From c2339e4f12f3c6077afd3709809d35609a16caf8 Mon Sep 17 00:00:00 2001 From: George Chen Date: Sat, 19 Feb 2022 17:43:10 +0800 Subject: [PATCH 01/21] fixed translator and add program notes --- translator.py | 43 +++++++++++++++++++++++++++---------------- 1 file changed, 27 insertions(+), 16 deletions(-) diff --git a/translator.py b/translator.py index ac3d242..755e5de 100644 --- a/translator.py +++ b/translator.py @@ -1,36 +1,47 @@ import cv2 + def translate(dataset): + img, (rel_questions, rel_answers), (norel_questions, norel_answers) = dataset colors = ['red ', 'green ', 'blue ', 'orange ', 'gray ', 'yellow '] answer_sheet = ['yes', 'no', 'rectangle', 'circle', '1', '2', '3', '4', '5', '6'] questions = rel_questions + norel_questions answers = rel_answers + norel_answers - - print rel_questions - print rel_answers - - - for question,answer in zip(questions,answers): + ''' + Question [ + obj 1 color: 'red':0, 'green':1, 'blue':2, 'orange':3, 'gray':4, 'yellow':5, + obj 2 color: 'red':6, 'green':7, 'blue':8, 'orange':9, 'gray':10, 'yellow':11, + 'no_rel':12, | 'rel':13, |'ternary':14, + 'sub-type[0]:15 query shape->rectangle/circle | closest-to->rectangle/circle | between->1~4', + 'sub-type[1]:16 query horizontal position->yes/no | furthest-from->rectangle/circle | is-on-band->yes/no', + 'sub-type[2]:17 query vertical position->yes/no | count->1~6 | count-obtuse-triangles->1~6' + ] ''' + + ''' 3 for question type(index: 12:14), 3 for question subtype(index: 15:17) ''' + for question, answer in zip(questions,answers): + query = '' query += colors[question.tolist()[0:6].index(1)] - - if question[6] == 1: - if question[8] == 1: + + if question[12] == 1: + if question[15] == 1: query += 'shape?' - if question[9] == 1: + if question[16] == 1: query += 'left?' - if question[10] == 1: + if question[17] == 1: query += 'up?' - if question[7] == 1: - if question[8] == 1: + + if question[13] == 1: + if question[15] == 1: query += 'closest shape?' - if question[9] == 1: + if question[16] == 1: query += 'furthest shape?' - if question[10] == 1: + if question[17] == 1: query += 'count?' ans = answer_sheet[answer] - print query,'==>', ans + print(query,'==>', ans) + #cv2.imwrite('sample.jpg',(img*255).astype(np.int32)) cv2.imshow('img',cv2.resize(img,(512,512))) cv2.waitKey(0) From dc867333278fa0b569bbda7c4026beae2bb08e0a Mon Sep 17 00:00:00 2001 From: George Chen Date: Sat, 19 Feb 2022 17:48:04 +0800 Subject: [PATCH 02/21] add save dataset images --- sort_of_clevr_generator.py | 33 +++++++++++++++++++++++++-------- 1 file changed, 25 insertions(+), 8 deletions(-) diff --git a/sort_of_clevr_generator.py b/sort_of_clevr_generator.py index f3e3a12..b9b76db 100644 --- a/sort_of_clevr_generator.py +++ b/sort_of_clevr_generator.py @@ -2,21 +2,21 @@ import os import numpy as np import random -#import cPickle as pickle + import pickle import warnings import argparse +from translator import translate parser = argparse.ArgumentParser(description='Sort-of-CLEVR dataset generator') -parser.add_argument('--seed', type=int, default=1, metavar='S', - help='random seed (default: 1)') -parser.add_argument('--t-subtype', type=int, default=-1, - help='Force ternary questions to be of a given type') +parser.add_argument('--seed', type=int, default=1, metavar='S', help='random seed (default: 1)') +parser.add_argument('--t-subtype', type=int, default=-1, help='Force ternary questions to be of a given type') args = parser.parse_args() random.seed(args.seed) np.random.seed(args.seed) + train_size = 9800 test_size = 200 img_size = 75 @@ -24,7 +24,18 @@ question_size = 18 ## 2 x (6 for one-hot vector of color), 3 for question type, 3 for question subtype q_type_idx = 12 sub_q_type_idx = 15 -"""Answer : [yes, no, rectangle, circle, r, g, b, o, k, y]""" + +''' +Question [ + obj 1 color: 'red':0, 'green':1, 'blue':2, 'orange':3, 'gray':4, 'yellow':5, + obj 2 color: 'red':6, 'green':7, 'blue':8, 'orange':9, 'gray':10, 'yellow':11, + 'no_rel':12, | 'rel':13, |'ternary':14, + 'sub-type[0]:15 query shape->rectangle/circle | closest-to->rectangle/circle | between->1~4', + 'sub-type[1]:16 query horizontal