├── images ├── fcg.png ├── malnet-explorer.png └── malnet-graph-comparison.png ├── dm ├── config.py ├── process.py ├── karate.py ├── dm.py ├── classify.py ├── dm_experiments.py └── slaq.py ├── gnn ├── dataloader.py ├── config.py ├── process.py ├── models.py ├── gnn_experiments.py └── gnn.py ├── environment.yml ├── utils.py ├── create_dataset.py ├── README.md └── split_info_tiny └── type ├── val.txt └── test.txt /images/fcg.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/safreita1/malnet-graph/HEAD/images/fcg.png -------------------------------------------------------------------------------- /images/malnet-explorer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/safreita1/malnet-graph/HEAD/images/malnet-explorer.png -------------------------------------------------------------------------------- /images/malnet-graph-comparison.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/safreita1/malnet-graph/HEAD/images/malnet-graph-comparison.png -------------------------------------------------------------------------------- /dm/config.py: -------------------------------------------------------------------------------- 1 | import multiprocessing 2 | 3 | args = { 4 | 'method': 'vnge', 5 | 'metric': 'acc', # options: 'acc', 'macro-f1' 6 | 7 | 'n_iter': 5, # used in WL 8 | 'order': 4, # used in Feather and GeoScattering 9 | 'n_eigen': 100, # used in SF 10 | 'n_vectors': 10, # used in SLAQ 11 | 'n_steps': 10, # used in SLAQ 12 | 13 | 'group': 'family', # options: 'family', 'type'. MalNet-Tiny only works with 'type' 14 | 'train_ratio': 1.0, 15 | 'val_ratio': 0.1, 16 | 'test_ratio': 0.2, 17 | 18 | 'seed': 0, 19 | 'shuffle': True, 20 | 'n_cores': multiprocessing.cpu_count(), 21 | 22 | 'malnet_tiny': True, # True = use MalNet-Tiny; False = use Malnet 23 | 'malnet_dir': '/raid/sfreitas3/malnet-graphs/', # ** USER SPECIFIED DIRECTORY TO MALNET DATA ** 24 | 'malnet_tiny_dir': '/raid/sfreitas3/malnet-graphs-tiny/' # ** USER SPECIFIED DIRECTORY TO MALNET-TINY DATA ** 25 | } 26 | 27 | 28 | -------------------------------------------------------------------------------- /gnn/dataloader.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import numpy as np 3 | from glob import glob 4 | 5 | from torch_geometric.data import Dataset 6 | 7 | 8 | class MalnetDataset(Dataset): 9 | def __init__(self, args, root, files, labels, transform=None, pre_transform=None): 10 | self.args = args 11 | self.files = files 12 | self.labels = labels 13 | self.num_classes = len(np.unique(labels)) 14 | 15 | super(MalnetDataset, self).__init__(root, transform, pre_transform) 16 | 17 | @property 18 | def raw_file_names(self): 19 | return self.files 20 | 21 | @property 22 | def processed_file_names(self): 23 | return glob(self.processed_dir.replace('/processed', '') + '/*.pt') 24 | 25 | def download(self): 26 | pass 27 | 28 | def __len__(self): 29 | return len(self.files) 30 | 31 | def __getitem__(self, idx): 32 | x = torch.load(self.processed_dir.replace('/processed', '') + '/data_{}.pt'.format(idx)) 33 | x.y = self.labels[idx] 34 | 35 | return x -------------------------------------------------------------------------------- /gnn/config.py: -------------------------------------------------------------------------------- 1 | import multiprocessing 2 | 3 | args = { 4 | # device 5 | 'seed': 1, 6 | 'gpu': 0, 7 | 'n_cores': multiprocessing.cpu_count(), 8 | 'batch_size': 256, 9 | 'quiet': False, 10 | 11 | # pre-processing 12 | 'node_feature': 'ldp', # 'ldp', 'constant', 'degree' 13 | 'directed_graph': True, 14 | 'remove_isolates': False, 15 | 'lcc_only': False, 16 | 'add_self_loops': True, 17 | 18 | # net 19 | 'model': 'gcn', # 'sgc', 'gin', 'gcn', 'mlp' 20 | 'K': 1, # only for 'sgc' model 21 | 'hidden_dim': 64, 22 | 'num_layers': 3, 23 | 24 | # learning 25 | 'metric': 'acc', # options: 'acc', 'macro-f1' 26 | 'lr': 0.001, 27 | 'dropout': 0.5, 28 | 'epochs': 5, 29 | 30 | # data 31 | 'group': 'family', # options: 'family', 'type'. MalNet-Tiny only works with 'type' 32 | 'train_ratio': 1.0, # corresponds to 'split_info' folder; controls percentage of training data 33 | 'malnet_tiny': False, # True = use MalNet-Tiny; False = use Malnet 34 | 'malnet_dir': '/raid/sfreitas3/malnet-graphs/', # ** USER SPECIFIED DIRECTORY TO MALNET DATA ** 35 | 'malnet_tiny_dir': '/raid/sfreitas3/malnet-graphs-tiny/' # ** USER SPECIFIED DIRECTORY TO MALNET-TINY DATA ** 36 | } 37 | -------------------------------------------------------------------------------- /dm/process.py: -------------------------------------------------------------------------------- 1 | def warn(*args, **kwargs): 2 | pass 3 | import warnings 4 | warnings.warn = warn 5 | import numpy as np 6 | import networkx as nx 7 | from tqdm import tqdm 8 | from grakel import graph_from_networkx 9 | from joblib import Parallel, delayed 10 | 11 | 12 | def process_file_karate(file): 13 | g = nx.read_edgelist(file) 14 | gcc = sorted(nx.connected_components(g), key=len, reverse=True) 15 | g = g.subgraph(gcc[0]) 16 | g = nx.convert_node_labels_to_integers(g) 17 | 18 | return g 19 | 20 | 21 | def process_file_nog(file): 22 | return nx.read_edgelist(file) 23 | 24 | 25 | def process_file_slaq(file): 26 | g = nx.read_edgelist(file) 27 | g = nx.convert_node_labels_to_integers(g) 28 | adj = nx.to_scipy_sparse_matrix(g, dtype=np.float32, format='csr') 29 | adj.data = np.ones(adj.data.shape, dtype=np.float32) # Set all elements to one in case of duplicate rows 30 | 31 | return adj 32 | 33 | 34 | def process_file_grakel(file): 35 | g = nx.read_edgelist(file) 36 | gcc = sorted(nx.connected_components(g), key=len, reverse=True) 37 | g = g.subgraph(gcc[0]) 38 | g = nx.convert_node_labels_to_integers(g) 39 | nx.set_node_attributes(g, 'a', 'label') 40 | 41 | return list(graph_from_networkx([g], node_labels_tag='label', as_Graph=True))[0] 42 | 43 | 44 | def chunker(seq, size): 45 | return (seq[pos:pos + size] for pos in range(0, len(seq), size)) 46 | 47 | 48 | def kernel_transform(args, files, gk): 49 | chunk_size = 1000 50 | pbar = tqdm(total=len(files)) 51 | 52 | for idx, files in enumerate(chunker(files, chunk_size)): 53 | graphs = Parallel(n_jobs=args['n_cores'])( 54 | delayed(process_file_grakel)(file) 55 | for file in files) 56 | 57 | data = gk.transform(graphs) 58 | if idx == 0: 59 | embedding = data 60 | else: 61 | embedding = np.concatenate((embedding, data), axis=0) 62 | pbar.update(chunk_size) 63 | pbar.close() 64 | 65 | return embedding -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- 1 | name: malnet-graph 2 | channels: 3 | - defaults 4 | dependencies: 5 | - _libgcc_mutex=0.1=main 6 | - blas=1.0=mkl 7 | - ca-certificates=2021.1.19=h06a4308_0 8 | - certifi=2020.12.5=py36h06a4308_0 9 | - intel-openmp=2020.2=254 10 | - joblib=1.0.0=pyhd3eb1b0_0 11 | - ld_impl_linux-64=2.33.1=h53a641e_7 12 | - libedit=3.1.20191231=h14c3975_1 13 | - libffi=3.3=he6710b0_2 14 | - libgcc-ng=9.1.0=hdf63c60_0 15 | - libgfortran-ng=7.3.0=hdf63c60_0 16 | - libstdcxx-ng=9.1.0=hdf63c60_0 17 | - mkl=2020.2=256 18 | - mkl-service=2.3.0=py36he8ac12f_0 19 | - mkl_fft=1.2.0=py36h23d657b_0 20 | - mkl_random=1.1.1=py36h0573a6f_0 21 | - ncurses=6.2=he6710b0_1 22 | - numpy-base=1.19.2=py36hfa32c7d_0 23 | - openssl=1.1.1i=h27cfd23_0 24 | - pip=20.3.3=py36h06a4308_0 25 | - python=3.6.12=hcff3b4d_2 26 | - readline=8.1=h27cfd23_0 27 | - scikit-learn=0.23.2=py36h0573a6f_0 28 | - setuptools=52.0.0=py36h06a4308_0 29 | - six=1.15.0=py36h06a4308_0 30 | - sqlite=3.33.0=h62c20be_0 31 | - threadpoolctl=2.1.0=pyh5ca1d4c_0 32 | - tk=8.6.10=hbc83047_0 33 | - wheel=0.36.2=pyhd3eb1b0_0 34 | - xz=5.2.5=h7b6447c_0 35 | - zlib=1.2.11=h7b6447c_3 36 | - pip: 37 | - ase==3.21.1 38 | - cached-property==1.5.2 39 | - chardet==4.0.0 40 | - cycler==0.10.0 41 | - dataclasses==0.8 42 | - decorator==4.4.2 43 | - googledrivedownloader==0.4 44 | - h5py==3.1.0 45 | - idna==2.10 46 | - isodate==0.6.0 47 | - jinja2==2.11.3 48 | - kiwisolver==1.3.1 49 | - llvmlite==0.35.0 50 | - markupsafe==1.1.1 51 | - matplotlib==3.3.4 52 | - networkx==2.5 53 | - numba==0.52.0 54 | - numpy==1.19.5 55 | - pandas==1.1.5 56 | - pillow==8.1.0 57 | - pyparsing==2.4.7 58 | - python-dateutil==2.8.1 59 | - python-louvain==0.15 60 | - pytz==2020.5 61 | - rdflib==5.0.0 62 | - requests==2.25.1 63 | - scipy==1.5.4 64 | - torch==1.7.1 65 | - torch-cluster==1.5.8 66 | - torch-geometric==1.6.3 67 | - torch-scatter==2.0.5 68 | - torch-sparse==0.6.8 69 | - torch-spline-conv==1.2.0 70 | - tqdm==4.56.0 71 | - typing-extensions==3.7.4.3 72 | - urllib3==1.26.3 73 | 74 | -------------------------------------------------------------------------------- /dm/karate.