed else: branch or messed up the indentation and when final_block = False it returns None instead of
return nn.Sequential(
nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride),
nn.BatchNorm2d(out_channels),
nn.ReLU()
)
if cond:
return module1
return module2
Always returns module1 when condition is met, otherwise None.
I think you wanted this
if cond:
return module1
return module2
when condition is met return module1 otherwise module2. and now compare the indentation.
Is there a way I can display text on a pygame window using python?
I need to display a bunch of live information that updates and would rather not make an image for each character I need.
Can I blit text to the screen?
Yes. It is possible to draw text in pygame:
# initialize font; must be called after 'pygame.init()' to avoid 'Font not Initialized' error
myfont = pygame.font.SysFont("monospace", 15)
# render text
label = myfont.render("Some text!", 1, (255,255,0))
screen.blit(label, (100, 100))
You can use your own custom fonts by setting the font path using pygame.font.Font
pygame.font.Font(filename, size): return Font
example:
pygame.font.init()
font_path = "./fonts/newfont.ttf"
font_size = 32
fontObj = pygame.font.Font(font_path, font_size)
Then render the font using fontObj.render and blit to a surface as in veiset's answer above. :)
I have some code in my game that displays live score. It is in a function for quick access.
def texts(score):
font=pygame.font.Font(None,30)
scoretext=font.render("Score:"+str(score), 1,(255,255,255))
screen.blit(scoretext, (500, 457))
and I call it using this in my while loop:
texts(score)
There are 2 possibilities. In either case PyGame has to be initialized by pygame.init.
import pygame
pygame.init()
Use either the pygame.font module and create a pygame.font.SysFont or pygame.font.Font object. render() a pygame.Surface with the text and blit the Surface to the screen:
my_font = pygame.font.SysFont(None, 50)
text_surface = myfont.render("Hello world!", True, (255, 0, 0))
screen.blit(text_surface, (10, 10))
Or use the pygame.freetype module. Create a pygame.freetype.SysFont() or pygame.freetype.Font object. render() a pygame.Surface with the text or directly render_to() the text to the screen:
my_ft_font = pygame.freetype.SysFont('Times New Roman', 50)
my_ft_font.render_to(screen, (10, 10), "Hello world!", (255, 0, 0))
See also Text and font
Minimal pygame.font example: repl.it/#Rabbid76/PyGame-Text
import pygame
pygame.init()
window = pygame.display.set_mode((500, 150))
clock = pygame.time.Clock()
font = pygame.font.SysFont(None, 100)
text = font.render('Hello World', True, (255, 0, 0))
background = pygame.Surface(window.get_size())
ts, w, h, c1, c2 = 50, *window.get_size(), (128, 128, 128), (64, 64, 64)
tiles = [((x*ts, y*ts, ts, ts), c1 if (x+y) % 2 == 0 else c2) for x in range((w+ts-1)//ts) for y in range((h+ts-1)//ts)]
for rect, color in tiles:
pygame.draw.rect(background, color, rect)
run = True
while run:
clock.tick(60)
for event in pygame.event.get():
if event.type == pygame.QUIT:
run = False
window.blit(background, (0, 0))
window.blit(text, text.get_rect(center = window.get_rect().center))
pygame.display.flip()
pygame.quit()
exit()
Minimal pygame.freetype example: repl.it/#Rabbid76/PyGame-FreeTypeText
import pygame
import pygame.freetype
pygame.init()
window = pygame.display.set_mode((500, 150))
clock = pygame.time.Clock()
ft_font = pygame.freetype.SysFont('Times New Roman', 80)
background = pygame.Surface(window.get_size())
ts, w, h, c1, c2 = 50, *window.get_size(), (128, 128, 128), (64, 64, 64)
tiles = [((x*ts, y*ts, ts, ts), c1 if (x+y) % 2 == 0 else c2) for x in range((w+ts-1)//ts) for y in range((h+ts-1)//ts)]
for rect, color in tiles:
pygame.draw.rect(background, color, rect)
run = True
while run:
clock.tick(60)
for event in pygame.event.get():
if event.type == pygame.QUIT:
run = False
window.blit(background, (0, 0))
text_rect = ft_font.get_rect('Hello World')
text_rect.center = window.get_rect().center
ft_font.render_to(window, text_rect.topleft, 'Hello World', (255, 0, 0))
pygame.display.flip()
pygame.quit()
exit()
I wrote a wrapper, that will cache text surfaces, only re-render when dirty. googlecode/ninmonkey/nin.text/demo/
I wrote a TextBox class. It can use many custom fonts relatively easily and specify colors.