position->yes/no | furthest-from->rectangle/circle | is-on-band->yes/no', + 'sub-type[2]:17 query vertical position->yes/no | count->1~6 | count-obtuse-triangles->1~6' + ] +Answer : [yes, no, rectangle, circle, r, g, b, o, k, y] +''' nb_questions = 10 dirs = './data' @@ -109,6 +120,7 @@ def build_dataset(): answer = 0 else: answer = 1 + norel_answers.append(answer) """Binary Relational questions""" @@ -125,7 +137,7 @@ def build_dataset(): """closest-to->rectangle/circle""" my_obj = objects[color][1] dist_list = [((my_obj - obj[1]) ** 2).sum() for obj in objects] - dist_list[dist_list.index(0)] = 999 + dist_list[dist_list.index(0)] = 99999 #999 closest = dist_list.index(min(dist_list)) if objects[closest][2] == 'r': answer = 2 @@ -258,6 +270,11 @@ def build_dataset(): norelations = (norel_questions, norel_answers) img = img/255. + + # save all image + # img_count = num_total + # cv2.imwrite(os.path.join(dirs+'/all dataset','{}.png'.format(img_count)), cv2.resize(img*255, (img_size,img_size))) + dataset = (img, ternary_relations, binary_relations, norelations) return dataset @@ -270,7 +287,7 @@ def build_dataset(): #img_count = 0 #cv2.imwrite(os.path.join(dirs,'{}.png'.format(img_count)), cv2.resize(train_datasets[0][0]*255, (512,512))) - +# translate(train_datasets[0]) print('saving datasets...') filename = os.path.join(dirs,'sort-of-clevr.pickle') From 498ea2f8251236a57cabf68c5001f47c27da9d1a Mon Sep 17 00:00:00 2001 From: George Chen Date: Sat, 19 Feb 2022 17:54:17 +0800 Subject: [PATCH 03/21] updated environment.yml --- environment.yml | 113 ++++++++++++++++++++++++++++++++++++++++-------- 1 file changed, 94 insertions(+), 19 deletions(-) diff --git a/environment.yml b/environment.yml index b3ac08c..9d708ea 100644 --- a/environment.yml +++ b/environment.yml @@ -1,28 +1,103 @@ name: RN3 channels: + - pytorch - defaults dependencies: - - ca-certificates - - certifi - - libcxx - - libcxxabi - - libedit - - libffi - - ncurses - - openssl - - pip=20.0.2=py38_1 - - python=3.8.1 - - readline - - setuptools - - sqlite=3.31.1 - - tk - - wheel - - xz - - zlib + - blas=1.0=mkl + - ca-certificates=2021.10.26=haa95532_2 + - certifi=2021.10.8=py38haa95532_0 + - cudatoolkit=11.3.1=h59b6b97_2 + - freetype=2.10.4=hd328e21_0 + - intel-openmp=2021.4.0=haa95532_3556 + - jpeg=9d=h2bbff1b_0 + - libpng=1.6.37=h2a8f88b_0 + - libtiff=4.2.0=hd0e1b90_0 + - libuv=1.40.0=he774522_0 + - libwebp=1.2.0=h2bbff1b_0 + - lz4-c=1.9.3=h2bbff1b_1 + - mkl=2021.4.0=haa95532_640 + - mkl-service=2.4.0=py38h2bbff1b_0 + - mkl_fft=1.3.1=py38h277e83a_0 + - mkl_random=1.2.2=py38hf11a4ad_0 + - numpy-base=1.21.2=py38h0829f74_0 + - olefile=0.46=pyhd3eb1b0_0 + - openssl=1.1.1l=h2bbff1b_0 + - pillow=8.4.0=py38hd45dc43_0 + - pip=21.2.2=py38haa95532_0 + - python=3.8.1=h5fd99cc_8_cpython + - pytorch=1.10.1=py3.8_cuda11.3_cudnn8_0 + - pytorch-mutex=1.0=cuda + - setuptools=58.0.4=py38haa95532_0 + - six=1.16.0=pyhd3eb1b0_0 + - sqlite=3.31.1=h2a8f88b_1 + - tk=8.6.11=h2bbff1b_0 + - torchaudio=0.10.1=py38_cu113 + - torchvision=0.11.2=py38_cu113 + - typing_extensions=3.10.0.2=pyh06a4308_0 + - vc=14.2=h21ff451_1 + - vs2015_runtime=14.27.29016=h5e58377_2 + - wheel=0.37.0=pyhd3eb1b0_1 + - wincertstore=0.2=py38haa95532_2 + - xz=5.2.5=h62dcd97_0 + - zlib=1.2.11=h8cc25b3_4 + - zstd=1.4.9=h19a0ad4_0 - pip: + - absl-py==1.0.0 + - altgraph==0.17.2 + - cachetools==4.2.4 + - charset-normalizer==2.0.9 + - click==7.1.2 + - colorama==0.4.4 + - filelock==3.4.2 + - future==0.18.2 + - google-auth==1.35.0 + - google-auth-oauthlib==0.4.6 + - grpcio==1.43.0 + - huggingface-hub==0.4.0 + - idna==3.3 + - importlib-metadata==4.10.0 + - joblib==1.1.0 + - markdown==3.3.6 - numpy==1.18.1 + - oauthlib==3.1.1 - opencv-python==4.2.0.32 - - torch==1.4.0 + - packaging==21.3 + - pandas==1.3.5 + - pefile==2021.9.3 + - protobuf==3.19.1 + - pyasn1==0.4.8 + - pyasn1-modules==0.2.8 + - pyinstaller==4.8 + - pyinstaller-hooks-contrib==2021.5 + - pyparsing==3.0.6 + - pyqt5==5.15.6 + - pyqt5-plugins==5.15.4.2.2 + - pyqt5-qt5==5.15.2 + - pyqt5-sip==12.9.0 + - python-dateutil==2.8.2 + - python-dotenv==0.19.2 + - pytz==2021.3 + - pywin32-ctypes==0.2.0 + - pyyaml==6.0 + - qt5-applications==5.15.2.2.2 + - qt5-tools==5.15.2.1.2 + - regex==2021.11.10 + - requests==2.27.0 + - requests-oauthlib==1.3.0 + - rsa==4.8 + - sacremoses==0.0.47 + - scikit-learn==1.0.2 + - scipy==1.7.3 + - sklearn==0.0 - tensorboard==2.2.0 - tensorboard-plugin-wit==1.6.0.post2 -prefix: ~/miniconda3/envs/RN3 + - threadpoolctl==3.0.0 + - tokenizers==0.10.3 + - torch-tb-profiler==0.3.1 + - tqdm==4.62.3 + - transformers==4.15.0 + - typing-extensions==4.0.1 + - urllib3==1.26.7 + - werkzeug==2.0.2 + - zipp==3.7.0 +prefix: D:\Coding\Anaconda3\envs\RN3 From e8cd44c15d15cd09de9371a5d73b28736b29dbae Mon Sep 17 00:00:00 2001 From: George Chen Date: Sat, 19 Feb 2022 17:58:40 +0800 Subject: [PATCH 04/21] add application and utils --- application.py | 54 +++++++++++++++++++ image_RGB.jpg | Bin 0 -> 4155 bytes utils/__init__.py | 2 + utils/preditor_util.py | 115 +++++++++++++++++++++++++++++++++++++++++ utils/project_ui.py | 98 +++++++++++++++++++++++++++++++++++ utils/shape_util.py | 100 +++++++++++++++++++++++++++++++++++ 6 files changed, 369 insertions(+) create mode 100644 application.py create mode 100644 image_RGB.jpg create mode 100644 utils/__init__.py create mode 100644 utils/preditor_util.py create mode 100644 utils/project_ui.py create mode 100644 utils/shape_util.py diff --git a/application.py b/application.py new file mode 100644 index 0000000..bff7e54 --- /dev/null +++ b/application.py @@ -0,0 +1,54 @@ +# -*- coding: utf-8 -*- +""" +Created on Mon Jan 18 10:29:41 2022 + +@author: helen, george chen(neural022) +""" + +import sys +import cv2 +from PyQt5 import QtWidgets +from utils import Ui_MainWindow, RNPredictor +from PIL import ImageQt,Image +from numpy import asarray +import time + + +class MainWindow(QtWidgets.QMainWindow, Ui_MainWindow): + def __init__(self, parent=None): + super(MainWindow, self).__init__(parent=parent) + self.setupUi(self) + self.rn_predictor = RNPredictor() + + self.pushButton.clicked.connect(self.pushButton_clicked) + self.pushButton_2.clicked.connect(self.label.pushButton2_clicked) + + def pushButton_clicked(self):#OK + label_image = ImageQt.fromqpixmap(self.label.grab()) + image_RGB = Image.new("RGB", label_image.size, (255, 255, 255)) + image_RGB.paste(label_image, mask=label_image.split()[3]) + image_RGB = image_RGB.resize((75, 75), Image.ANTIALIAS) + image_RGB.save('image_RGB.jpg', 'JPEG', quality=100) + img_rgb_array = asarray(image_RGB) + img_bgr_array = cv2.cvtColor(img_rgb_array, cv2.COLOR_RGB2BGR) + # print(img_bgr_array.shape)#(75,75,3) + time.sleep(0.5) + # Question ComboBox + # Answer label4 + if self.comboBox.currentText() != '': + self.question = self.comboBox.currentText() + print('Question:', self.question) + question = self.rn_predictor.tokenize(self.question) + self.answer = self.rn_predictor.predict((img_bgr_array/255, question)) + print('Answer:', self.answer) + self.label4.setText(self.answer) + + +if __name__ == "__main__": + app = QtWidgets.QApplication([]) + app.setStyle('Fusion') + w = MainWindow() + w.show() + + sys.exit(app.exec()) + \ No newline at end of file diff --git a/image_RGB.jpg b/image_RGB.jpg new file mode 100644 index 0000000000000000000000000000000000000000..401f4717c20138ab610277d1b9ba493b57003035 GIT binary patch literal 4155 zcmbuAc{tSF+rYn!U9v>Rmd8@YAj!y($NUgA#AM%+YzdLEJWa?X3}JXILm?h9mKaO6 zk`gmUA=!r(%*d{cM3ZIaH_!WfuitxJ?_clr{_b0^sEVfq3~q{QP`;T~<@Nszsv9hYV=E>9Mme#iRXU{u& z$dq1c-uXKU^PxLm(dR( z>_om9I=_FC1K^CnYuOw?`1}pUUBAL#@7W?V`W%37{(vOF?T>ai@W_3^s3N(0UB>nACJZu=)x3D}^_eC4Upr0P9mbj|y(#~}^d$xW}Gj<1sp zbk2OIT^ef@^^9E;-BU;nTW`2gPq#_;d|^|2D@U}*^MQJ1Y;3AOrV@89-_Sq6FSyfh z2Mxr(?*jb;44V7d!vw&9IPWqD{58vZC+475)SYo^>V`#HdIOG3L)*5>dL)YsX}&n~ 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z+Z?o~_AE9H60?``paEk86WZMYc5a0G{Ywt+I9KR{I2SozD5K0c3OZ4iUcT3GH(tyC z6*tL*6ffNtP%|of=+6PBTWaTy9X2X)cY#0iEoL?-4Oos)siMO83@x8E<4a|bArjn~ zJkH#ha;2E+ZYsZ4Ql0Om8Pa;lS7@*-v0(Z10fToNIM_~$joMC4x=l1cerwgkxne^- zWqnfbA4>V3ZSUZnTE3c+kxeaQuoqgkhIWnj&e|x5ief^w>%NALpXYBS)d?$}VOq#1 zWkRymECFbOYsgRRp=UNquj7w}yYer(f77_%eE2B6u1bv>$ZBex{7E%iCCI*H_kj=;_aILOg|m&k?