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | 3 | from gensim.models.doc2vec import Doc2Vec, TaggedDocument 4 | from karateclub.utils.treefeatures import WeisfeilerLehmanHashing 5 | from karateclub.graph_embedding import GeoScattering, FeatherGraph, IGE, Graph2Vec, NetLSD, FGSD, SF, LDP 6 | 7 | # too slow: fgsd, ige, GeoScattering, netlsd, sf 8 | # too much space: g2v, gl2vec 9 | 10 | 11 | def ldp(graph): 12 | model = LDP() 13 | model._check_graphs([graph]) 14 | 15 | embedding = model._calculate_ldp(graph) 16 | return embedding 17 | 18 | 19 | def feather(graph, order=5): 20 | model = FeatherGraph(order=order) 21 | model._set_seed() 22 | model._check_graphs([graph]) 23 | 24 | embedding = model._calculate_feather(graph) 25 | return embedding 26 | 27 | 28 | def ige(graph, max_deg): 29 | model = IGE() 30 | model._set_seed() 31 | model._check_graphs([graph]) 32 | model.max_deg = max_deg 33 | 34 | embedding = model._calculate_invariant_embedding(graph) 35 | return embedding 36 | 37 | 38 | def fgsd(graph): 39 | model = FGSD() 40 | model._set_seed() 41 | model._check_graphs([graph]) 42 | 43 | embedding = model._calculate_fgsd(graph) 44 | return embedding 45 | 46 | 47 | def lsd(graph): 48 | model = NetLSD() 49 | model._set_seed() 50 | model._check_graphs([graph]) 51 | 52 | embedding = model._calculate_netlsd(graph) 53 | return embedding 54 | 55 | 56 | def sf(graph, n_eigenvalues=128): 57 | model = SF(dimensions=n_eigenvalues) 58 | model._set_seed() 59 | model._check_graphs([graph]) 60 | 61 | embedding = model._calculate_sf(graph) 62 | return embedding 63 | 64 | 65 | def geo_scattering(graph, order=4): 66 | model = GeoScattering(order=order) 67 | model._set_seed() 68 | model._check_graphs([graph]) 69 | 70 | embedding = model._calculate_geoscattering(graph) 71 | return embedding 72 | 73 | 74 | def g2v_document(idx, graph): 75 | model = Graph2Vec() 76 | model._set_seed() 77 | model._check_graphs([graph]) 78 | 79 | document = WeisfeilerLehmanHashing(graph, model.wl_iterations, model.attributed, model.erase_base_features) 80 | document = TaggedDocument(words=document.get_graph_features(), tags=str(idx)) 81 | return document 82 | 83 | 84 | def g2v(documents): 85 | from tqdm import tqdm 86 | model = Doc2Vec(documents) 87 | embedding = [model.docvecs[str(i)] for i, _ in enumerate(tqdm(documents))] 88 | 89 | return np.array(embedding) -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- 1 | import os 2 | 3 | 4 | def get_split_info(args): 5 | if args['malnet_tiny']: 6 | args['group'] = 'type' 7 | 8 | split_dir = 'split-info-tiny' if args['malnet_tiny'] else 'split-info' 9 | data_dir = args['malnet_tiny_dir'] if args['malnet_tiny'] else args['malnet_dir'] 10 | 11 | with open(os.getcwd() + '/../{}/{}/{}/train.txt'.format(split_dir, args['group'], args['train_ratio']), 'r') as f: 12 | lines_train = f.readlines() 13 | 14 | with open(os.getcwd() + '/../{}/{}/{}/val.txt'.format(split_dir, args['group'], args['train_ratio']), 'r') as f: 15 | lines_val = f.readlines() 16 | 17 | with open(os.getcwd() + '/../{}/{}/{}/test.txt'.format(split_dir, args['group'], args['train_ratio']), 'r') as f: 18 | lines_test = f.readlines() 19 | 20 | files_train = [data_dir + file.strip() + '.edgelist' for file in lines_train] 21 | files_val = [data_dir + file.strip() + '.edgelist' for file in lines_val] 22 | files_test = [data_dir + file.strip() + '.edgelist' for file in lines_test] 23 | 24 | if args['group'] == 'type': 25 | graph_labels = sorted(list(set([file.split(data_dir)[1].split('/')[0] for file in files_train]))) 26 | label_dict = {t: idx for idx, t in enumerate(graph_labels)} 27 | 28 | train_labels = [label_dict[file.split(data_dir)[1].split('/')[0]] for file in files_train] 29 | val_labels = [label_dict[file.split(data_dir)[1].split('/')[0]] for file in files_val] 30 | test_labels = [label_dict[file.split(data_dir)[1].split('/')[0]] for file in files_test] 31 | 32 | elif args['group'] == 'family': 33 | graph_labels = sorted(list(set([file.split(data_dir)[1].split('/')[1] for file in files_train]))) 34 | label_dict = {t: idx for idx, t in enumerate(graph_labels)} 35 | 36 | train_labels = [label_dict[file.split(data_dir)[1].split('/')[1]] for file in files_train] 37 | val_labels = [label_dict[file.split(data_dir)[1].split('/')[1]] for file in files_val] 38 | test_labels = [label_dict[file.split(data_dir)[1].split('/')[1]] for file in files_test] 39 | 40 | elif args['group'] == 'binary': 41 | graph_labels = ['benign', 'malicious'] 42 | label_dict = {t: idx for idx, t in enumerate(graph_labels)} 43 | 44 | train_labels = [0 if 'benign' in file.split(data_dir)[1].split('/')[0] else 1 for file in files_train] 45 | val_labels = [0 if 'benign' in file.split(data_dir)[1].split('/')[0] else 1 for file in files_val] 46 | test_labels = [0 if 'benign' in file.split(data_dir)[1].split('/')[0] else 1 for file in files_test] 47 | 48 | else: 49 | print('Group does not exist') 50 | exit(1) 51 | 52 | print('Number of train samples: {}, val samples: {}, test samples: {}'.format(len(files_train), len(files_val), len(files_test))) 53 | 54 | return files_train, files_val, files_test, train_labels, val_labels, test_labels, label_dict -------------------------------------------------------------------------------- /create_dataset.py: -------------------------------------------------------------------------------- 1 | import os 2 | import igraph as ig 3 | import networkx as nx 4 | from glob import glob 5 | from tqdm import tqdm 6 | from joblib import Parallel, delayed 7 | from androguard.misc import AnalyzeAPK 8 | 9 | 10 | def visualize_graph(graph, path, og_set=None): 11 | g = ig.Graph(len(graph), list(zip(*list(zip(*nx.to_edgelist(graph)))[:2])), directed=True) 12 | layout = g.layout("kk") 13 | 14 | visual_style = { 15 | 'vertex_size': 10, 16 | 'vertex_color': '#AAAAFF', 17 | 'edge_width': 1, 18 | 'arrow_size': .01, 19 | 'vertex_label': range(g.vcount()), 20 | 'layout': layout 21 | } 22 | 23 | if og_set is not None: 24 | red_edges = g.es.select(_source_in=og_set, _target_in=og_set) 25 | red_edges["color"] = "red" 26 | 27 | ig.plot(g, path, **visual_style, bbox=(1000, 1000), margin=120, hovermode='closest') 28 | 29 | 30 | def remap_graph(graph): 31 | node_index = 0 32 | node_mapping = {} 33 | 34 | remapped_graph = nx.DiGraph() 35 | 36 | for node in graph.nodes(): 37 | node_mapping[node] = node_index 38 | node_index += 1 39 | 40 | for (n1, n2) in graph.edges(): 41 | n1 = node_mapping[n1] 42 | n2 = node_mapping[n2] 43 | 44 | remapped_graph.add_edge(n1, n2) 45 | 46 | return remapped_graph 47 | 48 | 49 | def create_fcg_graph(dex_path): 50 | save_path = dex_path.replace('apk_files', 'graph_files').replace('.apk', '.edgelist') 51 | 52 | if not os.path.exists(save_path): 53 | os.makedirs(os.path.dirname(save_path), exist_ok=True) 54 | 55 | try: 56 | a, d, dx = AnalyzeAPK(dex_path) 57 | 58 | cg = dx.get_call_graph() 59 | cg_stripped = remap_graph(cg) 60 | visualize_graph(cg_stripped, path=save_path.replace('.edgelist', '.png')) 61 | 62 | if len(cg_stripped) > 0: 63 | os.makedirs(os.path.dirname(save_path), exist_ok=True) 64 | 65 | with open(save_path, 'w') as file: 66 | file.write('# Directed graph (each unordered pair of nodes is saved once)\n') 67 | file.write('# Function call graph of malicious Android APK\n') 68 | file.write('# SHA-256: {}\n'.format(save_path.rsplit('/', 1)[1].replace('.edgelist', ''))) 69 | file.write('# Nodes: {}, Edges: {}\n'.format(len(cg_stripped), len(list(cg_stripped.edges)))) 70 | file.write('# FromNodeId\tToNodeId\n') 71 | 72 | for edge in cg_stripped.edges(): 73 | file.write('{}\t{}\n'.format(edge[0], edge[1])) 74 | 75 | except Exception as e: 76 | print('Error extracting FCG', e, dex_path) 77 | 78 | 79 | def main(): 80 | print('Constructing FCG Dataset') 81 | apk_files = glob(os.path.join(os.getcwd(), 'apk_files/*.apk')) 82 | 83 | Parallel(n_jobs=1)( 84 | delayed(create_fcg_graph)(apk_path) 85 | for apk_path in tqdm(apk_files)) 86 | 87 | 88 | if __name__ == '__main__': 89 | main() 90 | -------------------------------------------------------------------------------- /dm/dm.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | from tqdm import tqdm 3 | from grakel import GraphKernel 4 | from joblib import Parallel, delayed 5 | 6 | from slaq import netlsd, netlsd_naive, vnge, vnge_naive 7 | from karate import feather, fgsd, sf, ldp, geo_scattering, g2v_document 8 | from process import process_file_karate, process_file_slaq, process_file_grakel, process_file_nog, kernel_transform 9 | 10 | 11 | def run_method(idx, args, file, method): 12 | if method == 'sf': 13 | graph = process_file_karate(file) 14 | result = sf(graph, args['n_eigen']) 15 | 16 | elif method == 'ldp': 17 | subgraphs = process_file_karate(file) 18 | result = ldp(subgraphs) 19 | 20 | elif method == 'fgsd': 21 | graph = process_file_karate(file) 22 | result = fgsd(graph) 23 | 24 | elif method == 'feather': 25 | graph = process_file_karate(file) 26 | result = feather(graph, order=args['order']) 27 | 28 | elif method == 'geo_scattering': 29 | graph = process_file_karate(file) 30 | result = geo_scattering(graph, order=args['order']) 31 | 32 | elif method == 'g2v': 33 | graph = process_file_karate(file) 34 | result = g2v_document(idx, graph) 35 | 36 | elif method == 'lsd': 37 | graph = process_file_slaq(file) 38 | result = netlsd_naive(graph) 39 | 40 | elif method == 'lsd_slaq': 41 | graph = process_file_slaq(file) 42 | result = netlsd(graph, lanczos_steps=args['n_steps'], nvectors=args['n_vectors']) 43 | 44 | elif method == 'vnge_slaq': 45 | graph = process_file_slaq(file) 46 | result = vnge(graph, lanczos_steps=args['n_steps'], nvectors=args['n_vectors']) 47 | 48 | elif method == 'vnge': 49 | graph = process_file_slaq(file) 50 | result = vnge_naive(graph) 51 | 52 | elif method == 'nog': 53 | graph = process_file_nog(file) 54 | result = np.array([graph.number_of_nodes(), graph.number_of_edges()], dtype=np.int64) 55 | 56 | else: 57 | print('Method {} not implemented'.format(method)) 58 | exit(1) 59 | 60 | return result 61 | 62 | 63 | def get_kernel_embedding(args, train_files, val_files, test_files): 64 | print('\n******Running WL Kernel on train set******') 65 | gk = GraphKernel(kernel=[{'name': 'weisfeiler_lehman', 