I wanted to have text in several places on the screen, some of which would update such as lives, scores (of all players) high score, time passed and so on.
Firstly, I created a fonts folder in the project and loaded in the fonts I wanted to use. As an example, I had 'arcade.ttf' in my fots folder. When making an instance of the TextBox, I could specify that font using the fontlocation (optional) arg.
e.g.
self.game_over_text = TextBox("GAME OVER", 100, 80, 420, RED, 'fonts/arcade.ttf')
I found making the text and updating it each time "clunky" so my solution was an update_text method.
For example, updating the Player score:
self.score1_text.update_text(f'{self.p1.score}')
It could be refactored to accept a list of str, but it suited my needs for coding a version of "S
# -*- coding: utf-8 -*-
'''
#author: srattigan
#date: 22-Mar-2022
#project: TextBox class example
#description: A generic text box class
to simplify text objects in PyGame
Fonts can be downloaded from
https://www.dafont.com/
and other such sites.
'''
# imports
import pygame
# initialise and globals
WHITE = (255, 255, 255)
pygame.font.init() # you have to call this at the start
class TextBox:
'''
A text box class to simplify creating text in pygame
'''
def __init__(self, text, size, x=50, y=50, color=WHITE, fontlocation=None):
'''
Constuctor
text: str, the text to be displayed
size: int, the font size
x: int, x-position on the screen
y: int, y-position on the screen
color: tuple of int representing color, default is (255,255,255)
fontlocation: str, location of font file. If None, default system font is used.
'''
pygame.font.init()
self.text = text
self.size = size
self.color = color
self.x = x
self.y = y
if fontlocation == None:
self.font = pygame.font.SysFont('Arial', self.size)
else:
self.font = pygame.font.Font(fontlocation, self.size)
def draw(self, screen):
'''
Draws the text box to the screen passed.
screen: a pygame Surface object
'''
text_surface = self.font.render(f'{self.text}', False, self.color)
screen.blit(text_surface, [self.x, self.y])
def update_text(self, new_text):
'''
Modifier- Updates the text variable in the textbox instance
new_text: str, the updated str for the instance.
'''
if not isinstance(new_text, str):
raise TypeError("Invalid type for text object")
self.text = new_text
def set_position(self, x, y):
'''
Modifier- change or set the position of the txt box
x: int, x-position on the screen
y: int, y-position on the screen
'''
self.x = x
self.y = y
def __repr__(self):
rep = f'TextBox instance, \n\ttext: {self.text} \n\tFontFamly:{self.font} \n\tColor: {self.color} \n\tSize: {self.size} \n\tPos: {self.x, self.y}'
return rep
if __name__ == "__main__":
test = TextBox("Hello World", 30, 30, 30)
print(test)
To use this in my Game class
from textbox import TextBox
and in the initialisation part of the game, something like this:
self.time_text = TextBox("Time Left: 100", 20, 20, 40)
self.cred_text = TextBox("created by Sean R.", 15, 600, 870)
self.score1_text = TextBox("0", 100, 40, 650)
self.score2_text = TextBox("0", 100, 660, 650)
self.lives1_text = TextBox("[P1] Lives: 3", 20, 40, 750)
self.lives2_text = TextBox("[P2] Lives: 3", 20, 660, 750)
self.game_over_text = TextBox("GAME OVER", 100, 80, 420, RED)
self.textbox_list = []
self.textbox_list.append(self.time_text)
self.textbox_list.append(self.cred_text)
self.textbox_list.append(self.score1_text)
self.textbox_list.append(self.score2_text)
self.textbox_list.append(self.lives1_text)
self.textbox_list.append(self.lives2_text)
so that when I want to draw all on the screen:
for txt in self.textbox_list:
txt.draw(screen)
In the update section of the game, I only update directly the boxes that have updated text using the update_text method- if there is nothing to be updated, the text stays the same.