-Szzi6o~c14|D zx2IBtuT3EuJBN(*pp0-Qi1N-sPP*IIhztkmfN6NmvP3rZz m6~}I;o=% object ?", + "2.Is object placed on the left side of the image ?", + "3.Is object placed on the upside of the image ?", + "4.What is the shape of the object closest to the object ?", + "5.What is the shape of the object furthest to the object ?", + "6.How many objects have same shape with the object ?" ] + + rn_predictor = RNPredictor() + for quetion in questions: + for color in colors: + sentence = quetion.replace('', color) + print('Question:', sentence) + question = rn_predictor.tokenize(sentence) + result = rn_predictor.predict((image/255, question)) + print('Answer:', result) +''' \ No newline at end of file diff --git a/utils/project_ui.py b/utils/project_ui.py new file mode 100644 index 0000000..4934ce9 --- /dev/null +++ b/utils/project_ui.py @@ -0,0 +1,98 @@ +# -*- coding: utf-8 -*- + +# Form implementation generated from reading ui file 'project_UI.ui' +# +# Created by: PyQt5 UI code generator 5.9.2 +# +# WARNING! All changes made in this file will be lost! +from PyQt5 import QtCore, QtWidgets,QtGui +from PyQt5.QtGui import QFont as qfont +from .shape_util import ShapeCanvas + +class Ui_MainWindow(object): + def setupUi(self, MainWindow): + MainWindow.setObjectName("MainWindow") + MainWindow.resize(740, 804) + self.setStyleSheet("background-color: rgb(224, 227, 210);") + self.centralwidget = QtWidgets.QWidget(MainWindow) + self.centralwidget.setObjectName("centralwidget") + self.pushButton = QtWidgets.QPushButton(self.centralwidget) + self.pushButton.setGeometry(QtCore.QRect(630, 650, 81, 31)) + self.pushButton.setStyleSheet("color: rgb(5,22,39)") + self.pushButton.setFont(qfont('Times', 10)) + self.pushButton.setObjectName("pushButton") + self.pushButton_2 = QtWidgets.QPushButton(self.centralwidget) + self.pushButton_2.setGeometry(QtCore.QRect(630, 720, 81, 31)) + self.pushButton_2.setStyleSheet("color: rgb(5,22,39)") + self.pushButton_2.setFont(qfont('Times', 10)) + self.pushButton_2.setObjectName("pushButton_2") + + self.label = ShapeCanvas(self) + self.label.setGeometry(QtCore.QRect(70, 20, 600, 600)) + self.label.setAutoFillBackground(True) + self.label.setText("") + self.label.setObjectName("label") + + self.label2 = QtWidgets.QLabel(self.centralwidget) + self.label2.setGeometry(QtCore.QRect(10, 630, 80, 15)) + self.label2.setAutoFillBackground(True) + self.label2.setStyleSheet("color: rgb(5,22,39)") + self.label2.setFont(qfont('Times', 10 ,QtGui.QFont.Bold)) + self.label2.setText("Question:") + self.label2.setObjectName("label2") + + self.label3 = QtWidgets.QLabel(self.centralwidget) + self.label3.setGeometry(QtCore.QRect(10, 720, 70, 31)) + self.label3.setAutoFillBackground(True) + self.label3.setStyleSheet("color: rgb(5,22,39)") + self.label3.setFont(qfont('Times', 10 ,QtGui.QFont.Bold)) + self.label3.setText("Answer:") + self.label3.setObjectName("label3") + + self.comboBox = QtWidgets.QComboBox(self.centralwidget) + self.comboBox.setEnabled(True) + self.comboBox.setGeometry(QtCore.QRect(30, 650, 571, 60)) + self.comboBox.setStyleSheet("color: rgb(5,22,39)") + self.comboBox.setFont(qfont('Times', 12)) + self.comboBox.setEditable(True) + self.comboBox.lineEdit().setFont(qfont('Times', 12, QtGui.QFont.Bold)) + self.comboBox.setObjectName("comboBox") + self.comboBox.addItem("1.What is the shape of the object ?") + self.comboBox.addItem("2.Is object placed on the left side of the image ?") + self.comboBox.addItem("3.Is object placed on the up side of the image ?") + self.comboBox.addItem("4.What is the shape of the object closest to the object ?") + self.comboBox.addItem("5.What is the shape of the object furthest to the object ?") + self.comboBox.addItem("6.How many objects have same shape with the object ?") + ''' + self.textEdit = QtWidgets.QTextEdit(self.centralwidget) + self.textEdit.setStyleSheet("color: rgb(5,22,39)") + self.textEdit.setFont(qfont('Times', 12)) + self.textEdit.setGeometry(QtCore.QRect(30, 650, 571, 60)) + self.textEdit.setObjectName("textEdit") + ''' + self.label4 = QtWidgets.QLabel(self.centralwidget) + self.label4.setStyleSheet("color: rgb(5,22,39)") + self.label4.setFont(qfont('Times', 12)) + self.label4.setGeometry(QtCore.QRect(100, 