'n_iter': args['n_iter']}, 'subtree_wl'], normalize=True, n_jobs=args['n_cores']) 66 | 67 | graphs = Parallel(n_jobs=args['n_cores'])( 68 | delayed(process_file_grakel)(file) 69 | for file in tqdm(train_files)) 70 | x_train = gk.fit_transform(graphs) 71 | 72 | print('\n******Running WL Kernel on val set******') 73 | x_val = kernel_transform(args, val_files, gk) 74 | 75 | print('\n******Running WL Kernel on test set******') 76 | x_test = kernel_transform(args, test_files, gk) 77 | 78 | return x_train, x_val, x_test 79 | 80 | 81 | def get_embedding(args, files, run_type): 82 | print('\n******Running {} on {} set******'.format(args['method'], run_type)) 83 | 84 | embedding = Parallel(n_jobs=args['n_cores'])( 85 | delayed(run_method)(idx, args, file, args['method']) 86 | for idx, file in enumerate(tqdm(files))) 87 | 88 | embedding = np.asarray(embedding) 89 | if len(embedding.shape) == 1: embedding = embedding.reshape(-1, 1) 90 | 91 | return embedding 92 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # A Large-Scale Database for Graph Representation Learning 2 | Accepted for an oral presentation in the NeurIPS 2021 Datasets and Benchmarks Track 3 | 4 | ### MalNet: Advancing State-of-the-art Graph Databases 5 | Recent research focusing on developing graph kernels, neural networks and spectral methods 6 | to capture graph topology has revealed a number of shortcomings of existing graph benchmark datasets, 7 | which often contain graphs that are relatively: 8 | 9 | - **limited in number**, 10 | - **small in scale** in terms of nodes and edges, and 11 | - **restricted in class diversity**. 12 | 13 | 14 | To solve these issues, we have been working to develop the worlds largest public graph representation 15 | learning database to date at Georgia Tech’s [Polo Club of Data Science](https://poloclub.github.io/). 16 | We release **[MalNet](https://www.mal-net.org)**, which contains over **1.2 million function call graphs** 17 | averaging over **17k nodes** and **39k edges per graph**, across a hierarchy of 47 types and 696 families of classes (see Figure 1 below). 18 | 19 | Compared to the popular REDDIT-12K database, MalNet offers 105x more graphs, 44x larger graphs on average, and 63x more classes. 20 | 21 | ![Comparing Graph Databases](images/malnet-graph-comparison.png) 22 | 23 | 24 | ### What is a function call graph (FCG)? 25 | 26 | Function call graphs represent the control flow of programs (see Figure 2 below), and can be statically extracted from 27 | many types of software (e.g., EXE, PE, APK). We use the Android ecosystem due to its large market share, easy 28 | accessibility, and diversity of malicious software. 29 | With the generous permission of the [AndroZoo](https://androzoo.uni.lu/) we collected 1,262,024 Android APK files, 30 | specifically selecting APKs containing both a family and type label obtained from 31 | the [Euphony](https://github.com/fmind/euphony) classification structure. 32 | 33 | ![Function call graph](images/fcg.png) 34 | 35 | 36 | ### How do we download and explore MalNet? 37 | We have designed and developed **[MalNet Explorer](https://www.mal-net.org/explore)**, an interactive graph exploration and 38 | visualization tool to help people easily explore the data before downloading. 39 | Figure 3 shows MalNet Explorer’s desktop web interface and its main components. 40 | MalNet Explorer and the data is available online at: www.mal-net.org. 41 | 42 | ![Comparing Graph Databases](images/malnet-explorer.png) 43 | 44 | 45 | ### How to run the code? 46 | The code is broken into 2 separate directories: 47 | ata mining experiments and (2) graph neural network experiments. 48 | The code for each technique can be run using 'dm_experiments.py' and 'gnn_experiments.py', respectively. 49 | In addition, we aggregate the key parameters for each method into the respective 'config.py' files. 50 | 51 | Before running the code, download the data from www.mal-net.org and specify the directory to the 'full' and 'tiny' datasets 52 | in both the dm and gnn 'config.py' files using the parameter 'malnet_dir', and 'malnet_tiny_dir', respectively. 53 | In addition, download the split info controlling the train/val/test splits from www.mal-net.org and place it in this directory. 54 | 55 | 56 | ### Create your own FCGs 57 | The code to extract function call graphs (FCGs) from Android APK files can be found in 'create_dataset.py'. 58 | To run the code we need to install some legacy versions of Androguard and Networkx. 59 | If you want to visualize the FCG, we also need to install a Linux library (otherwise, comment out the visualization code). 60 | 61 | 1. Install the following packages 62 | 1. sudo apt install libcairo2-dev 63 | 2. pip install androguard (note: this installs the deprecated PyPi pacakge from 2019) 64 | 3. pip install networkx==2.3 65 | 4. pip install joblib 66 | 5. pip install tqdm 67 | 6. pip install pycairo 68 | 7. pip install igraph 69 | 2. Create a folder in your working directory called "apk_files" and add your APK files. 70 | 3. To analyze hundreds or thousands of APKs, set the number of cores to >1, up to the number of cores on your machine. 71 | 4. Run the script -------------------------------------------------------------------------------- /gnn/process.py: -------------------------------------------------------------------------------- 1 | import os 2 | import torch 3 | import networkx as nx 4 | from glob import glob 5 | from tqdm import tqdm 6 | from joblib import Parallel, delayed 7 | import torch_geometric.transforms as T 8 | from torch_geometric.utils.convert import from_networkx 9 | from pprint import pprint 10 | from torch_geometric.utils import degree 11 | from sklearn.metrics import confusion_matrix, f1_score, classification_report, roc_curve, roc_auc_score 12 | 13 | 14 | def process_file(args, idx, file, processed_dir, pre_transform): 15 | if args['directed_graph']: 16 | graph = nx.read_edgelist(file, create_using=nx.DiGraph) 17 | else: 18 | graph = nx.read_edgelist(file) 19 | 20 | if args['lcc_only']: 21 | graph = graph.subgraph(sorted(nx.connected_components(graph), key=len, reverse=True)[0]) 22 | 23 | # networkx --> pytorch geometric 24 | data = from_networkx(graph) 25 | 26 | if args['remove_isolates']: 27 | data = T.RemoveIsolatedNodes()(data) 28 | 29 | if args['add_self_loops']: 30 | data = T.AddSelfLoops()(data) 31 | 32 | if pre_transform is not None: 33 | data = pre_transform(data) 34 | 35 | torch.save(data, processed_dir + 'data_{}.pt'.format(idx)) 36 | 37 | 38 | def convert_files_pytorch(args, files, processed_dir, pre_transform): 39 | # check if processed files exist 40 | if len(glob(processed_dir + '*.pt')) != len(files): 41 | os.makedirs(processed_dir, exist_ok=True) 42 | 43 | Parallel(n_jobs=args['n_cores'])( 44 | delayed(process_file)(args, idx, file, processed_dir, pre_transform) 45 | for idx, file in enumerate(tqdm(files))) 46 | 47 | 48 | class NodeDegree(object): 49 | def __call__(self, data): 50 | row, col = data.edge_index 51 | N = data.num_nodes 52 | 53 | data.x = degree(row, N, dtype=torch.float) 54 | data.x = data.x.view(-1, 1) 55 | return data 56 | 57 | def __repr__(self): 58 | return '{}()'.format(self.__class__.__name__) 59 | 60 | 61 | def save_model(args, model): 62 | torch.save(model.state_dict(), args['log_dir'] + 'best_model.pt') 63 | 64 | 65 | def log_info(args, epoch, y_true, y_pred, y_scores, param_count, run_time, data_type='val'): 66 | macro_f1 = round(f1_score(y_true, y_pred, average='macro'), 3) 67 | report = classification_report(y_true, y_pred, labels=args['class_indexes'], target_names=args['class_labels'], output_dict=True) 68 | 69 | with open(args['log_dir'] + 'best_{}_info.txt'.format(data_type), 'w') as f: 70 | pprint('Parameters', stream=f) 71 | pprint(args, stream=f) 72 | pprint('Epoch: {}'.format(epoch), stream=f) 73 | pprint('Number of model parameters: {}'.format(param_count), stream=f) 74 | 75 | pprint('Classification report', stream=f) 76 | pprint(report, stream=f) 77 | pprint('Macro-f1: {}'.format(macro_f1), stream=f) 78 | pprint('Malware group: {}'.format(args['group']), stream=f) 79 | pprint('Train ratio: {}'.format(args['train_ratio']), stream=f) 80 | pprint('Embedding took {} seconds w/ {} cpu cores'.format(round(run_time, 2), args['n_cores']), stream=f) 81 | 82 | pprint('Label dictionary:', stream=f) 83 | pprint(args['class_labels'], stream=f) 84 | 85 | if args['group'] != 'family': 86 | pprint('Confusion matrix', stream=f) 87 | 88 | cm = confusion_matrix(y_true, y_pred, labels=args['class_indexes']) 89 | pprint(cm, stream=f) 90 | 91 | if args['group'] == 'binary': 92 | pprint('FPR/TPR Info', stream=f) 93 | fpr, tpr, thresholds = roc_curve(y_true, y_scores, pos_label=[1]) 94 | pprint('tpr: {}'.format(tpr.tolist()), stream=f) 95 | pprint('fpr: {}'.format(fpr.tolist()), stream=f) 96 | pprint('thresholds: {}'.format(thresholds.tolist()), stream=f) 97 | 98 | auc_macro_score = roc_auc_score(y_true, y_scores, average='macro') 99 | auc_class_scores = roc_auc_score(y_true, y_scores, average=None) 100 | pprint('AUC macro score: {}'.format(auc_macro_score), stream=f) 101 | pprint('AUC class scores: {}'.format(auc_class_scores), stream=f) 102 | -------------------------------------------------------------------------------- /dm/classify.py: -------------------------------------------------------------------------------- 1 | import os 2 | import gc 3 | import sys 