I wrote a TextElement class to handle text placement. It's still has room for improvement. One thing to improve is to add fallback fonts using SysFont in case the font asset isn't available.
import os
from typing import Tuple, Union
from pygame.font import Font
from utils.color import Color
class TextElement:
TEXT_SIZE = 50
def __init__(self, surface, size=TEXT_SIZE, color=Color('white'), font_name='Kanit-Medium') -> None:
self.surface = surface
self._font_name = font_name
self._size = size
self.color = color
self.font = self.__initialize_font()
#property
def font_name(self):
return self._font_name
#font_name.setter
def font_name(self, font_name):
self._font_name = font_name
self.font = self.__initialize_font()
#font_name.deleter
def font_name(self):
del self._font_name
#property
def size(self):
return self._size
#size.setter
def size(self, size):
self._size = size
self.font = self.__initialize_font()
#size.deleter
def size(self):
del self._size
def write(self, text: str, coordinates: Union[str, Tuple[int, int]] = 'center'):
rendered_text = self.font.render(text, True, self.color)
if isinstance(coordinates, str):
coordinates = self.__calculate_alignment(rendered_text, coordinates)
self.surface.blit(rendered_text, coordinates)
return self
def __calculate_alignment(self, rendered_text, alignment):
# https://www.pygame.org/docs/ref/surface.html#pygame.Surface.get_rect
# Aligns rendered_text to the surface at the given alignment position
# e.g: rendered_text.get_rect(center=self.surface.get_rect().center)
alignment_coordinates = getattr(self.surface.get_rect(), alignment)
return getattr(rendered_text, 'get_rect')(**{alignment: alignment_coordinates}).topleft
def __initialize_font(self):
return Font(os.path.join(
'assets', 'fonts', f'{self._font_name}.ttf'), self._size)
Here is how you can use it:
TextElement(self.screen, 80).write('Hello World!', 'midtop')
TextElement(self.screen).write('Hello World 2!', (250, 100))
# OR
text = TextElement(self.screen, 80)
text.size = 100
text.write('Bigger text!', (25, 50))
text.write('Bigger text!', 'midbottom')
I hope this can help someone! Cheers!
Is there a way I can display text on a pygame window using python?
I need to display a bunch of live information that updates and would rather not make an image for each character I need.
Can I blit text to the screen?
Yes. It is possible to draw text in pygame:
# initialize font; must be called after 'pygame.init()' to avoid 'Font not Initialized' error
myfont = pygame.font.SysFont("monospace", 15)
# render text
label = myfont.render("Some text!", 1, (255,255,0))
screen.blit(label, (100, 100))
You can use your own custom fonts by setting the font path using pygame.font.Font
pygame.font.Font(filename, size): return Font
example:
pygame.font.init()
font_path = "./fonts/newfont.ttf"
font_size = 32
fontObj = pygame.font.Font(font_path, font_size)
Then render the font using fontObj.render and blit to a surface as in veiset's answer above. :)
I have some code in my game that displays live score. It is in a function for quick access.
def texts(score):
font=pygame.font.Font(None,30)
scoretext=font.render("Score:"+str(score), 1,(255,255,255))
screen.blit(scoretext, (500, 457))
and I call it using this in my while loop:
texts(score)
There are 2 possibilities. In either case PyGame has to be initialized by pygame.init.