720, 500, 31)) + self.label4.setObjectName("label4") + # test + # self.label4.setText("true") + self.label4.setText("") + MainWindow.setCentralWidget(self.centralwidget) + self.menubar = QtWidgets.QMenuBar(MainWindow) + self.menubar.setGeometry(QtCore.QRect(0, 0, 852, 26)) + self.menubar.setObjectName("menubar") + MainWindow.setMenuBar(self.menubar) + self.statusbar = QtWidgets.QStatusBar(MainWindow) + self.statusbar.setObjectName("statusbar") + MainWindow.setStatusBar(self.statusbar) + + self.retranslateUi(MainWindow) + QtCore.QMetaObject.connectSlotsByName(MainWindow) + + def retranslateUi(self, MainWindow): + _translate = QtCore.QCoreApplication.translate + MainWindow.setWindowTitle(_translate("MainWindow", "MainWindow")) + self.pushButton.setText(_translate("MainWindow", "OK")) + self.pushButton_2.setText(_translate("MainWindow", "Random")) + diff --git a/utils/shape_util.py b/utils/shape_util.py new file mode 100644 index 0000000..a597525 --- /dev/null +++ b/utils/shape_util.py @@ -0,0 +1,100 @@ +# -*- coding: utf-8 -*- +""" +Created on Thu Jan 13 18:03:34 2022 + +@author: helen +""" + +from PyQt5 import QtWidgets +from PyQt5.QtCore import QRect, Qt +from PyQt5.QtGui import QPainter, QPen, QColor, QPixmap +import random + +class Shape(): + def __init__(self): + self.object_shape = [] + self.object_x = [ 17, 114, 211, 308, 405, 502 ] + self.object_y = [ 500, 500, 500, 500, 500, 500 ] + self.object_color = [ "#FF0000", # r + "#00FF00", # g + "#0000FF", # b + "#ff9d00", # o + "#808080", # k + "#FFFF00" ] # y + + def random_shape(self): + random.shuffle(self.object_color) + self.object_shape.clear() + for i in range(6): + self.object_shape.append(random.choice(['rectangle', 'circle'])) + +class ShapeCanvas(QtWidgets.QLabel): + def __init__(self, parent=None): + super().__init__(parent) + + self.canvas = QPixmap(600, 600) + self.canvas.fill(QColor("white")) + self.setPixmap(self.canvas) + + self.shape = Shape() + self.shape.random_shape() + self.shape_size = 80 + self.drag_idx = -1 + + def paintEvent(self, event): + super(ShapeCanvas, self).paintEvent(event) + painter = QPainter(self) + painter.setRenderHint(QPainter.Antialiasing) + + for i in range(6): + color = QColor(self.shape.object_color[i]) + pen = QPen(color, 1) + painter.setBrush(color) + painter.setPen(pen) + if self.shape.object_shape[i] == 'rectangle': + painter.drawRect(QRect(self.shape.object_x[i],self.shape.object_y[i],self.shape_size,self.shape_size)) + else: + painter.drawEllipse(QRect(self.shape.object_x[i],self.shape.object_y[i],self.shape_size,self.shape_size)) + + def mousePressEvent(self, event): + if event.button() == Qt.LeftButton: + self.drag_idx = self.drag_index(event.pos()) + # print('drag_index:', self.drag_idx) + + def drag_index(self, position): + for i in range(6): + if self.is_pointSelected(self.shape.object_x[i],self.shape.object_y[i], position): + return i + return -1 + + def is_pointSelected(self, point_x ,point_y, position): + # point range + x_min =point_x - self.shape_size + x_max = point_x + self.shape_size + y_min = point_y - self.shape_size + y_max = point_y + self.shape_size + + # check control points in select range position + x, y = position.x(), position.y() + if x_min < x < x_max and y_min < y < y_max: + return True + return False + + def mouseMoveEvent(self, event): + if self.drag_idx != -1: + self.shape.object_x[self.drag_idx] = event.pos().x() + self.shape.object_y[self.drag_idx] = event.pos().y() + self.update() + + def mouseReleaseEvent(self, event): + self.drag_idx = -1 + self.update() + + + def pushButton2_clicked(self): # Random + self.shape.random_shape() + self.repaint() + + + + \ No newline at end of file From b08d14b7b525548dbfb6bf6942b30f979725b39f Mon Sep 17 00:00:00 2001 From: George Chen Date: Sat, 19 Feb 2022 18:46:20 +0800 Subject: [PATCH 05/21] customized model application and add results --- best_model/epoch_RN_20.pth | Bin 0 -> 1477863 bytes main.py | 51 +++++++++++--------------- model.py | 50 +++++++++++++++---------- readme_img/binary_relational_acc.png | Bin 0 -> 16226 bytes readme_img/non_relational_acc.png | Bin 0 -> 15440 