4 | import itertools 5 | import numpy as np 6 | np.set_printoptions(threshold=sys.maxsize) 7 | from tqdm import tqdm 8 | from pprint import pprint 9 | from sklearn.preprocessing import StandardScaler 10 | from sklearn.ensemble import RandomForestClassifier 11 | from sklearn.metrics import confusion_matrix, f1_score, classification_report, roc_curve, roc_auc_score, accuracy_score 12 | 13 | 14 | def log_info(args, params, y_true, y_pred, y_scores, run_time): 15 | score = accuracy_score(y_true, y_pred) if args['metric'] == 'acc' else f1_score(y_true, y_pred, average='macro') 16 | report = classification_report(y_true, y_pred, labels=args['class_indexes'], target_names=args['class_labels'], output_dict=True) 17 | 18 | save_path = os.getcwd() + '/results/group={}/train_ratio={}/method={}/iter={}/order={}/n_eigen={}/n_vec={}/n_steps={}/info.txt'.format( 19 | args['group'], args['train_ratio'], args['method'], args['n_iter'], args['order'], args['n_eigen'], args['n_vectors'], args['n_steps']) 20 | os.makedirs(os.path.dirname(save_path), exist_ok=True) 21 | 22 | with open(save_path, 'w') as f: 23 | pprint('Parameters', stream=f) 24 | pprint(args, stream=f) 25 | pprint(params, stream=f) 26 | 27 | pprint('Classification report', stream=f) 28 | pprint(report, stream=f) 29 | pprint('{}: {}'.format(args['metric'], score), stream=f) 30 | pprint('Malware group: {}'.format(args['group']), stream=f) 31 | pprint('Train ratio: {}'.format(args['train_ratio']), stream=f) 32 | pprint('Embedding took {} seconds w/ {} cpu cores'.format(round(run_time, 2), args['n_cores']), stream=f) 33 | 34 | pprint('Label dictionary:', stream=f) 35 | pprint(args['class_labels'], stream=f) 36 | 37 | if args['group'] != 'family': 38 | pprint('Confusion matrix', stream=f) 39 | 40 | cm = confusion_matrix(y_true, y_pred, labels=args['class_indexes']) 41 | pprint(cm, stream=f) 42 | 43 | if args['group'] == 'binary': 44 | pprint('FPR/TPR Info', stream=f) 45 | fpr, tpr, thresholds = roc_curve(y_true, y_scores, pos_label=[1]) 46 | pprint('tpr: {}'.format(tpr.tolist()), stream=f) 47 | pprint('fpr: {}'.format(fpr.tolist()), stream=f) 48 | pprint('thresholds: {}'.format(thresholds.tolist()), stream=f) 49 | 50 | auc_macro_score = roc_auc_score(y_true, y_scores, average='macro') 51 | auc_class_scores = roc_auc_score(y_true, y_scores, average=None) 52 | pprint('AUC macro score: {}'.format(auc_macro_score), stream=f) 53 | pprint('AUC class scores: {}'.format(auc_class_scores), stream=f) 54 | 55 | 56 | def grid_search(args, x_train, y_train, x_val, y_val): 57 | best_score = 0 58 | 59 | n_estimators = [1, 5, 10, 50] 60 | max_depths = [1, 5, 10, 20] 61 | params = list(itertools.product(n_estimators, max_depths)) 62 | 63 | for n_estimator, max_depth in tqdm(params): 64 | clf = RandomForestClassifier(random_state=args['seed'], n_estimators=n_estimator, max_depth=max_depth, n_jobs=args['n_cores']) 65 | clf.fit(x_train, y_train) 66 | 67 | y_pred = clf.predict(x_val) 68 | score = f1_score(y_val, y_pred, average='macro') 69 | 70 | if score > best_score: 71 | best_score = score 72 | best_params = {'n_estimators': n_estimator, 'max_depth': max_depth} 73 | 74 | del clf 75 | gc.collect() 76 | 77 | print('\nBest val {}: {}'.format(args['metric'], best_score)) 78 | 79 | return best_params, best_score 80 | 81 | 82 | def classify(args, x_train, x_val, x_test, y_train, y_val, y_test, run_time): 83 | print('\nClassifying {} graph embeddings...'.format(args['method'])) 84 | 85 | # standardize the data 86 | scalar = StandardScaler() 87 | x_train = scalar.fit_transform(x_train) 88 | x_val, x_test = scalar.transform(x_val), scalar.transform(x_test) 89 | 90 | params, val_score = grid_search(args, x_train, y_train, x_val, y_val) 91 | 92 | clf = RandomForestClassifier(random_state=args['seed'], n_jobs=args['n_cores']) 93 | clf.set_params(**params) 94 | clf.fit(x_train, y_train) 95 | 96 | y_pred = clf.predict(x_test) 97 | y_scores = clf.predict_proba(x_test)[:, 1].tolist() # only used in binary setting 98 | 99 | log_info(args, params, y_test, y_pred, y_scores, run_time) 100 | test_score = accuracy_score(y_test, y_pred) if args['metric'] == 'acc' else f1_score(y_test, y_pred, average='macro') 101 | 102 | return val_score, test_score -------------------------------------------------------------------------------- /gnn/models.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.nn.functional as F 3 | from torch.nn import Sequential, Linear, ReLU 4 | from torch_geometric.nn import GCNConv, SAGEConv, SGConv, GINConv, global_add_pool 5 | 6 | 7 | class GIN(torch.nn.Module): 8 | def __init__(self, args): 9 | super(GIN, self).__init__() 10 | self.args = args 11 | 12 | self.layers = torch.nn.ModuleList([]) 13 | for i in range(args['num_layers'] + 1): 14 | dim_input = args['num_features'] if i == 0 else args['hidden_dim'] 15 | 16 | nn = Sequential(Linear(dim_input, args['hidden_dim']), ReLU(), Linear(args['hidden_dim'], args['hidden_dim'])) 17 | conv = GINConv(nn) 18 | 19 | self.layers.append(conv) 20 | 21 | self.fc1 = Linear(args['hidden_dim'], args['hidden_dim']) 22 | self.fc2 = Linear(args['hidden_dim'], args['num_classes']) 23 | 24 | def forward(self, x, edge_index, batch): 25 | for i, _ in enumerate(self.layers): 26 | x = F.relu(self.layers[i](x, edge_index)) 27 | 28 | x = global_add_pool(x, batch) 29 | x = F.relu(self.fc1(x)) 30 | x = F.dropout(x, p=self.args['dropout'], training=self.training) 31 | x = self.fc2(x) 32 | 33 | return F.log_softmax(x, dim=-1) 34 | 35 | 36 | class MLP(torch.nn.Module): 37 | def __init__(self, args): 38 | super(MLP, self).__init__() 39 | self.args = args 40 | 41 | self.layers = torch.nn.ModuleList([]) 42 | for i in range(args['num_layers'] + 1): 43 | dim_input = args['num_features'] if i == 0 else args['hidden_dim'] 44 | dim_output = args['num_classes'] if i == args['num_layers'] else args['hidden_dim'] 45 | 46 | linear = Linear(dim_input, dim_output) 47 | self.layers.append(linear) 48 | 49 | def forward(self, x, edge_index, batch): 50 | x = global_add_pool(x, batch) 51 | 52 | for i, layer in enumerate(self.layers): 53 | if i < len(self.layers) - 1: 54 | x = F.relu(layer(x)) 55 | else: # last layer 56 | x = F.dropout(x, p=self.args['dropout'], training=self.training) 57 | x = layer(x) 58 | 59 | return F.log_softmax(x, dim=-1) 60 | 61 | 62 | class GraphSAGE(torch.nn.Module): 63 | def __init__(self, args): 64 | super().__init__() 65 | self.args = args 66 | 67 | self.layers = torch.nn.ModuleList([]) 68 | for i in range(args['num_layers'] + 1): 69 | dim_input = args['num_features'] if i == 0 else args['hidden_dim'] 70 | 71 | conv = SAGEConv(dim_input, args['hidden_dim']) 72 | self.layers.append(conv) 73 | 74 | # for graph classification 75 | self.fc1 = torch.nn.Linear((args['num_layers'] + 1) * args['hidden_dim'], args['hidden_dim']) 76 | self.fc2 = torch.nn.Linear(args['hidden_dim'], args['num_classes']) 77 | 78 | def forward(self, x, edge_index, batch): 79 | x_all = [] 80 | 81 | for i, layer in enumerate(self.layers): 82 | x = layer(x, edge_index) 83 | x_all.append(x) 84 | 85 | x = torch.cat(x_all, dim=1) 86 | 87 | x = global_add_pool(x, batch) 88 | x = F.relu(self.fc1(x)) 89 | x = F.dropout(x, p=self.args['dropout'], training=self.training) 90 | x = self.fc2(x) 91 | 92 | return F.log_softmax(x, dim=-1) 93 | 94 | 95 | class GCN(torch.nn.Module): 96 | def __init__(self, args): 97 | super(GCN, self).__init__() 98 | self.args = args 99 | 100 | self.layers = torch.nn.ModuleList([]) 101 | for i in range(args['num_layers'] + 1): 102 | dim_input = args['num_features'] if i == 0 else args['hidden_dim'] 103 | 104 | conv = GCNConv(dim_input, args['hidden_dim']) 105 | self.layers.append(conv) 106 | 107 | self.fc1 = Linear(args['hidden_dim'], args['hidden_dim']) 108 | self.fc2 = Linear(args['hidden_dim'], args['num_classes']) 109 | 110 | def forward(self, x, edge_index, batch): 111 | for i, layer in enumerate(self.layers): 112 | x = F.relu(layer(x, edge_index)) 113 | 114 | x = global_add_pool(x, batch) 115 | x = F.relu(self.fc1(x)) 116 | x = F.dropout(x, p=self.args['dropout'], training=self.training) 117 | x = self.fc2(x) 118 | 119 | return F.log_softmax(x, dim=-1) 120 | 121 | 122 | class SGC(torch.nn.Module): 123 | def __init__(self, args): 124 | super(SGC, self).