import pygame
pygame.init()
Use either the pygame.font module and create a pygame.font.SysFont or pygame.font.Font object. render() a pygame.Surface with the text and blit the Surface to the screen:
my_font = pygame.font.SysFont(None, 50)
text_surface = myfont.render("Hello world!", True, (255, 0, 0))
screen.blit(text_surface, (10, 10))
Or use the pygame.freetype module. Create a pygame.freetype.SysFont() or pygame.freetype.Font object. render() a pygame.Surface with the text or directly render_to() the text to the screen:
my_ft_font = pygame.freetype.SysFont('Times New Roman', 50)
my_ft_font.render_to(screen, (10, 10), "Hello world!", (255, 0, 0))
See also Text and font
Minimal pygame.font example: repl.it/#Rabbid76/PyGame-Text
import pygame
pygame.init()
window = pygame.display.set_mode((500, 150))
clock = pygame.time.Clock()
font = pygame.font.SysFont(None, 100)
text = font.render('Hello World', True, (255, 0, 0))
background = pygame.Surface(window.get_size())
ts, w, h, c1, c2 = 50, *window.get_size(), (128, 128, 128), (64, 64, 64)
tiles = [((x*ts, y*ts, ts, ts), c1 if (x+y) % 2 == 0 else c2) for x in range((w+ts-1)//ts) for y in range((h+ts-1)//ts)]
for rect, color in tiles:
pygame.draw.rect(background, color, rect)
run = True
while run:
clock.tick(60)
for event in pygame.event.get():
if event.type == pygame.QUIT:
run = False
window.blit(background, (0, 0))
window.blit(text, text.get_rect(center = window.get_rect().center))
pygame.display.flip()
pygame.quit()
exit()
Minimal pygame.freetype example: repl.it/#Rabbid76/PyGame-FreeTypeText
import pygame
import pygame.freetype
pygame.init()
window = pygame.display.set_mode((500, 150))
clock = pygame.time.Clock()
ft_font = pygame.freetype.SysFont('Times New Roman', 80)
background = pygame.Surface(window.get_size())
ts, w, h, c1, c2 = 50, *window.get_size(), (128, 128, 128), (64, 64, 64)
tiles = [((x*ts, y*ts, ts, ts), c1 if (x+y) % 2 == 0 else c2) for x in range((w+ts-1)//ts) for y in range((h+ts-1)//ts)]
for rect, color in tiles:
pygame.draw.rect(background, color, rect)
run = True
while run:
clock.tick(60)
for event in pygame.event.get():
if event.type == pygame.QUIT:
run = False
window.blit(background, (0, 0))
text_rect = ft_font.get_rect('Hello World')
text_rect.center = window.get_rect().center
ft_font.render_to(window, text_rect.topleft, 'Hello World', (255, 0, 0))
pygame.display.flip()
pygame.quit()
exit()
I wrote a wrapper, that will cache text surfaces, only re-render when dirty. googlecode/ninmonkey/nin.text/demo/
I wrote a TextBox class. It can use many custom fonts relatively easily and specify colors.
I wanted to have text in several places on the screen, some of which would update such as lives, scores (of all players) high score, time passed and so on.
Firstly, I created a fonts folder in the project and loaded in the fonts I wanted to use. As an example, I had 'arcade.ttf' in my fots folder. When making an instance of the TextBox, I could specify that font using the fontlocation (optional) arg.
e.g.
self.game_over_text = TextBox("GAME OVER", 100, 80, 420, RED, 'fonts/arcade.ttf')
I found making the text and updating it each time "clunky" so my solution was an update_text method.
For example, updating the Player score:
self.score1_text.update_text(f'{self.p1.score}')
It could be refactored to accept a list of str, but it suited my needs for coding a version of "S
# -*- coding: utf-8 -*-
'''
#author: srattigan
#date: 22-Mar-2022
#project: TextBox class example
#description: A generic text box class
to simplify text objects in PyGame
Fonts can be downloaded from
https://www.dafont.com/
and other such sites.
