diff --git a/examples/hed/datasets/BK.pl b/examples/hed/datasets/BK.pl new file mode 100644 index 0000000..441df4e --- /dev/null +++ b/examples/hed/datasets/BK.pl @@ -0,0 +1,83 @@ +:- use_module(library(apply)). +:- use_module(library(lists)). +% :- use_module(library(tabling)). +% :- table valid_rules/2, op_rule/2. + +%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% DCG parser for equations +%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% symbols to be mapped +digit(1). +digit(0). + +% digits +digits([D]) --> [D], { digit(D) }. % empty list [] is not a digit +digits([D | T]) --> [D], !, digits(T), { digit(D) }. +digits(X):- + phrase(digits(X), X). +% More integrity constraints 1: +% This two clauses forbid the first digit to be 0. +% You may uncomment them to prune the search space +% length(X, L), +% (L > 1 -> X \= [0 | _]; true). + +% Equation definition +eq_arg([D]) --> [D], { \+ D == '+', \+ D == '=' }. +eq_arg([D | T]) --> [D], !, eq_arg(T), { \+ D == '+', \+ D == '=' }. +equation(eq(X, Y, Z)) --> + eq_arg(X), [+], eq_arg(Y), [=], eq_arg(Z). +% More integrity constraints 2: +% This clause restricts the length of arguments to be sane, +% You may uncomment them to prune the search space +% { length(X, LX), length(Y, LY), length(Z, LZ), +% LZ =< max(LX, LY) + 1, LZ >= max(LX, LY) }. +parse_eq(List_of_Terms, Eq) :- + phrase(equation(Eq), List_of_Terms). + +%%%%%%%%%%%%%%%%%%%%%% +%% Bit-wise operation +%%%%%%%%%%%%%%%%%%%%%% +% Abductive calculation with given pseudo-labels, abduces pseudo-labels as well as operation rules +calc(Rules, Pseudo) :- + calc([], Rules, Pseudo). +calc(Rules0, Rules1, Pseudo) :- + parse_eq(Pseudo, eq(X,Y,Z)), + bitwise_calc(Rules0, Rules1, X, Y, Z). + +% Bit-wise calculation that handles carrying +bitwise_calc(Rules, Rules1, X, Y, Z) :- + reverse(X, X1), reverse(Y, Y1), reverse(Z, Z1), + bitwise_calc_r(Rules, Rules1, X1, Y1, Z1), + maplist(digits, [X,Y,Z]). +bitwise_calc_r(Rs, Rs, [], Y, Y). +bitwise_calc_r(Rs, Rs, X, [], X). +bitwise_calc_r(Rules, Rules1, [D1 | X], [D2 | Y], [D3 | Z]) :- + abduce_op_rule(my_op([D1],[D2],Sum), Rules, Rules2), + ((Sum = [D3], Carry = []); (Sum = [C, D3], Carry = [C])), + bitwise_calc_r(Rules2, Rules3, X, Carry, X_carried), + bitwise_calc_r(Rules3, Rules1, X_carried, Y, Z). + +%%%%%%%%%%%%%%%%%%%%%%%%% +% Abduce operation rules +%%%%%%%%%%%%%%%%%%%%%%%%% +% Get an existed rule +abduce_op_rule(R, Rules, Rules) :- + member(R, Rules). +% Add a new rule +abduce_op_rule(R, Rules, [R|Rules]) :- + op_rule(R), + valid_rules(Rules, R). + +% Integrity Constraints +valid_rules([], _). +valid_rules([my_op([X1],[Y1],_)|Rs], my_op([X],[Y],Z)) :- + op_rule(my_op([X],[Y],Z)), + [X,Y] \= [X1,Y1], + [X,Y] \= [Y1,X1], + valid_rules(Rs, my_op([X],[Y],Z)). +valid_rules([my_op([Y],[X],Z)|Rs], my_op([X],[Y],Z)) :- + X \= Y, + valid_rules(Rs, my_op([X],[Y],Z)). + +op_rule(my_op([X],[Y],[Z])) :- digit(X), digit(Y), digit(Z). +op_rule(my_op([X],[Y],[Z1,Z2])) :- digit(X), digit(Y), digits([Z1,Z2]). diff --git a/examples/hed/datasets/README.md b/examples/hed/datasets/README.md new file mode 100644 index 0000000..f48c97d --- /dev/null +++ b/examples/hed/datasets/README.md @@ -0,0 +1,4 @@ +Download the Handwritten Equation Decipherment dataset from [NJU Box](https://box.nju.edu.cn/f/391c2d48c32b436cb833/) to this folder and unzip it: +``` +unzip HED.zip +``` diff --git a/examples/hed/datasets/get_hed.py b/examples/hed/datasets/get_hed.py new file mode 100644 index 0000000..b317d94 --- /dev/null +++ b/examples/hed/datasets/get_hed.py @@ -0,0 +1,130 @@ +import os +import cv2 +import torch +import torchvision +import pickle +import numpy as np +import random +from collections import defaultdict +from torch.utils.data