__init__() 125 | self.args = args 126 | 127 | self.layers = torch.nn.ModuleList([]) 128 | for i in range(args['num_layers'] + 1): 129 | dim_input = args['num_features'] if i == 0 else args['hidden_dim'] 130 | 131 | conv = SGConv(dim_input, args['hidden_dim'], K=args['K'], add_self_loops=False, cached=False) 132 | self.layers.append(conv) 133 | 134 | self.fc1 = Linear(args['hidden_dim'], args['hidden_dim']) 135 | self.fc2 = Linear(args['hidden_dim'], args['num_classes']) 136 | 137 | def forward(self, x, edge_index, batch): 138 | for i, layer in enumerate(self.layers): 139 | x = F.relu(layer(x, edge_index)) 140 | 141 | x = global_add_pool(x, batch) 142 | x = F.relu(self.fc1(x)) 143 | x = F.dropout(x, p=self.args['dropout'], training=self.training) 144 | x = self.fc2(x) 145 | 146 | return F.log_softmax(x, dim=1) 147 | -------------------------------------------------------------------------------- /gnn/gnn_experiments.py: -------------------------------------------------------------------------------- 1 | import os 2 | import itertools 3 | from tqdm import tqdm 4 | from joblib import Parallel, delayed 5 | 6 | 7 | def model_search(gpu, malnet_tiny, group, metric, epochs, model, K, num_layers, hidden_dim, lr, dropout, train_ratio): 8 | from config import args 9 | 10 | args.update({ 11 | 'gpu': gpu, 12 | 'batch_size': 64, 13 | 14 | 'node_feature': 'ldp', 15 | 'directed_graph': True, 16 | 'remove_isolates': False, 17 | 'lcc_only': False, 18 | 'add_self_loops': True, 19 | 20 | 'model': model, 21 | 'K': K, 22 | 'hidden_dim': hidden_dim, 23 | 'num_layers': num_layers, 24 | 25 | 'metric': metric, 26 | 'lr': lr, 27 | 'dropout': dropout, 28 | 'epochs': epochs, 29 | 30 | 31 | 'group': group, 32 | 'train_ratio': train_ratio, 33 | 'malnet_tiny': malnet_tiny 34 | 35 | 36 | }) 37 | 38 | os.environ["CUDA_DEVICE_ORDER"] = 'PCI_BUS_ID' 39 | os.environ["CUDA_VISIBLE_DEVICES"] = str(args['gpu']) 40 | 41 | from gnn import run_experiment 42 | val_score, test_score, param_count, run_time = run_experiment(args) 43 | return args, val_score, test_score, param_count, run_time 44 | 45 | 46 | def preprocess_search(gpu, epochs, node_feature, directed_graph, remove_isolates, lcc_only, add_self_loops, model='gcn', K=0, hidden_dim=32, num_layers=3, lr=0.0001, dropout=0): 47 | from config import args 48 | 49 | args.update({ 50 | 'gpu': gpu, 51 | 'batch_size': 128, 52 | 53 | 'node_feature': node_feature, 54 | 'directed_graph': directed_graph, 55 | 'remove_isolates': remove_isolates, 56 | 'lcc_only': lcc_only, 57 | 'add_self_loops': add_self_loops, 58 | 59 | 'model': model, 60 | 'K': K, 61 | 'hidden_dim': hidden_dim, 62 | 'num_layers': num_layers, 63 | 64 | 'lr': lr, 65 | 'dropout': dropout, 66 | 'epochs': epochs, 67 | 68 | 'group': 'type', 69 | 'train_ratio': 1.0, 70 | 'malnet_tiny': True 71 | }) 72 | 73 | from gnn import run_experiment 74 | val_score, test_score, param_count, run_time = run_experiment(args, args['group'], gpu) 75 | return args, val_score, test_score, param_count, run_time 76 | 77 | 78 | def search_all_preprocess(): 79 | epochs = 1000 80 | gpus = [0, 1, 2, 3, 4, 5, 6, 7] 81 | 82 | # Test node features 83 | Parallel(n_jobs=len(gpus))( 84 | delayed(preprocess_search)(gpus[idx], epochs, node_feature=feature, directed_graph=True, remove_isolates=True, lcc_only=False, add_self_loops=False) 85 | for idx, feature in enumerate(tqdm(['ldp', 'constant', 'degree']))) 86 | 87 | # Test directed graph 88 | Parallel(n_jobs=len(gpus))( 89 | delayed(preprocess_search)(gpus[idx], epochs, node_feature='constant', directed_graph=directed, remove_isolates=True, lcc_only=False, add_self_loops=False) 90 | for idx, directed in enumerate(tqdm([True, False]))) 91 | 92 | # Test isolates 93 | Parallel(n_jobs=len(gpus))( 94 | delayed(preprocess_search)(gpus[idx], epochs, node_feature='constant', directed_graph=True, remove_isolates=isolates, lcc_only=False, add_self_loops=False) 95 | for idx, isolates in enumerate(tqdm([True, False]))) 96 | 97 | # Test lcc 98 | Parallel(n_jobs=len(gpus))( 99 | delayed(preprocess_search)(gpus[idx], epochs, node_feature='constant', directed_graph=False, remove_isolates=True, lcc_only=lcc, add_self_loops=False) 100 | for idx, lcc in enumerate(tqdm([True, False]))) 101 | 102 | # Test self loops 103 | Parallel(n_jobs=len(gpus))( 104 | delayed(preprocess_search)(gpus[idx], epochs, node_feature='constant', directed_graph=True, remove_isolates=True, lcc_only=False, add_self_loops=self_loops) 105 | for idx, self_loops in enumerate(tqdm([True, False]))) 106 | 107 | 108 | def search_all_models(): 109 | gpus = [2] 110 | 111 | models = ['gin'] 112 | layers = [5] 113 | hidden_dims = [64] 114 | learning_rates = [0.0001] 115 | dropouts = [0] 116 | epochs = 500 117 | metric = 'macro-F1' 118 | groups = ['family'] # , 'family' 119 | malnet_tiny = False 120 | train_ratios = [1.0] # , 0.01, 0.001 121 | 122 | # Search for GCN, GraphSage, GIN 123 | combinations = list(itertools.product(*[groups, models, layers, hidden_dims, learning_rates, dropouts, train_ratios])) 124 | 125 | results = Parallel(n_jobs=len(combinations))( 126 | delayed(model_search)(gpus[idx % len(gpus)], malnet_tiny, group, metric, epochs, model=model, K=0, num_layers=num_layers, hidden_dim=hidden_dim, lr=lr, dropout=dropout, train_ratio=train_ratio) 127 | for idx, (group, model, num_layers, hidden_dim, lr, dropout, train_ratio) in enumerate(tqdm(combinations))) 128 | 129 | # Search for SGC 130 | # models, K = ['sgc'], [1, 2, 3] 131 | # combinations = list(itertools.product(*[models, layers, hidden_dims, learning_rates, dropouts, K])) 132 | # 133 | # results_sgc = Parallel(n_jobs=len(combinations))( 134 | # delayed(model_search)(gpus[idx % len(gpus)], malnet_tiny, group, metric, epochs, model=model, K=K, num_layers=num_layers, hidden_dim=hidden_dim, lr=lr, dropout=dropout) 135 | # for idx, (group, model, num_layers, hidden_dim, lr, dropout, K) in enumerate(tqdm(combinations))) 136 | # 137 | # # Search for MLP 138 | # models, layers = ['mlp'], [1, 3, 5] 139 | # combinations = list(itertools.product(*[models, layers, hidden_dims, learning_rates, dropouts])) 140 | # 141 | # results_mlp = Parallel(n_jobs=len(combinations))( 142 | # delayed(model_search)(gpus[idx % len(gpus)], malnet_tiny, group, metric, epochs, model=model, K=0, num_layers=num_layers, hidden_dim=hidden_dim, lr=lr, dropout=dropout) 143 | # for idx, (group, model, num_layers, hidden_dim, lr, dropout) in enumerate(tqdm(combinations))) 144 | # 145 | # results = results_gin_gcn + results_sgc + results_mlp 146 | 147 | for (args, val_score, test_score, param_count, run_time) in results: 148 | print('Tiny={}, group={}, train_ratio={}, model={}, epochs={}, run time={} seconds, # parameters={}, layers={}, hidden_dims={}, learning_rate={}, dropout={}, val_score={}, test_score={}'.format( 149 | args['malnet_tiny'], args['group'], args['train_ratio'], args['model'], args['epochs'], run_time, param_count, args['num_layers'], args['hidden_dim'], args['lr'], args['dropout'], val_score, test_score)) 150 | 151 | 152 | def run_best_models(): 153 | epochs = 500 154 | gpus = [2, 3, 4, 5] 155 | metric = 'macro-F1' 156 | group = 'family' 157 | malnet_tiny = True 158 | 159 | # model, K, layers, hidden_dim, learning_rate, dropout 160 | combinations = [['gin', 0, 3, 64, 0.001, 0.5]] # ['sgc', 1, 3, 64, 0.001, 0.5], ['gcn', 0, 5, 64, 0.001, 0.5], ['mlp', 0, 1, 128, 0.001, 0], ['graphsage', 0, 5, 128, 0.0001, 0] 161 | 162 | results = Parallel(n_jobs=len(combinations))( 163 | delayed(model_search)(gpus[idx % len(gpus)], malnet_tiny, group, metric, epochs, model=model, K=K, num_layers=num_layers, hidden_dim=hidden_dim, lr=lr, dropout=dropout) 164 | for idx, (model, K, num_layers, hidden_dim, lr, dropout) in enumerate(tqdm(combinations))) 165 | 166 | for (args, val_score, test_score, param_count, run_time) in results: 167 | print('Tiny={}, group={}, train_ratio={}, model={}, epochs={}, run time={} seconds, # parameters={}, layers={}, hidden_dims={}, learning_rate={}, dropout={}, val_score={}, test_score={}'.format( 168 | args['malnet_tiny'], args['group'], args['train_ratio'], args['model'], args['epochs'], run_time, param_count, args['num_layers'], args['hidden_dim'], args['lr'], args['dropout'], val_score, test_score)) 169 | 170 | 171 | if __name__ == '__main__': 172 | # search_all_preprocess() 173 | search_all_models() 174 | # run_best_models() 175 | -------------------------------------------------------------------------------- /dm/dm_experiments.py: -------------------------------------------------------------------------------- 1 | def warn(*args, **kwargs): 2 | pass 3 | 4 | import warnings 5 | warnings.warn = warn 6 | 7 | import sys 8 | import time 9 | import copy 10 | sys.path.insert(1, '..') 11 | from utils import get_split_info 12 | from classify import classify 13 | from dm import get_embedding, get_kernel_embedding 14 | 15 | 16 | def run_experiment(args_og, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios, wl_train_ratios): 17 | args = copy.deepcopy(args_og) 18 | 19 | result = [] 20 | if args['method'] != 'wl': 21 | start = time.time() 22 | x_train, x_val, x_test = get_embedding(args, files_train, run_type='train'), get_embedding(args, files_val,run_type='val'), get_embedding(args, files_test, run_type='test') 23 | end = time.time() 24 | 25 | for ratio in train_ratios: 26 | args['train_ratio'] = ratio 27 | split_point = int(ratio * x_train.shape[0]) 28 | 29 | val_score, test_score = classify(args, x_train[:split_point], x_val, x_test, y_train[:split_point], y_val, y_test, run_time=end - start) 30 | result.append((args, val_score, test_score)) 31 | else: 32 | 33 | for ratio in wl_train_ratios: 34 | args['train_ratio'] = ratio 35 | split_point = int(args['train_ratio'] * len(files_train)) 36 | 37 | start = time.time() 38 | x_train, x_val, x_test = get_kernel_embedding(args, files_train[:split_point], files_val, files_test) 39 | end = time.time() 40 | 41 | val_score, test_score = classify(args, x_train, x_val, x_test, y_train[:split_point], y_val, y_test, run_time=end - start) 42 | result.append((args, val_score, test_score)) 43 | 44 | return result 45 | 46 | 47 | def run_param_search(): 48 | from config import args as args 49 | 50 | args.update({ 51 | 'metric': 'macro-F1', 52 | 'train_ratio': 1.0, 53 | 'val_ratio': 0.1, 54 | 'test_ratio': 0.2, 55 | 'malnet_tiny': False, 56 | }) 57 | groups = ['type', 'family'] 58 | 59 | results = [] 60 | for group in groups: 61 | args['group'] = group 62 | 63 | files_train, files_val, files_test, y_train, y_val, y_test, label_dict = get_split_info(args) 64 | args['class_labels'] = list(label_dict.keys()) 