'''
# imports
import pygame
# initialise and globals
WHITE = (255, 255, 255)
pygame.font.init() # you have to call this at the start
class TextBox:
'''
A text box class to simplify creating text in pygame
'''
def __init__(self, text, size, x=50, y=50, color=WHITE, fontlocation=None):
'''
Constuctor
text: str, the text to be displayed
size: int, the font size
x: int, x-position on the screen
y: int, y-position on the screen
color: tuple of int representing color, default is (255,255,255)
fontlocation: str, location of font file. If None, default system font is used.
'''
pygame.font.init()
self.text = text
self.size = size
self.color = color
self.x = x
self.y = y
if fontlocation == None:
self.font = pygame.font.SysFont('Arial', self.size)
else:
self.font = pygame.font.Font(fontlocation, self.size)
def draw(self, screen):
'''
Draws the text box to the screen passed.
screen: a pygame Surface object
'''
text_surface = self.font.render(f'{self.text}', False, self.color)
screen.blit(text_surface, [self.x, self.y])
def update_text(self, new_text):
'''
Modifier- Updates the text variable in the textbox instance
new_text: str, the updated str for the instance.
'''
if not isinstance(new_text, str):
raise TypeError("Invalid type for text object")
self.text = new_text
def set_position(self, x, y):
'''
Modifier- change or set the position of the txt box
x: int, x-position on the screen
y: int, y-position on the screen
'''
self.x = x
self.y = y
def __repr__(self):
rep = f'TextBox instance, \n\ttext: {self.text} \n\tFontFamly:{self.font} \n\tColor: {self.color} \n\tSize: {self.size} \n\tPos: {self.x, self.y}'
return rep
if __name__ == "__main__":
test = TextBox("Hello World", 30, 30, 30)
print(test)
To use this in my Game class
from textbox import TextBox
and in the initialisation part of the game, something like this:
self.time_text = TextBox("Time Left: 100", 20, 20, 40)
self.cred_text = TextBox("created by Sean R.", 15, 600, 870)
self.score1_text = TextBox("0", 100, 40, 650)
self.score2_text = TextBox("0", 100, 660, 650)
self.lives1_text = TextBox("[P1] Lives: 3", 20, 40, 750)
self.lives2_text = TextBox("[P2] Lives: 3", 20, 660, 750)
self.game_over_text = TextBox("GAME OVER", 100, 80, 420, RED)
self.textbox_list = []
self.textbox_list.append(self.time_text)
self.textbox_list.append(self.cred_text)
self.textbox_list.append(self.score1_text)
self.textbox_list.append(self.score2_text)
self.textbox_list.append(self.lives1_text)
self.textbox_list.append(self.lives2_text)
so that when I want to draw all on the screen:
for txt in self.textbox_list:
txt.draw(screen)
In the update section of the game, I only update directly the boxes that have updated text using the update_text method- if there is nothing to be updated, the text stays the same.
I wrote a TextElement class to handle text placement. It's still has room for improvement. One thing to improve is to add fallback fonts using SysFont in case the font asset isn't available.