import Dataset +from torchvision.transforms import transforms + + +def get_data(img_dataset, train): + transform = transforms.Compose([transforms.ToTensor()]) + X = [] + Y = [] + if train: + positive = img_dataset["train:positive"] + negative = img_dataset["train:negative"] + else: + positive = img_dataset["test:positive"] + negative = img_dataset["test:negative"] + + for equation in positive: + equation = equation.astype(np.float32) + img_list = np.vsplit(equation, equation.shape[0]) + X.append(img_list) + Y.append(1) + + for equation in negative: + equation = equation.astype(np.float32) + img_list = np.vsplit(equation, equation.shape[0]) + X.append(img_list) + Y.append(0) + + return X, None, Y + + +def get_pretrain_data(labels, image_size=(28, 28, 1)): + transform = transforms.Compose([transforms.ToTensor()]) + X = [] + for label in labels: + label_path = os.path.join( + "./datasets/hed/mnist_images", label + ) + img_path_list = os.listdir(label_path) + for img_path in img_path_list: + img = cv2.imread( + os.path.join(label_path, img_path), cv2.IMREAD_GRAYSCALE + ) + img = cv2.resize(img, (image_size[1], image_size[0])) + X.append(np.array(img, dtype=np.float32)) + + X = [((img[:, :, np.newaxis] - 127) / 128.0) for img in X] + Y = [img.copy().reshape(image_size[0] * image_size[1] * image_size[2]) for img in X] + + X = [transform(img) for img in X] + return X, Y + + +# def get_pretrain_data(train_data, image_size=(28, 28, 1)): +# X = [] +# for label in [0, 1]: +# for _, equation_list in train_data[label].items(): +# for equation in equation_list: +# X = X + equation + +# X = np.array(X) +# index = np.array(list(range(len(X)))) +# np.random.shuffle(index) +# X = X[index] + +# X = [img for img in X] +# Y = [img.copy().reshape(image_size[0] * image_size[1] * image_size[2]) for img in X] + +# return X, Y + + +def divide_equations_by_len(equations, labels): + equations_by_len = {1: defaultdict(list), 0: defaultdict(list)} + for i, equation in enumerate(equations): + equations_by_len[labels[i]][len(equation)].append(equation) + return equations_by_len + + +def split_equation(equations_by_len, prop_train, prop_val): + """ + Split the equations in each length to training and validation data according to the proportion + """ + train_equations_by_len = {1: dict(), 0: dict()} + val_equations_by_len = {1: dict(), 0: dict()} + + for label in range(2): + for equation_len, equations in equations_by_len[label].items(): + random.shuffle(equations) + train_equations_by_len[label][equation_len] = equations[ + : len(equations) // (prop_train + prop_val) * prop_train + ] + val_equations_by_len[label][equation_len] = equations[ + len(equations) // (prop_train + prop_val) * prop_train : + ] + + return train_equations_by_len, val_equations_by_len + + +def get_hed(dataset="mnist", train=True): + + if dataset == "mnist": + with open( + "./datasets/hed/mnist_equation_data_train_len_26_test_len_26_sys_2_.pk", + "rb", + ) as f: + img_dataset = pickle.load(f) + elif dataset == "random": + with open( + "./datasets/hed/random_equation_data_train_len_26_test_len_26_sys_2_.pk", + "rb", + ) as f: + img_dataset = pickle.load(f) + else: + raise Exception("Undefined dataset") + + X, _, Y = get_data(img_dataset, train) + equations_by_len = divide_equations_by_len(X, Y) + + return equations_by_len + + +if __name__ == "__main__": + get_hed() diff --git a/examples/hed/datasets/learn_add.pl b/examples/hed/datasets/learn_add.pl new file mode 100644 index 0000000..35a71c6 --- /dev/null +++ b/examples/hed/datasets/learn_add.pl @@ -0,0 +1,84 @@ +:- ensure_loaded(['BK.pl']). +:- thread_setconcurrency(_, 8). +:- use_module(library(thread)). + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% For