bytes readme_img/ternary_relational_acc.png | Bin 0 -> 18598 bytes 6 files changed, 53 insertions(+), 48 deletions(-) create mode 100644 best_model/epoch_RN_20.pth create mode 100644 readme_img/binary_relational_acc.png create mode 100644 readme_img/non_relational_acc.png create mode 100644 readme_img/ternary_relational_acc.png diff --git a/best_model/epoch_RN_20.pth b/best_model/epoch_RN_20.pth new file mode 100644 index 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= (64 x 25 x 24) - x_flat = x.view(mb,n_channels,d*d).permute(0,2,1) - + x_flat = x.view(mb, n_channels, d*d).permute(0,2,1) # add coordinates - x_flat = torch.cat([x_flat, self.coord_tensor],2) + x_flat = torch.cat([x_flat, self.coord_tensor], 2) + - if self.relation_type == 'ternary': # add question everywhere qst = torch.unsqueeze(qst, 1) # (64x1x18) @@ -169,9 +182,9 @@ def forward(self, img, qst): x_ = x_full.view(mb * (d * d) * (d * d) * (d * d), 96) # (64*25*25*25x3*26+18) = (1.000.000, 96) else: # add question everywhere - qst = torch.unsqueeze(qst, 1) - qst = qst.repeat(1, 25, 1) - qst = torch.unsqueeze(qst, 2) + qst = torch.unsqueeze(qst, 1) # (64x1x18) + qst = qst.repeat(1, 25, 1) # (64x25x18) + qst = torch.unsqueeze(qst, 2) # (64x25x1x18) # cast all pairs against each other x_i = torch.unsqueeze(x_flat, 1) # (64x1x25x26+18) @@ -184,7 +197,7 @@ def forward(self, img, qst): x_full = torch.cat([x_i,x_j],3) # (64x25x25x2*26+18) # reshape for passing through network - x_ = x_full.view(mb * (d * d) * (d * d), 70) # (64*25*25x2*26*18) = (40.000, 70) + x_ = x_full.view(mb * (d * d) * (d * d), 70) # (64*25*25x2*26+18) = (40.000, 70) x_ = self.g_fc1(x_) x_ = F.relu(x_) @@ -201,6 +214,7 @@ def forward(self, img, qst): else: x_g = x_.view(mb, (d * d) * (d * d), 256) + x_g = x_g.sum(1).squeeze() """f""" @@ -219,7 +233,6 @@ def __init__(self, args): self.fcout = FCOutputModel() self.optimizer = optim.Adam(self.parameters(), lr=args.lr) - #print([ a for a in self.parameters() ] ) def forward(self, img, qst): x = self.conv(img) ## x = (64 x 24 x 5 x 5) @@ -232,5 +245,4 @@ def forward(self, img, qst): x_ = self.fc1(x_) x_ = F.relu(x_) - return self.fcout(x_) - + return self.fcout(x_) \ No newline at end of file diff --git a/readme_img/binary_relational_acc.png b/readme_img/binary_relational_acc.png new file mode 100644 index 0000000000000000000000000000000000000000..1a6649fcf09b1b57b39c01232af00eef51b0861a GIT binary patch literal 16226 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zN#z7N`iE4V6ERNW=?00r-2cb+Tw8%%QoAAlrC;-pmxeQL(%}R^uoz33}6cJ!30pG&HH+_LWc(Vu!IBx2tQT%+RYcbJ6m6as`4?4J9Pu0+?*{+uazVhU4e0_u2~rC@{y;wb&|n1K+4 z7hnWT7^eI46fJ0l#8U_gNEde50#)0BO5h7-bDxLnksJ{!&wxN(^C_z$bzr0#<;C?W;mf89cv2kR|XeBJ8X(OaUT9LozhO|1vC+E_B1j;KDb2 z5e5;%HMGM!#KSy9kPDK-KJ>#@@|A%ZBSj-bL_3&&sS3{d!$o97^r5apgv3ZhL`ejg zplifS#KgVXCcA)*_@JjSHv7`t!+_Hu$#M8#B8#Z_d*R%FG2h=Mp2#aX1qO!=sj zs>NK?#a-mZUi8IZ1jb+##$hDJVl>8MM8;%P#${y2W^~49gvMx;#%ZL+YP7~{#KvsY z#%<)rZuG`)1jld`$8jXbax}+tM8|Yg$8}`Kc67&ggvWT4$9bg3dbG!T#K(Np$9?3- ye)PwG1jv9C$blrtf;7mRdVqse$c0=;ykN+OgfxeQ$n24;2#K^QCR??D0028o8vK_4 literal 0 HcmV?d00001 From d9d0451797ae337f936efafe578c966122b243f9 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:10:56 +0800 Subject: [PATCH 07/21] Update README.md --- README.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/README.md b/README.md index 49717fe..8e24887 100644 --- a/README.md +++ b/README.md @@ -84,6 +84,11 @@ CNN + MLP occured overfitting to the training data. Relational networks shows far better results in relational questions and non-relation questions. +## Application Demo + + + + ## Contributions [@gngdb](https://github.com/gngdb) speeds up the model by 10 times. From cae3643252920a6bb4ccfbbb6983728e2e3ae1e2 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:11:23 +0800 Subject: [PATCH 08/21] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8e24887..4f25b25 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ Relational networks shows far better results in relational questions and non-rel ## Application Demo - + ## Contributions From a76c74fda6ed86e2df250d47ac97418a2f78d82e Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:20:02 +0800 Subject: [PATCH 09/21] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 4f25b25..f30820c 100644 --- a/README.md +++ b/README.md @@ -92,3 +92,4 @@ Relational networks shows far better results in relational questions and non-rel ## Contributions [@gngdb](https://github.com/gngdb) speeds up the model by 10 times. +[@neural022](https://github.com/neural022) and [hhhlll21qq](https://github.com/hhhlll21qq) Application build From 1b2dcc52e6f6e0197f919c1dfb2062a7604776ad Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:20:39 +0800 Subject: [PATCH 10/21] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index f30820c..0ff9d7b 100644 --- a/README.md +++ b/README.md @@ -92,4 +92,5 @@ Relational networks shows far better results in relational questions and non-rel ## Contributions [@gngdb](https://github.com/gngdb) speeds up the model by 10 times. + [@neural022](https://github.com/neural022) and [hhhlll21qq](https://github.com/hhhlll21qq) Application build From ddb694d30a5cda1ef5fefdb9405a592afec83592 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:24:28 +0800 Subject: [PATCH 11/21] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 0ff9d7b..a10941f 100644 --- a/README.md +++ b/README.md @@ -85,6 +85,7 @@ CNN + MLP occured overfitting to the training data. Relational networks shows far better results in relational questions and non-relation questions. ## Application Demo +You can randomly generate and move 2D shaped objects and edit text to ask questions. From de39226a093c5d458c3b1f0627bc7f838685a553 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:25:47 +0800 Subject: [PATCH 12/21] Update README.md --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index a10941f..e23c159 100644 --- a/README.md +++ b/README.md @@ -87,6 +87,10 @@ Relational networks shows far better results in relational questions and non-rel ## Application Demo You can randomly generate and move 2D shaped objects and edit text to ask questions. +## Usage + + $ python application.py + From 23c03336d3d7bc26fb727f634a71c117debb1058 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:26:29 +0800 Subject: [PATCH 13/21] Update README.md --- README.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/README.md b/README.md index e23c159..10e0d66 100644 --- a/README.md +++ b/README.md @@ -87,8 +87,6 @@ Relational networks shows far better results in relational questions and non-rel ## Application Demo You can randomly generate and move 2D shaped objects and edit text to ask questions. -## Usage - $ python application.py From 259876681bdad0d4eceb9a871c2e8dc608860482 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:28:35 +0800 Subject: [PATCH 14/21] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 10e0d66..8eef054 100644 --- a/README.md +++ b/README.md @@ -96,4 +96,4 @@ You can randomly generate and move 2D shaped objects and edit text to ask questi [@gngdb](https://github.com/gngdb) speeds up the model by 10 times. -[@neural022](https://github.com/neural022) and [hhhlll21qq](https://github.com/hhhlll21qq) Application build +[@neural022](https://github.com/neural022) and [hhhlll21qq](https://github.com/hhhlll21qq) build application. From 46f16f683b0bd5a72f6cca8bb1564c68a28ae575 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sat, 19 Feb 2022 19:37:47 +0800 Subject: [PATCH 15/21] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8eef054..dc8e072 100644 --- a/README.md +++ b/README.md @@ -96,4 +96,4 @@ You can randomly generate and move 2D shaped objects and edit text to ask questi [@gngdb](https://github.com/gngdb) speeds up the model by 10 times. -[@neural022](https://github.com/neural022) and [hhhlll21qq](https://github.com/hhhlll21qq) build application. +[@neural022](https://github.com/neural022) and [@hhhlll21qq](https://github.com/hhhlll21qq) build application. From d13a2d556294c7a52b83e52127caa67b93bfe75e Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sun, 20 Mar 2022 16:06:35 +0800 Subject: [PATCH 16/21] Update README.md --- README.