import os
from typing import Tuple, Union
from pygame.font import Font
from utils.color import Color
class TextElement:
TEXT_SIZE = 50
def __init__(self, surface, size=TEXT_SIZE, color=Color('white'), font_name='Kanit-Medium') -> None:
self.surface = surface
self._font_name = font_name
self._size = size
self.color = color
self.font = self.__initialize_font()
#property
def font_name(self):
return self._font_name
#font_name.setter
def font_name(self, font_name):
self._font_name = font_name
self.font = self.__initialize_font()
#font_name.deleter
def font_name(self):
del self._font_name
#property
def size(self):
return self._size
#size.setter
def size(self, size):
self._size = size
self.font = self.__initialize_font()
#size.deleter
def size(self):
del self._size
def write(self, text: str, coordinates: Union[str, Tuple[int, int]] = 'center'):
rendered_text = self.font.render(text, True, self.color)
if isinstance(coordinates, str):
coordinates = self.__calculate_alignment(rendered_text, coordinates)
self.surface.blit(rendered_text, coordinates)
return self
def __calculate_alignment(self, rendered_text, alignment):
# https://www.pygame.org/docs/ref/surface.html#pygame.Surface.get_rect
# Aligns rendered_text to the surface at the given alignment position
# e.g: rendered_text.get_rect(center=self.surface.get_rect().center)
alignment_coordinates = getattr(self.surface.get_rect(), alignment)
return getattr(rendered_text, 'get_rect')(**{alignment: alignment_coordinates}).topleft
def __initialize_font(self):
return Font(os.path.join(
'assets', 'fonts', f'{self._font_name}.ttf'), self._size)
Here is how you can use it:
TextElement(self.screen, 80).write('Hello World!', 'midtop')
TextElement(self.screen).write('Hello World 2!', (250, 100))
# OR
text = TextElement(self.screen, 80)
text.size = 100
text.write('Bigger text!', (25, 50))
text.write('Bigger text!', 'midbottom')
I hope this can help someone! Cheers!
Hello I'm using Google colab to display multiplot that's why I tried to create one scatterplot with 3 scatter in it and under that, there is a parallel categories plot that should be connected to scatter but when I try to select a group of points in scatter, I cannot change color in parcat it's always grey, I think those functions such as on_click and on_selection does not work but I couldn't replace them with another code can someone help me?
import plotly.graph_objects as go
from ipywidgets import widgets
import pandas as pd
import numpy as np
# Build parcats dimensions
#here dfTot is my big class include every layer(input,1,2,3,output)
#Check image under the Code
dfTot = pd.concat([df1,df2,df3,df4], axis=1,join='inner')
categorical_dimensions = ['Layer Input', 'Layer 2', 'Layer 3','Layer Output'];
dimensions = [dict(values=dfTot[label], label=label) for label in categorical_dimensions]
# Build colorscale
color = np.zeros(len(dfTot), dtype='uint8')
colorscale = [[0, 'gray'], [1, 'firebrick']]
# Build figure as FigureWidget
fig = go.FigureWidget(
data=[
go.Scatter(x=layer_activation1[:,0], y=layer_activation1[:,1],showlegend = False,hovertemplate =y+"<br>"+"Cluster Groupe : "+df2['Layer 2']+"<br>"+"Layer 2"'<extra></extra>',
marker={'color': 'gray'}, mode='markers', selected={'marker': {'color': 'firebrick'}},
unselected={'marker': {'opacity': 0.3}}),
go.Scatter(x=layer_activation2[:,0], y=layer_activation2[:,1],showlegend = False,hovertemplate =y+"<br>"+"Cluster Groupe : "+df3['Layer 3']+"<br>"+"Layer 3"'<extra></extra>',
marker={'color': 'gray'}, mode='markers', selected={'marker': {'color': 'firebrick'}},
unselected={'marker': {'opacity': 0.3}}),
go.Scatter(x=layer_activation3[:,0], y=layer_activation3[:,1],showlegend = False,hovertemplate =y+"</br>"+"Cluster Groupe : "+df4['Layer Output']+"<br>"+"Layer Output"'<extra></extra>',
marker={'color': 'gray'}, mode='markers', selected={'marker': {'color': 'firebrick'}},
unselected={'marker': {'opacity': 0.3}}),
go.Parcats(
domain={'y': [0, 0.4]}, dimensions=dimensions,
line={'colorscale': colorscale, 'cmin': 0,
'cmax': 1, 'color': color, 'shape': 'hspline'})
])
fig.update_layout(
height=800, xaxis={'title': 'Axis x'},
yaxis={'title': 'Axis y', 'domain': [0.6, 1]},
dragmode='lasso', hovermode='closest')
# Update color callback
def update_color(trace, points, state):
new_color = np.zeros(len(dfTot), dtype='uint8')