65 | args['class_indexes'] = list(label_dict.values()) 66 | 67 | for method in ['vnge_slaq', 'lsd_slaq', 'nog', 'feather', 'ldp']: # , 'sf', 'lsd', 'wl', 'geo_scattering' 68 | args['method'] = method 69 | 70 | if method == 'wl': 71 | for n_iter in [2, 5, 10]: 72 | args['n_iter'], args['order'], args['n_eigen'], args['n_vectors'], args['n_steps'] = n_iter, 0, 0, 0, 0 73 | 74 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[0.1]) 75 | results.extend(result) 76 | 77 | elif method == 'feather' or method == 'geo_scattering': 78 | for order in [4, 5, 6]: 79 | args['order'], args['n_iter'], args['n_eigen'], args['n_vectors'], args['n_steps'] = order, 0, 0, 0, 0 80 | 81 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 82 | results.extend(result) 83 | 84 | elif method == 'sf': 85 | for n_eigen in [100, 200, 300]: 86 | args['n_eigen'], args['order'], args['n_iter'], args['n_vectors'], args['n_steps'] = n_eigen, 0, 0, 0, 0 87 | 88 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 89 | results.extend(result) 90 | 91 | elif method == 'vnge_slaq' or method == 'lsd_slaq': 92 | for (n_vectors, n_steps) in [(10, 10), (15, 15), (20, 20)]: 93 | args['n_vectors'], args['n_steps'], args['order'], args['n_iter'], args['n_eigen'] = n_vectors, n_steps, 0, 0, 0 94 | 95 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 96 | results.extend(result) 97 | else: 98 | args['n_eigen'], args['order'], args['n_iter'], args['n_vectors'], args['n_steps'] = 0, 0, 0, 0, 0 99 | 100 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 101 | results.extend(result) 102 | 103 | for (args_r, val_score, test_score) in results: 104 | print('Method={}, malnet_tiny={}, group={}, train_ratio={}, n_iter={}, order={}, n_eigen={}, n_vectors={}, n_steps={}, val_{}={}, test_{}={}'.format( 105 | args_r['method'], args_r['malnet_tiny'], args_r['group'], args_r['train_ratio'], args_r['n_iter'], args['order'], 106 | args_r['n_eigen'], args_r['n_vectors'], args_r['n_steps'], args_r['metric'], val_score, args_r['metric'], test_score)) 107 | 108 | 109 | def run_best_params(): 110 | from config import args as args 111 | 112 | args.update({ 113 | 'metric': 'macro-F1', 114 | 115 | 'group': 'type', 116 | 'train_ratio': 1.0, 117 | 'val_ratio': 0.1, 118 | 'test_ratio': 0.2, 119 | 'malnet_tiny': False, 120 | }) 121 | 122 | files_train, files_val, files_test, y_train, y_val, y_test, label_dict = get_split_info(args) 123 | args['class_labels'] = list(label_dict.keys()) 124 | args['class_indexes'] = list(label_dict.values()) 125 | 126 | results = [] 127 | for method in ['vnge_slaq', 'lsd_slaq', 'geo_scattering', 'sf', 'lsd', 'wl', 'nog', 'feather', 'ldp']: 128 | args['method'] = method 129 | 130 | if method == 'wl': 131 | for n_iter in [2]: 132 | args['n_iter'], args['order'], args['n_eigen'], args['n_vectors'], args['n_steps'] = n_iter, 0, 0, 0, 0 133 | 134 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 135 | results.extend(result) 136 | 137 | elif method == 'feather' or method == 'geo_scattering': 138 | for order in [4]: 139 | args['order'], args['n_iter'], args['n_eigen'], args['n_vectors'], args['n_steps'] = order, 0, 0, 0, 0 140 | 141 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 142 | results.extend(result) 143 | 144 | elif method == 'sf': 145 | for n_eigen in [100]: 146 | args['n_eigen'], args['order'], args['n_iter'], args['n_vectors'], args['n_steps'] = n_eigen, 0, 0, 0, 0 147 | 148 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 149 | results.extend(result) 150 | 151 | elif method == 'vnge_slaq' or method == 'lsd_slaq': 152 | for (n_vectors, n_steps) in [(10, 10)]: 153 | args['n_vectors'], args['n_steps'], args['order'], args['n_iter'], args['n_eigen'] = n_vectors, n_steps, 0, 0, 0 154 | 155 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 156 | results.extend(result) 157 | else: 158 | args['n_eigen'], args['order'], args['n_iter'], args['n_vectors'], args['n_steps'] = 0, 0, 0, 0, 0 159 | 160 | result = run_experiment(args, files_train, files_val, files_test, y_train, y_val, y_test, train_ratios=[1.0], wl_train_ratios=[1.0]) 161 | results.extend(result) 162 | 163 | for (args_r, val_score, test_score) in results: 164 | print('Method={}, malnet_tiny={}, group={}, train_ratio={}, n_iter={}, order={}, n_eigen={}, n_vectors={}, n_steps={}, val_{}={}, test_{}={}'.format( 165 | args_r['method'], args_r['malnet_tiny'], args_r['group'], args_r['train_ratio'], args_r['n_iter'], args['order'], 166 | args_r['n_eigen'], args_r['n_vectors'], args_r['n_steps'], args_r['metric'], val_score, args_r['metric'], test_score)) 167 | 168 | 169 | if __name__ == '__main__': 170 | run_param_search() 171 | 172 | 173 | 174 | 175 | 176 | 177 | 178 | 179 | 180 | 181 | 182 | -------------------------------------------------------------------------------- /gnn/gnn.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | import copy 4 | import time 5 | import torch 6 | import numpy as np 7 | np.set_printoptions(threshold=sys.maxsize) 8 | import torch.nn.functional as F 9 | import torch_geometric.transforms as T 10 | 11 | from tqdm import tqdm 12 | from joblib import Parallel, delayed 13 | from torch_geometric.data import DataLoader 14 | from torch.utils.tensorboard import SummaryWriter 15 | from sklearn.metrics import accuracy_score, f1_score 16 | 17 | sys.path.insert(0, '..') 18 | from utils import get_split_info 19 | from dataloader import MalnetDataset 20 | from models import GIN, GraphSAGE, MLP, GCN, SGC 21 | from process import NodeDegree, save_model, log_info, convert_files_pytorch 22 | 23 | 24 | gnn_models = { 25 | 'gin': GIN, 26 | 'graphsage': GraphSAGE, 27 | 'mlp': MLP, 28 | 'gcn': GCN, 29 | 'sgc': SGC 30 | } 31 | 32 | node_features = { 33 | 'ldp': T.LocalDegreeProfile(), 34 | 'constant': T.Constant(), 35 | 'degree': NodeDegree() 36 | } 37 | 38 | 39 | def get_parameter_count(model): 40 | return sum(p.numel() for p in model.parameters()) 41 | 42 | 43 | def train(model, device, optimizer, train_loader, train_dataset, epoch): 44 | model.train() 45 | 46 | loss_all = 0 47 | for data in tqdm(train_loader): 48 | data = data.to(device) 49 | optimizer.zero_grad() 50 | output = model(data.x, data.edge_index, data.batch) 51 | loss = F.cross_entropy(output, data.y) 52 | loss.backward() 53 | loss_all += loss.item() * data.num_graphs 54 | optimizer.step() 55 | 56 | return loss_all / len(train_dataset) 57 | 58 | 59 | def test(model, device, loader): 60 | model.eval() 61 | 62 | y_true, y_pred, y_scores = [], [], [] 63 | for data in loader: 64 | data = data.to(device) 65 | output = model(data.x, data.edge_index, data.batch) 66 | pred = output.max(dim=1)[1] 67 | 68 | y_true.extend(data.y.detach().cpu().numpy().tolist()) 69 | y_pred.extend(pred.detach().cpu().numpy().tolist()) 70 | y_scores.extend(output[:, 1].tolist()) # only used in binary setting 71 | 72 | return y_pred, y_scores, y_true 73 | 74 | 75 | def train_model(args, device, train_dataset, train_loader, val_loader, test_loader): 76 | model = gnn_models[args['model']](args).to(device) 77 | optimizer = torch.optim.Adam(model.parameters(), lr=args['lr']) 78 | writer = SummaryWriter(log_dir=args['log_dir']) 79 | 80 | best_val_score = 0 81 | for epoch in range(1, args['epochs'] + 1): 82 | 83 | start = time.time() 84 | train_loss = train(model, device, optimizer, train_loader, train_dataset, epoch) 85 | end = time.time() 86 | 87 | y_pred_val, y_scores_val, y_true_val = test(model, device, val_loader) 88 | y_pred_test, y_scores_test, y_true_test = test(model, device, test_loader) 89 | 90 | val_score = accuracy_score(y_true_val, y_pred_val) if args['metric'] == 'acc' else f1_score(y_true_val, y_pred_val, average='macro') 91 | test_score = accuracy_score(y_true_test, y_pred_test) if args['metric'] == 'acc' else f1_score(y_true_test, y_pred_test, average='macro') 92 | 93 | writer.add_scalars(main_tag='Tiny={}, train_ratio={}, group={} model={}, layers={}, hidden_dims={}, learning_rate={}, dropout={}'.format( 94 | args['malnet_tiny'], args['train_ratio'], args['group'], args['model'], args['num_layers'], args['hidden_dim'], args['lr'], args['dropout']), 95 | global_step=epoch, 96 | tag_scalar_dict={'Validation {}'.format(args['metric']): val_score, 'Test {}'.format(args['metric']): test_score} 97 | ) 98 | 99 | with open(args['log_dir'] + 'train_results.txt', 'a') as f: 100 | f.write('Tiny={}, group={}, train_ratio={} Epoch={}, time={} seconds, model={}, # parameters={}, layers={}, hidden_dims={}, learning_rate={}, dropout={}, train_loss={}, val_{}={}, test_{}={}\n'.format( 101 | args['malnet_tiny'], args['group'], args['train_ratio'], epoch, round(end-start, 2), args['model'], get_parameter_count(model), args['num_layers'], args['hidden_dim'], args['lr'], args['dropout'], train_loss, args['metric'], val_score, args['metric'], test_score)) 102 | 103 | if not args['quiet']: print('Epoch: {:03d}, Train Loss: {:.7f}, Val {}: {:.7f}'.format(epoch, train_loss, args['metric'], val_score)) 104 | 105 | if val_score > best_val_score: 106 | if not args['quiet']: print('Improved val {} from {} to {} at epoch {}. Saving and logging model.'