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/README.md b/README.md index dc8e072..b0674f2 100644 --- a/README.md +++ b/README.md @@ -85,6 +85,13 @@ CNN + MLP occured overfitting to the training data. Relational networks shows far better results in relational questions and non-relation questions. ## Application Demo +retrain experiments +experiments + +![](./readme_img/binary_relational_acc.png) +![](./readme_img/non_relational_acc.png) +![](./readme_img/ternary_relational_acc.png) + You can randomly generate and move 2D shaped objects and edit text to ask questions. $ python application.py From 6184b9c07ac65bf8dfafcf66b219a186235a90e4 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sun, 20 Mar 2022 16:07:58 +0800 Subject: [PATCH 17/21] Update README.md --- README.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index b0674f2..6dc618f 100644 --- a/README.md +++ b/README.md @@ -88,9 +88,10 @@ Relational networks shows far better results in relational questions and non-rel retrain experiments experiments -![](./readme_img/binary_relational_acc.png) -![](./readme_img/non_relational_acc.png) -![](./readme_img/ternary_relational_acc.png) + + + + You can randomly generate and move 2D shaped objects and edit text to ask questions. From 57ab3a08833c0f69d7ab9b2a31a05797d01e9d53 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sun, 20 Mar 2022 16:09:03 +0800 Subject: [PATCH 18/21] Update README.md --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 6dc618f..2ca3aba 100644 --- a/README.md +++ b/README.md @@ -88,9 +88,9 @@ Relational networks shows far better results in relational questions and non-rel retrain experiments experiments - - - +![](./readme_img/binary_relational_acc.png) +![](./readme_img/non_relational_acc.png) +![](./readme_img/ternary_relational_acc.png) You can randomly generate and move 2D shaped objects and edit text to ask questions. From 7bfc9bee7b3435a3bb0c4641d01b3f61aefe43b0 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sun, 20 Mar 2022 16:09:29 +0800 Subject: [PATCH 19/21] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2ca3aba..e9a29d2 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ Relational networks shows far better results in relational questions and non-rel ## Application Demo retrain experiments -experiments +experiments: ![](./readme_img/binary_relational_acc.png) ![](./readme_img/non_relational_acc.png) From 5da3807b6b5cfe3295a7fd12599cac42ed806385 Mon Sep 17 00:00:00 2001 From: George Chen Date: Sun, 20 Mar 2022 16:28:36 +0800 Subject: [PATCH 20/21] update model dimension note --- model.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/model.py b/model.py index e6df478..1321f36 100644 --- a/model.py +++ b/model.py @@ -179,7 +179,7 @@ def forward(self, img, qst): x_full = torch.cat([x_i, x_j, x_k], 4) # (64x25x25x25x3*26+18) # reshape for passing through network - x_ = x_full.view(mb * (d * d) * (d * d) * (d * d), 96) # (64*25*25*25x3*26+18) = (1.000.000, 96) + x_ = x_full.view(mb * (d * d) * (d * d) * (d * d), 96) # (64*25*25*25x3*26+18) = (1,000,000, 96) else: # add question everywhere qst = torch.unsqueeze(qst, 1) # (64x1x18) @@ -197,7 +197,7 @@ def forward(self, img, qst): x_full = torch.cat([x_i,x_j],3) # (64x25x25x2*26+18) # reshape for passing through network - x_ = x_full.view(mb * (d * d) * (d * d), 70) # (64*25*25x2*26+18) = (40.000, 70) + x_ = x_full.view(mb * (d * d) * (d * d), 70) # (64*25*25x2*26+18) = (40,000, 70) x_ = self.g_fc1(x_) x_ = F.relu(x_) From 1f1ef55d378ec65b3dad238c11e67271209a02e1 Mon Sep 17 00:00:00 2001 From: George Chen <32432072+neural022@users.noreply.github.com> Date: Sun, 20 Mar 2022 16:44:23 +0800 Subject: [PATCH 21/21] Update README.md --- README.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/README.md b/README.md index e9a29d2..542f614 100644 --- a/README.md +++ b/README.md @@ -85,8 +85,7 @@ CNN + MLP occured overfitting to the training data. Relational networks shows far better results in relational questions and non-relation questions. ## Application Demo -retrain experiments -experiments: +retrain experiments: ![](./readme_img/binary_relational_acc.png) ![](./readme_img/non_relational_acc.png)

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