propositionalisation +%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +eval_inst_feature(Ex, Feature):- + eval_eq(Ex, Feature). + +%% Evaluate instance given feature +eval_eq(Ex, Feature):- + parse_eq(Ex, eq(X,Y,Z)), + bitwise_calc(Feature,_,X,Y,Z), !. + +%%%%%%%%%%%%%% +%% Abduction +%%%%%%%%%%%%%% +% Make abduction when given examples that have been interpreted as pseudo-labels +abduce(Exs, Delta_C) :- + abduce(Exs, [], Delta_C). +abduce([], Delta_C, Delta_C). +abduce([E|Exs], Delta_C0, Delta_C1) :- + calc(Delta_C0, Delta_C2, E), + abduce(Exs, Delta_C2, Delta_C1). + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% Abduce pseudo-labels only +%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +abduce_consistent_insts(Exs):- + abduce(Exs, _), !. +% (Experimental) Uncomment to use parallel abduction +% abduce_consistent_exs_concurrent(Exs), !. + +logic_forward(Exs, X) :- abduce_consistent_insts(Exs) -> X = true ; X = false. +logic_forward(Exs) :- abduce_consistent_insts(Exs). + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% Abduce Delta_C given pseudo-labels +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +consistent_inst_feature(Exs, Delta_C):- + abduce(Exs, Delta_C), !. + +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +%% (Experimental) Parallel abduction +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +abduce_consistent_exs_concurrent(Exs) :- + % Split the current data batch into grounding examples and variable examples (which need to be revised) + split_exs(Exs, Ground_Exs, Var_Exs), + % Find the simplest Delta_C for grounding examples. + abduce(Ground_Exs, Ground_Delta_C), !, + % Extend Ground Delta_C into all possible variations + extend_op_rule(Ground_Delta_C, Possible_Deltas), + % Concurrently abduce the variable examples + maplist(append([abduce2, Var_Exs, Ground_Exs]), [[Possible_Deltas]], Call_List), + maplist(=.., Goals, Call_List), + % writeln(Goals), + first_solution(Var_Exs, Goals, [local(inf)]). + +split_exs([],[],[]). +split_exs([E | Exs], [E | G_Exs], V_Exs):- + ground(E), !, + split_exs(Exs, G_Exs, V_Exs). +split_exs([E | Exs], G_Exs, [E | V_Exs]):- + split_exs(Exs, G_Exs, V_Exs). + +:- table extend_op_rule/2. + +extend_op_rule(Rules, Rules) :- + length(Rules, 4). +extend_op_rule(Rules, Ext) :- + op_rule(R), + valid_rules(Rules, R), + extend_op_rule([R|Rules], Ext). + +% abduction without learning new Delta_C (Because they have been extended!) +abduce2([], _, _). +abduce2([E|Exs], Ground_Exs, Delta_C) :- + % abduce by finding ground examples + member(E, Ground_Exs), + abduce2(Exs, Ground_Exs, Delta_C). +abduce2([E|Exs], Ground_Exs, Delta_C) :- + eval_inst_feature(E, Delta_C), + abduce2(Exs, Ground_Exs, Delta_C). diff --git a/examples/hed/hed_example.ipynb b/examples/hed/hed_example.ipynb new file mode 100644 index 0000000..0479752 --- /dev/null +++ b/examples/hed/hed_example.ipynb @@ -0,0 +1,199 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "sys.path.append(\"../\")\n", + "\n", + "import torch.nn as nn\n", + "import torch\n", + "\n", + "from abl.abducer.abducer_base import HED_Abducer\n", + "from abl.abducer.kb import HED_prolog_KB\n", + "\n", + "from abl.utils.plog import logger\n", + "from abl.models.basic_model import BasicModel\n", + "from abl.models.wabl_models import WABLBasicModel\n", + "\n", + "from models.nn import SymbolNet\n", + "from datasets.hed.get_hed import get_hed, split_equation\n", + "from abl import framework_hed" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize logger\n", + "recorder = logger()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Logic Part" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ERROR: /home/gaoeh/ABL-Package/examples/datasets/hed/learn_add.pl:67:9: Syntax error: Operator expected\n" + ] + } + ], + "source": [ + "# Initialize knowledge base and abducer\n", + "kb = HED_prolog_KB(pseudo_label_list=[1, 0, '+', '='], pl_file='./datasets/hed/learn_add.pl')\n", + "abducer = HED_Abducer(kb)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Machine Learning Part" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize necessary component for machine learning part\n", + "cls = SymbolNet(\n", + " num_classes=len(kb.pseudo_label_list),\n", + " image_size=(28, 28, 1),\n", + ")\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.RMSprop(cls.parameters(), lr=0.001, weight_decay=1e-6)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Pretrain NN classifier\n", + "framework_hed.hed_pretrain(kb, cls, recorder)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize BasicModel\n", + "# The function of BasicModel is to wrap NN models into the form of an sklearn estimator\n", + "base_model = BasicModel(\n", + " cls,\n", + " criterion,\n", + " optimizer,\n", + " device,\n", + " save_interval=1,\n", + " save_dir=recorder.save_dir,\n", + " batch_size=32,\n", + " num_epochs=1,\n", + " recorder=recorder,\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use WABL model to join two parts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = WABLBasicModel(base_model, kb.pseudo_label_list)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "total_train_data = get_hed(train=True)\n", + "train_data, val_data = split_equation(total_train_data, 3, 1)\n", + "test_data = get_hed(train=False)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train and save" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model, mapping = framework_hed.train_with_rule(model, abducer, train_data, val_data, select_num=10, min_len=5, max_len=8)\n", + "framework_hed.hed_test(model, abducer, mapping, train_data, test_data, min_len=5, max_len=8)\n", + "\n", + "recorder.dump()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ABL", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.16" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/hed/hed_knn_example.py b/examples/hed/hed_knn_example.py new file mode 100644 index 0000000..fc3114a --- /dev/null +++ b/examples/hed/hed_knn_example.py @@ -0,0 +1,69 @@ +# coding: utf-8 +# ================================================================# +# Copyright (C) 2021 Freecss All rights reserved. +# +# File Name ：share_example.py +# Author ：freecss +# Email ：karlfreecss@gmail.com +# Created Date ：2021/06/07 +# Description ： +# +# ================================================================# + +import sys +sys.path.append("../") + +from abl.utils.plog import logger, INFO +from abl.utils.utils import reduce_dimension +import torch.nn as nn +import torch + +from abl.models.nn import LeNet5, SymbolNet +from abl.models.basic_model import BasicModel, BasicDataset +from abl.models.wabl_models import DecisionTree, WABLBasicModel +from sklearn.neighbors import KNeighborsClassifier + +from abl.abducer.abducer_base import AbducerBase +from abl.abducer.kb import add_KB, HWF_KB, prolog_KB +from datasets.mnist_add.get_mnist_add import get_mnist_add +from datasets.hwf.get_hwf import get_hwf +from datasets.hed.get_hed import get_hed, split_equation +from abl import framework_hed_knn + + +def run_test(): + + # kb = add_KB(True) + # kb = HWF_KB(True) + # abducer = AbducerBase(kb) + + kb = prolog_KB(pseudo_label_list=[1, 0, '+', '='], pl_file='../examples/datasets/hed/learn_add.pl') + abducer = AbducerBase(kb, zoopt=True, multiple_predictions=True) + + recorder = logger() + + total_train_data = get_hed(train=True) + train_data, val_data = split_equation(total_train_data, 3, 1) + test_data = get_hed(train=False) + + # ========================= KNN model ============================ # + reduce_dimension(train_data) + reduce_dimension(val_data) + reduce_dimension(test_data) + base_model = KNeighborsClassifier(n_neighbors=3) + pretrain_data_X, pretrain_data_Y = framework_hed_knn.hed_pretrain(base_model) + model = WABLBasicModel(base_model, kb.pseudo_label_list) + model, mapping = framework_hed_knn.train_with_rule( + model, abducer, train_data, val_data, (pretrain_data_X, pretrain_data_Y), select_num=10, min_len=5, max_len=8 + ) + framework_hed_knn.hed_test( + model, abducer, mapping, train_data, test_data, min_len=5, max_len=8 + ) + # ============================ End =============================== # + + recorder.dump() + return True + + +if __name__ == "__main__": + run_test() diff --git a/examples/hed/weights/all_weights_here.txt b/examples/hed/weights/all_weights_here.txt new file mode 100644 index 0000000..e69de29 diff --git a/examples/hwf/datasets/README.md b/examples/hwf/datasets/README.md new file mode 100644 index 0000000..b8f3047 --- /dev/null +++ b/examples/hwf/datasets/README.md @@ -0,0 +1,4 @@ +Download the Handwritten Formula Recognition dataset from [google drive](https://drive.google.com/file/d/1G07kw-wK-rqbg_85tuB7FNfA49q8lvoy/view?usp=sharing) to this folder and unzip it: +``` +unzip HWF.zip +``` diff --git a/examples/hwf/datasets/get_hwf.py b/examples/hwf/datasets/get_hwf.py new file mode 100644 index 0000000..87da5cf --- /dev/null +++ b/examples/hwf/datasets/get_hwf.py @@ -0,0 +1,50 @@ +import json +from PIL import Image +from torchvision.transforms import transforms + +img_transform = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.5,), (1,)) + ]) + +def get_data(file, get_pseudo_label): + X = [] + if get_pseudo_label: + Z = [] + Y = [] + img_dir = './datasets/hwf/data/Handwritten_Math_Symbols/' + with open(file) as f: + data = json.load(f) + for idx in range(len(data)): + imgs = [] + imgs_pseudo_label = [] + for img_path in data[idx]['img_paths']: + img = Image.open(img_dir + img_path).convert('L') + img = img_transform(img) + imgs.append(img) + if get_pseudo_label: + imgs_pseudo_label.append(img_path.split('/')[0]) + X.append(imgs) + if get_pseudo_label: + Z.append(imgs_pseudo_label) + Y.append(data[idx]['res']) + + if get_pseudo_label: + return X, Z, Y + else: + return X, None, Y + +def get_hwf(train = True, get_pseudo_label = False): + if(train): + file = './datasets/hwf/data/expr_train.json' + else: + file = './datasets/hwf/data/expr_test.json' + + return get_data(file, get_pseudo_label) + +if __name__ == "__main__": + train_X, train_Y = get_hwf(train = True) + test_X, test_Y = get_hwf(train = False) + print(len(train_X), len(test_X)) + print(len(train_X[0]), train_X[0][0].shape, train_Y[0]) + diff --git a/examples/hwf/hwf_example.ipynb b/examples/hwf/hwf_example.ipynb new file mode 100644 index 0000000..5881de9 --- /dev/null +++ b/examples/hwf/hwf_example.ipynb @@ -0,0 +1,184 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "\n", + "sys.path.append(\"../\")\n", + "\n", + "import torch.nn as nn\n", + "import torch\n", + "\n", + "from abl.abducer.abducer_base import AbducerBase\n", + "from abl.abducer.kb import HWF_KB\n", + "\n", + "from abl.utils.plog import logger\n", + "from abl.models.basic_model import BasicModel\n", + "from abl.models.wabl_models import WABLBasicModel\n", + "\n", + "from models.nn import SymbolNet\n", + "from datasets.hwf.get_hwf import get_hwf\n", + "from abl import framework_hed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize logger\n", + "recorder = logger()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Logic Part" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize knowledge base and abducer\n", + "kb = HWF_KB(GKB_flag=True)\n", + "abducer = AbducerBase(kb)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Machine Learning Part" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize necessary component for machine learning part\n", + "cls = SymbolNet(num_classes=len(kb.pseudo_label_list), image_size=(45, 45, 1))\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.Adam(cls.parameters(), lr=0.001, betas=(0.9, 0.99))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize BasicModel\n", + "# The function of BasicModel is to wrap NN models into the form of an sklearn estimator\n", + "base_model = BasicModel(\n", + " cls,\n", + " criterion,\n", + " optimizer,\n", + " device,\n", + " save_interval=1,\n", + " save_dir=recorder.save_dir,\n", + " batch_size=32,\n", + " num_epochs=1,\n", + " recorder=recorder,\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use WABL model to join two parts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize WABL model\n", + "# The main function of the WABL model is to serialize data and \n", + "# provide a unified interface for different machine learning models\n", + "model = WABLBasicModel(base_model, kb.pseudo_label_list)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get training and testing data\n", + "train_data = get_hwf(train=True, get_pseudo_label=True)\n", + "test_data = get_hwf(train=False, get_pseudo_label=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train and save" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Train model\n", + "framework_hed.train(\n", + " model, abducer, train_data, test_data, loop_num=15, sample_num=5000, verbose=1\n", + ")\n", + "\n", + "# Save results\n", + "recorder.dump()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ABL", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.13" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/hwf/weights/all_weights_here.txt b/examples/hwf/weights/all_weights_here.txt new file mode 100644 index 0000000..e69de29 diff --git a/examples/mnist_add/datasets/add.pl b/examples/mnist_add/datasets/add.pl new file mode 100644 index 0000000..96f0869 --- /dev/null +++ b/examples/mnist_add/datasets/add.pl @@ -0,0 +1,2 @@ +pseudo_label(N) :- between(0, 9, N). +logic_forward([Z1, Z2], Res) :- pseudo_label(Z1), pseudo_label(Z2), Res is Z1+Z2. diff --git a/examples/mnist_add/datasets/get_mnist_add.py b/examples/mnist_add/datasets/get_mnist_add.py new file mode 100644 index 0000000..d00c6ce --- /dev/null +++ b/examples/mnist_add/datasets/get_mnist_add.py @@ -0,0 +1,41 @@ +import torch +import torchvision +from torch.utils.data import Dataset +from torchvision.transforms import transforms + +def get_data(file, img_dataset, get_pseudo_label): + X = [] + if get_pseudo_label: + Z = [] + Y = [] + with open(file) as f: + for line in f: + line = line.strip().split(' ') + X.append([img_dataset[int(line[0])][0], img_dataset[int(line[1])][0]]) + if get_pseudo_label: + Z.append([img_dataset[int(line[0])][1], img_dataset[int(line[1])][1]]) + Y.append(int(line[2])) + + if get_pseudo_label: + return X, Z, Y + else: + return X, None, Y + +def get_mnist_add(train = True, get_pseudo_label = False): + transform = transforms.Compose([transforms.ToTensor(), transforms.Normalize((0.1307,), (0.3081, ))]) + img_dataset = torchvision.datasets.MNIST(root='./datasets/mnist_add/', train=train, download=True, transform=transform) + + if train: + file = './datasets/mnist_add/train_data.txt' + else: + file = './datasets/mnist_add/test_data.txt' + + return get_data(file, img_dataset, get_pseudo_label) + + +if __name__ == "__main__": + train_X, train_Y = get_mnist_add(train = True) + test_X, test_Y = get_mnist_add(train = False) + print(len(train_X), len(test_X)) + print(train_X[0][0].shape, train_X[0][1].shape, train_Y[0]) + diff --git a/examples/mnist_add/datasets/test_data.txt b/examples/mnist_add/datasets/test_data.txt new file mode 100644 index 0000000..3987383 --- /dev/null +++ b/examples/mnist_add/datasets/test_data.txt @@ -0,0 +1,5000 @@ +5236 2931 11 +7455 7918 13 +7743 9396 6 +8167 8516 9 +3767 674 12 +4307 4808 8 +1567 712 12 +2456 1692 9 +6328 7863 9 +3976 3765 8 +6323 7115 6 +1815 1123 10 +5468 4196 8 +5831 6752 1 +9228 6807 14 +5915 6729 2 +8708 5377 10 +8273 296 0 +7748 4928 4 +6034 6210 12 +8180 2248 7 +3120 3309 10 +9020 8743 12 +5098 377 6 +2250 6812 13 +3914 6356 7 +2702 5181 9 +5696 2223 8 +2195 180 8 +2781 5425 16 +7979 5795 15 +4131 6977 10 +8991 1086 9 +1079 951 11 +661 6684 7 +3787 7889 3 +9057 6200 18 +9940 2852 14 +2737 510 13 +272 6374 2 +5885 4255 10 +1589 4594 2 +5833 773 14 +2424 6619 10 +4735 9625 13 +6154 7079 15 +4230 1377 14 +5109 1627 9 +4305 9508 8 +6026 2372 14 +57 8286 2 +4416 9463 13 +5657 994 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add_KB\n", + "\n", + "from abl.utils.plog import logger\n", + "from abl.models.basic_model import BasicModel\n", + "from abl.models.wabl_models import WABLBasicModel\n", + "\n", + "from models.nn import LeNet5\n", + "from datasets.mnist_add.get_mnist_add import get_mnist_add\n", + "from abl import framework_hed" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize logger\n", + "recorder = logger()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Logic Part" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize knowledge base and abducer\n", + "kb = add_KB(GKB_flag=True)\n", + "abducer = AbducerBase(kb, dist_func=\"confidence\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Machine Learning Part" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize necessary component for machine learning part\n", + "cls = LeNet5(num_classes=len(kb.pseudo_label_list))\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = torch.optim.Adam(cls.parameters(), lr=0.001, betas=(0.9, 0.99))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize BasicModel\n", + "# The function of BasicModel is to wrap NN models into the form of an sklearn estimator\n", + "base_model = BasicModel(\n", + " cls,\n", + " criterion,\n", + " optimizer,\n", + " device,\n", + " save_interval=1,\n", + " save_dir=recorder.save_dir,\n", + " batch_size=32,\n", + " num_epochs=1,\n", + " recorder=recorder,\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Use WABL model to join two parts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize WABL model\n", + "# The main function of the WABL model is to serialize data and \n", + "# provide a unified interface for different machine learning models\n", + "model = WABLBasicModel(base_model, kb.pseudo_label_list)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get training and testing data\n", + "train_X, train_Z, train_Y = get_mnist_add(train=True, get_pseudo_label=True)\n", + "test_X, test_Z, test_Y = get_mnist_add(train=False, get_pseudo_label=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train and save" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Train model\n", + "framework_hed.train(\n", + " model,\n", + " abducer,\n", + " (train_X, train_Z, train_Y),\n", + " (test_X, test_Z, test_Y),\n", + " loop_num=15,\n", + " sample_num=5000,\n", + " verbose=1,\n", + ")\n", + "\n", + "# Save results\n", + "recorder.dump()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ABL", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.16" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/mnist_add/weights/all_weights_here.txt b/examples/mnist_add/weights/all_weights_here.txt new file mode 100644 index 0000000..e69de29