.format(args['metric'], best_val_score, val_score, epoch)) 107 | best_val_score = val_score 108 | 109 | save_model(args, model) 110 | log_info(args, epoch, y_true_val, y_pred_val, y_scores_val, param_count=0, run_time=0, data_type='val') 111 | 112 | print('Best val {}: {}'.format(args['metric'], best_val_score)) 113 | 114 | # load best model 115 | model.load_state_dict(torch.load(args['log_dir'] + 'best_model.pt')) 116 | model.eval() 117 | 118 | return model 119 | 120 | 121 | def run_experiment(args_og): 122 | args = copy.deepcopy(args_og) 123 | 124 | if args['model'] != 'sgc': args['K'] = 0 125 | 126 | args['log_dir'] = os.getcwd() + '/results/malnet_tiny={}/group={}/train_ratio={}/node_feature={}/directed_graph={}' \ 127 | '/remove_isolates={}/lcc_only={}/add_self_loops={}/model={}/K={}/hidden_dim={}' \ 128 | '/num_layers={}/lr={}/dropout={}/epochs={}/'.format(args['malnet_tiny'], args['group'], 129 | args['train_ratio'], args['node_feature'], args['directed_graph'], 130 | args['remove_isolates'], args['lcc_only'], args['add_self_loops'], 131 | args['model'], args['K'], args['hidden_dim'], args['num_layers'], 132 | args['lr'], args['dropout'], args['epochs']) 133 | 134 | args['data_dir'] = os.getcwd() + '/data/malnet_tiny={}/group={}/train_ratio={}/node_feature={}/directed_graph={}' \ 135 | '/remove_isolates={}/lcc_only={}/add_self_loops={}/'.format(args['malnet_tiny'], args['group'], 136 | args['train_ratio'], args['node_feature'], args['directed_graph'], 137 | args['remove_isolates'], args['lcc_only'], args['add_self_loops']) 138 | os.makedirs((args['log_dir']), exist_ok=True) 139 | 140 | train_dir = args['data_dir'].replace('/data/', '/data/train/') 141 | val_dir = args['data_dir'].replace('/data/', '/data/val/').replace('/train_ratio={}'.format(args['train_ratio']), '/train_ratio=1.0') 142 | test_dir = args['data_dir'].replace('/data/', '/data/test/').replace('/train_ratio={}'.format(args['train_ratio']), '/train_ratio=1.0') 143 | 144 | files_train, files_val, files_test, train_labels, val_labels, test_labels, label_dict = get_split_info(args) 145 | convert_files_pytorch(args, files_train, train_dir, node_features[args['node_feature']]) 146 | convert_files_pytorch(args, files_val, val_dir, node_features[args['node_feature']]) 147 | convert_files_pytorch(args, files_test, test_dir, node_features[args['node_feature']]) 148 | 149 | train_dataset = MalnetDataset(args, root=train_dir, files=files_train, labels=train_labels) 150 | val_dataset = MalnetDataset(args, root=val_dir, files=files_val, labels=val_labels) 151 | test_dataset = MalnetDataset(args, root=test_dir, files=files_test, labels=test_labels) 152 | 153 | train_loader = DataLoader(train_dataset, batch_size=args['batch_size']) 154 | val_loader = DataLoader(val_dataset, batch_size=args['batch_size']) 155 | test_loader = DataLoader(test_dataset, batch_size=args['batch_size']) 156 | 157 | args['num_classes'] = train_dataset.num_classes 158 | args['num_features'] = train_dataset.num_features 159 | args['class_indexes'] = list(label_dict.values()) 160 | args['class_labels'] = list(label_dict.keys()) 161 | device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') 162 | 163 | start = time.time() 164 | model = train_model(args, device, train_dataset, train_loader, val_loader, test_loader) 165 | run_time = round(time.time() - start, 2) 166 | 167 | param_count = get_parameter_count(model) 168 | y_pred_val, y_scores_val, y_true_val = test(model, device, val_loader) 169 | y_pred_test, y_scores_test, y_true_test = test(model, device, test_loader) 170 | log_info(args, args['epochs'], y_true_test, y_pred_test, y_scores_test, param_count, run_time=run_time, data_type='test') 171 | 172 | val_score = accuracy_score(y_true_val, y_pred_val) if args['metric'] == 'acc' else f1_score(y_true_val, y_pred_val, average='macro') 173 | test_score = accuracy_score(y_true_test, y_pred_test) if args['metric'] == 'acc' else f1_score(y_true_test, y_pred_test, average='macro') 174 | 175 | return val_score, test_score, param_count, run_time 176 | 177 | 178 | def main(): 179 | from config import args 180 | 181 | gpus = [0] 182 | groups = ['type'] 183 | 184 | Parallel(n_jobs=len(groups))( 185 | delayed(run_experiment)(args, group, gpus[idx]) 186 | for idx, group in enumerate(tqdm(groups))) 187 | 188 | 189 | if __name__ == '__main__': 190 | main() 191 | -------------------------------------------------------------------------------- /dm/slaq.py: -------------------------------------------------------------------------------- 1 | # coding=utf-8 2 | # Copyright 2020 The Google Research Authors. 3 | # 4 | # Licensed under the Apache License, Version 2.0 (the "License"); 5 | # you may not use this file except in compliance with the License. 6 | # You may obtain a copy of the License at 7 | # 8 | # http://www.apache.org/licenses/LICENSE-2.0 9 | # 10 | # Unless required by applicable law or agreed to in writing, software 11 | # distributed under the License is distributed on an "AS IS" BASIS, 12 | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 | # See the License for the specific language governing permissions and 14 | # limitations under the License. 15 | 16 | # Lint as: python3 17 | """Main SLaQ interface for approximating graph descritptors NetLSD and VNGE.""" 18 | import scipy 19 | import numpy as np 20 | from scipy.sparse.base import spmatrix 21 | 22 | 23 | def laplacian(adjacency, normalized=True): 24 | """Computes the sparse Laplacian matrix given sparse adjacency matrix as input. 25 | Args: 26 | adjacency (spmatrix): Input adjacency matrix of a graph. 27 | normalized (bool): If True, return the normalized version of the Laplacian. 28 | Returns: 29 | spmatrix: Sparse Laplacian matrix of the graph. 30 | """ 31 | degree = np.squeeze(np.asarray(adjacency.sum(axis=1))) 32 | if not normalized: 33 | return scipy.sparse.diags(degree) - adjacency 34 | with np.errstate(divide='ignore'): # Ignore the warning for divide by 0 case. 35 | degree = 1. / np.sqrt(degree) 36 | degree[degree == np.inf] = 0 37 | degree = scipy.sparse.diags(degree) 38 | return scipy.sparse.eye(adjacency.shape[0], dtype=np.float32) - degree @ adjacency @ degree 39 | 40 | 41 | def lanczos_m(matrix, lanczos_steps, nvectors): 42 | """Implementation of Lanczos algorithm for sparse matrices. 43 | Lanczos algorithm computes symmetric m x m tridiagonal matrix T 44 | and matrix V with orthogonal rows constituting the basis of the 45 | Krylov subspace K_m(matrix, x), where x is an arbitrary starting unit vector. 46 | This implementation parallelizes `nvectors` starting vectors. 47 | The notation follows https://en.wikipedia.org/wiki/Lanczos_algorithm. 48 | Arguments: 49 | matrix (spmatrix): Sparse input matrix. 50 | lanczos_steps (int): Number of Lanczos steps. 51 | nvectors (int): Number of random vectors. 52 | Returns: 53 | T (np.ndarray): A (nvectors x m x m) tensor, T[i, :, :] is the ith symmetric 54 | tridiagonal matrix. 55 | V (np.ndarray): A (n x m x nvectors) tensor, V[:, :, i] is the ith matrix 56 | with orthogonal rows. 57 | """ 58 | start_vectors = np.random.randn(matrix.shape[0], nvectors).astype( 59 | np.float32) # Initialize random vectors in columns (n x nvectors). 60 | V = np.zeros((start_vectors.shape[0], lanczos_steps, nvectors), dtype=np.float32) 61 | T = np.zeros((nvectors, lanczos_steps, lanczos_steps), dtype=np.float32) 62 | 63 | np.divide(start_vectors, np.linalg.norm(start_vectors, axis=0), out=start_vectors) # Normalize each column. 64 | V[:, 0, :] = start_vectors 65 | 66 | # First Lanczos step. 67 | w = matrix @ start_vectors 68 | alpha = np.einsum('ij,ij->j', w, start_vectors) 69 | w -= alpha[None, :] * start_vectors 70 | beta = np.einsum('ij,ij->j', w, w) 71 | np.sqrt(beta, beta) 72 | 73 | T[:, 0, 0] = alpha 74 | T[:, 0, 1] = beta 75 | T[:, 1, 0] = beta 76 | 77 | np.divide(w, beta[None, :], out=w) 78 | V[:, 1, :] = w 79 | 80 | t = np.zeros((lanczos_steps, nvectors), dtype=np.float32) 81 | 82 | # Further Lanczos steps. 83 | for i in range(1, lanczos_steps): 84 | old_vectors = V[:, i - 1, :] 85 | start_vectors = V[:, i, :] 86 | 87 | w = matrix @ start_vectors 88 | w -= beta[None, :] * old_vectors 89 | np.einsum('ij,ij->j', w, start_vectors, out=alpha) 90 | T[:, i, i] = alpha 91 | 92 | if i < lanczos_steps - 1: 93 | w -= alpha[None, :] * start_vectors 94 | # Orthogonalize columns of V. 95 | np.einsum('ijk,ik->jk', V, w, out=t) 96 | w -= np.einsum('ijk,jk->ik', V, t) 97 | np.einsum('ij,ij->j', w, w, out=beta) 98 | np.sqrt(beta, beta) 99 | np.divide(w, beta[None, :], out=w) 100 | 101 | T[:, i, i + 1] = beta 102 | T[:, i + 1, i] = beta 103 | V[:, i + 1, :] = w 104 | 105 | if (np.abs(beta) > 1e-6).sum() == 0: 106 | break 107 | return T, V 108 | 109 | 110 | def slq(matrix, m, nvectors, functions, scales=np.ones(1)): 111 | """Stochastic Lanczos Quadrature approximation of given matrix functions. 112 | Arguments: 113 | matrix (spmatrix): Sparse input matrix. 114 | m (int): Number of Lanczos steps. 115 | nvectors (int): Number of random vectors. 116 | functions (List[Callable[np.ndarray, np.ndarray]]): A list of functions over 117 | the matrix spectrum. 118 | scales (np.ndarray): An array of scales to parametrize the functions. By 119 | default no scaling of the spectrum is used. 120 | Returns: 121 | traces (np.ndarray): a (nvectors x m x m) tensor, T[i, :, :] is the ith 122 | symmetric 123 | tridiagonal matrix. 124 | """ 125 | T, _ = lanczos_m(matrix, m, nvectors) 126 | eigenvalues, eigenvectors = np.linalg.eigh(T) 127 | 128 | traces = np.zeros((len(functions), len(scales))) 129 | for i, function in enumerate(functions): 130 | expeig = function(np.outer(scales, eigenvalues)).reshape(len(scales), nvectors, m) 131 | sqeigv1 = np.power(eigenvectors[:, 0, :], 2) 132 | traces[i, :] = matrix.shape[-1] * (expeig * sqeigv1).sum(axis=-1).mean(axis=-1) 133 | 134 | return traces 135 | 136 | 137 | def _slq_red_var_netlsd(matrix, lanczos_steps, nvectors, timescales): 138 | """Computes unnormalized NetLSD signatures of a given matrix. 