# Update scatter selection
fig.data[0].selectedpoints = points.point_inds
new_color[points.point_inds] = 1
fig.data[3].line.color = new_color
fig.data[1].selectedpoints = points.point_inds
new_color[points.point_inds] = 1
fig.data[3].line.color = new_color
fig.data[2].selectedpoints = points.point_inds
# Update parcats colors
new_color[points.point_inds] = 1
fig.data[3].line.color = new_color
# Register callback on scatter selection...
fig.data[0].on_selection(update_color)
fig.data[1].on_selection(update_color)
fig.data[2].on_selection(update_color)
# and parcats click
fig.data[3].on_click(update_color)
Here is the screenshot of plot
I am trying to use a custom Keras loss function that apart from the usual signature (y_true, y_pred) takes another parameter sigma (which is also produced by the last layer of the network).
The training works fine, but then I am not sure how to perform forward propagation and return sigma (while muis the output of the model.predict method).
This is the code I am using, which features a custom layer GaussianLayer that returns the list [mu, sigma].
import tensorflow as tf
from keras import backend as K
from keras.layers import Input, Dense, Layer, Dropout
from keras.models import Model
from keras.initializers import glorot_normal
import numpy as np
def custom_loss(sigma):
def gaussian_loss(y_true, y_pred):
return tf.reduce_mean(0.5*tf.log(sigma) + 0.5*tf.div(tf.square(y_true - y_pred), sigma)) + 10
return gaussian_loss
class GaussianLayer(Layer):
def __init__(self, output_dim, **kwargs):
self.output_dim = output_dim
super(GaussianLayer, self).__init__(**kwargs)
def build(self, input_shape):
self.kernel_1 = self.add_weight(name='kernel_1',
shape=(30, self.output_dim),
initializer=glorot_normal(),
trainable=True)
self.kernel_2 = self.add_weight(name='kernel_2',
shape=(30, self.output_dim),
initializer=glorot_normal(),
trainable=True)
self.bias_1 = self.add_weight(name='bias_1',
shape=(self.output_dim, ),
initializer=glorot_normal(),
trainable=True)
self.bias_2 = self.add_weight(name='bias_2',
shape=(self.output_dim, ),
initializer=glorot_normal(),
trainable=True)
super(GaussianLayer, self).build(input_shape)
def call(self, x):
output_mu = K.dot(x, self.kernel_1) + self.bias_1
output_sig = K.dot(x, self.kernel_2) + self.bias_2
output_sig_pos = K.log(1 + K.exp(output_sig)) + 1e-06
return [output_mu, output_sig_pos]
def compute_output_shape(self, input_shape):
return [(input_shape[0], self.output_dim), (input_shape[0], self.output_dim)]
# This returns a tensor
inputs = Input(shape=(1,))
x = Dense(30, activation='relu')(inputs)
x = Dropout(0.3)(x)
x = Dense(30, activation='relu')(x)
x = Dense(40, activation='relu')(x)
x = Dropout(0.3)(x)
x = Dense(30, activation='relu')(x)
mu, sigma = GaussianLayer(1)(x)
model = Model(inputs, mu)
model.compile(loss=custom_loss(sigma), optimizer='adam')
model.fit(train_x, train_y, epochs=150)
Since your model returns two tensors as output, you also need to pass a list of two arrays as the output when calling fit() method. That's essentially what the error is trying to convey:
Error when checking model target:
So the error is in targets (i.e. labels). What is wrong?
the list of Numpy arrays that you are passing to your model is not the size the model expected. Expected to see 2 array(s), but instead got the following list of 1 arrays:
I may have found the answer among Keras FAQs.
I found out that it is possible to retrieve intermediate steps' output using the code snippet below:
layer_name = 'main_output'
intermediate_layer_model = Model(inputs=model.input,
outputs=model.get_layer(layer_name).output)
intermediate_output = intermediate_layer_model.predict(train_x[0])
intermediate_output
In this case intermediate_output is a list of two values [mu, sigma] (just needed to name the output layer main_output and retrieve it later)