139 | Uses the control variates method to reduce the variance of NetLSD estimation. 140 | Args: 141 | matrix (sparse matrix): Input adjacency matrix of a graph. 142 | lanczos_steps (int): Number of Lanczos steps. 143 | nvectors (int): Number of random vectors for stochastic estimation. 144 | timescales (np.ndarray): Timescale parameter for NetLSD computation. Default 145 | value is the one used in both NetLSD and SLaQ papers. 146 | Returns: 147 | np.ndarray: Approximated NetLSD descriptors. 148 | """ 149 | functions = [np.exp, lambda x: x] 150 | traces = slq(matrix, lanczos_steps, nvectors, functions, -timescales) 151 | subee = traces[0, :] - traces[1, :] / np.exp(timescales) 152 | sub = -timescales * matrix.shape[0] / np.exp(timescales) 153 | return np.array(subee + sub) 154 | 155 | 156 | def _slq_red_var_vnge(matrix, lanczos_steps, nvectors): 157 | """Approximates Von Neumann Graph Entropy (VNGE) of a given matrix. 158 | Uses the control variates method to reduce the variance of VNGE estimation. 159 | Args: 160 | matrix (sparse matrix): Input adjacency matrix of a graph. 161 | lanczos_steps (int): Number of Lanczos steps. 162 | nvectors (int): Number of random vectors for stochastic estimation. 163 | Returns: 164 | float: Approximated von Neumann graph entropy. 165 | """ 166 | functions = [lambda x: -np.where(x > 0, x * np.log(x), 0), lambda x: x] 167 | traces = slq(matrix, lanczos_steps, nvectors, functions).ravel() 168 | return traces[0] - traces[1] + 1 169 | 170 | 171 | def vnge(adjacency, lanczos_steps=10, nvectors=10, seed=1): 172 | """Computes Von Neumann Graph Entropy (VNGE) using SLaQ. 173 | Args: 174 | adjacency (scipy.sparse.base.spmatrix): Input adjacency matrix of a graph. 175 | lanczos_steps (int): Number of Lanczos steps. Setting lanczos_steps=10 is 176 | the default from SLaQ. 177 | nvectors (int): Number of random vectors for stochastic estimation. Setting 178 | nvectors=10 is the default values from the SLaQ paper. 179 | Returns: 180 | float: Approximated VNGE. 181 | """ 182 | np.random.seed(seed) 183 | if adjacency.nnz == 0: # By convention, if x=0, x*log(x)=0. 184 | return 0 185 | density = laplacian(adjacency, False) 186 | density.data /= np.sum(density.diagonal()).astype(np.float32) 187 | 188 | return _slq_red_var_vnge(density, lanczos_steps, nvectors) 189 | 190 | 191 | def netlsd(adjacency, timescales=np.logspace(-2, 2, 256), lanczos_steps=10, nvectors=10, normalization=None, seed=1): 192 | """Computes NetLSD descriptors using SLaQ. 193 | Args: 194 | adjacency (sparse matrix): Input adjacency matrix of a graph. 195 | timescales (np.ndarray): Timescale parameter for NetLSD computation. Default 196 | value is the one used in both NetLSD and SLaQ papers. 197 | lanczos_steps (int): Number of Lanczos steps. Setting lanczos_steps=10 is 198 | the default from SLaQ. 199 | nvectors (int): Number of random vectors for stochastic estimation. Setting 200 | nvectors=10 is the default values from the SLaQ paper. 201 | normalization (str): Normalization type for NetLSD. 202 | Returns: 203 | np.ndarray: Approximated NetLSD descriptors. 204 | """ 205 | np.random.seed(seed) 206 | lap = laplacian(adjacency, True) 207 | hkt = _slq_red_var_netlsd(lap, lanczos_steps, nvectors, 208 | timescales) # Approximated Heat Kernel Trace (hkt). 209 | if normalization is None: 210 | return hkt 211 | n = lap.shape[0] 212 | if normalization == 'empty': 213 | return hkt / n 214 | elif normalization == 'complete': 215 | return hkt / (1 + (n - 1) * np.exp(-timescales)) 216 | elif normalization is None: 217 | return hkt 218 | else: 219 | raise ValueError("Unknown normalization type: expected one of [None, 'empty', 'complete'], got", normalization) 220 | 221 | 222 | def netlsd_naive(adjacency, timescales=np.logspace(-2, 2, 256)): 223 | """Computes NetLSD with full eigendecomposition, in a naïve way. 224 | Args: 225 | adjacency (spmatrix): Input sparse adjacency matrix of a graph. 226 | timescales (np.ndarray): A 1D array with the timescale parameter of NetLSD. 227 | Default value is the one used in both NetLSD and SLaQ papers. 228 | Returns: 229 | np.ndarray: NetLSD descriptors of the graph. 230 | """ 231 | lap = laplacian(adjacency) 232 | lambdas, _ = scipy.linalg.eigh(lap.todense()) 233 | return np.exp(-np.outer(timescales, lambdas)).sum(axis=-1) 234 | 235 | 236 | def vnge_naive(adjacency): 237 | """Computes Von Neumann Graph Entropy (VNGE) with full eigendecomposition. 238 | Args: 239 | adjacency (spmatrix): Input sparse adjacency matrix of a graph. 240 | Returns: 241 | float: Von Neumann entropy of the graph. 242 | """ 243 | density = laplacian(adjacency, normalized=False) 244 | density.data /= np.sum(density.diagonal()) 245 | eigenvalues, _ = scipy.linalg.eigh(density.todense()) 246 | return -np.where(eigenvalues > 0, eigenvalues * np.log(eigenvalues), 0).sum() 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addisplay/kuguo/0E206CC1D1D46B97A726ACD08E92DDFE4BEAEEDD8392337E0C4F667895299D76 385 | trojan/artemis/08E1252B7C6B606316A533DBD2A2E73AF21D97A3D8BF137D04999FF704333C03 386 | downloader/jiagu/B7E354A60A3957DE43426EC80E40B98875E586DFC8856C4880C56E155FA3B321 387 | trojan/artemis/307ED30AB13C57E6BAF2C0D3E8D15FFCE9402B9DC9AF7C99F3235ED63DCDA9A8 388 | adware/airpush/E1E35C29712CEAF2316EE836F29FAD2197E2929D907F5203AF96FFB3EAF48BB3 389 | benign/benign/90333E1C157B937E315D711C1B4D804FB36847808EE9342D8806FF3005BAA58E 390 | trojan/artemis/004FDDC6453A6043BEA94536531F8C78CCB89B4BD583887F2AADDD2B42273AAA 391 | trojan/artemis/ED45F36AA3B5177B7F951A1E9014F75CAAE9844A8AB4A17DB6307B05D74CA956 392 | addisplay/kuguo/4632037C72C5692E4F284236EA0673C33D93902834E4F32259DF21F58ED8E114 393 | benign/benign/840D688A20CAAD1BD111FBE47A9A2D69EFD65164318FB1D6B9345C4AE2D24E88 394 | benign/benign/010703515E4D7305BEDC0A12ABD908E1EB668A9021651352AF6EFBB0E9BCF3EA 395 | downloader/jiagu/1EB9C968625F0C05EB3B9193E1FD0BE7D6D45061A9FA2F8CC8084C74940C1957 396 | benign/benign/AEA06EED355B90C662AF02DBE18709EA61227DFD8817D387BBC065BA2B6C484A 397 | adware/airpush/4CFD19017F7A991E937EC438A1475C15FB732F117735186C101E48D945766CA7 398 | addisplay/kuguo/7E3D25DEF3FDEA0D904E93B65575845CC490646F7404800584452F3F6AA29E71 399 | addisplay/kuguo/E46FF877E1C3A8818044FD6FF2D192EBF9F02153AFCD4AC8802B0FB6A60D01FF 400 | adware/airpush/6E5244BDA97C263CBBBB92D79670AFA64BB79752094FF53DB948AC560DC9ED50 401 | downloader/jiagu/66DE33556624907F5035EABB7AE05FE7A008ECCFD3553A9188773F50E34C7C06 402 | downloader/jiagu/25AF4E5B1C2A692777C9FC019E37AA9783BB3ADD7F1058974C6A7C68CFDC6FF0 403 | trojan/artemis/F14824DC49D7682403EE401A7C936E6C6B3AFD1596915CC5C38EC36EED09320D 404 | benign/benign/B2764B537355781AB6677B3AAC25A37E275492BACD49C5B430074601E6DDE78A 405 | adware/airpush/2111D6AD5777B657099238136064C9563DCC371F9EFF6F0D3DBFCF36B5F7BF32 406 | downloader/jiagu/32B38600FFBD8F0AE666CFB4B8F86B43A1AF8A072A8B1A6E56324BEEA8B6E577 407 | addisplay/kuguo/32A8599C4C57208114A90A568E3430467A89577AF4C2AD72B30355CFB338EBDA 408 | benign/benign/44D87619156DEF191FABD90C7CC479C954ED825B1761A14E6374EB5E50E8FAE8 409 | trojan/artemis/B84BD0F2977EB6AC48B68018D87AF5F39FA6267E4DE7DFFF55B39D375E4FCBE8 410 | addisplay/kuguo/D064067CC35EF2761F9935B83C4566A89A261F2C8BA727F852BB453DBE150A3A 411 | trojan/artemis/265F98579BD15A7C8C87E3E668F5E929149793F88806586FFFEE68C10BF2E922 412 | benign/benign/032CE16C47557A9C6EE741BB9A748E281CE45FB39E7639623BAE8CBF6A1C21CC 413 | benign/benign/C7B90F7E230239D7E4308DC9CC4791BA1CD7D6E7A019670EFA7A0B90B79DBA96 414 | adware/airpush/978BD7B55E37390D88AC5DD20328D746F8A6693728E43DE4849D632E8308D2AF 415 | trojan/artemis/D0627597E92D2DC1F4E914EBD2205E7E0D32D31B221EFAA6230C0528B38B1903 416 | addisplay/kuguo/78AE58C68DC97A010DDC569E3F85B0E5D84C601E8033ECF0172BB58815AFC0CC 417 | 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benign/benign/A97C3009577291F6A8AA6A10DD735483980E83763A0966723EBB266886162540 429 | benign/benign/C8C1723002B13CA568CCFB4E83178A8F0C4427C3A81149F87815A2D6F2B5339B 430 | addisplay/kuguo/3A059C22C716D25C078C526BF6B6D83561A608F83F945CD17FAF11C1FEEBFF29 431 | addisplay/kuguo/923D4ACC8C723E7EB9289FDDCCEF3C975158CB7FC2C5EE03D6DFD9BA1B0E433C 432 | trojan/artemis/9D05EC27E0B6931709E5B43196B1E7FEA0F7827724C21FC2B349C7FF70F6D08A 433 | trojan/artemis/A06F1960F70AE57A9EC047A82F128A9F0D0BB82ECCCBE2F2775F176570D9F118 434 | adware/airpush/C5240856C2206DEE009987996A6E14838470B08B26A19DC419744223D9D8F05D 435 | trojan/artemis/411ACC54502FA35E515D88FCFAF7EEFC5CE56F13BD04B08E4BB8FCDE52E857EA 436 | adware/airpush/78249492E5161EB792A3FB05661EEDA04F349EF9AE0CB15561D2E4F7F8C35E24 437 | adware/airpush/A0594D97F7545184925FDCE091071EA89E9C688262EC3B347C819AB37FB9355A 438 | addisplay/kuguo/35E889EDC303827C51BA80ECD008E017EDDF8C76DED9FEFF081C0182174B0B23 439 | addisplay/kuguo/0953B0341ED58198D5EBE0F7E5A48AFF153194C2D30EAA11BE6FA0981D49038E 440 | addisplay/kuguo/7C0CA1C115B8EBD38ED52D4E8194F6428479CC07F2A127D08F3B6BCB61B69DDD 441 | adware/airpush/BCC0F0B9C2BED240B3F919D1B5C5902DA0CA7C449588246213685D53A8E78241 442 | addisplay/kuguo/2716892B7D6B5DD60E76AFD8AF6C4D5584FCC37EBD0C22959D25C99AF1340766 443 | benign/benign/658C44CD34C628EEA72EA1864E2D794E3CDC2768F2E92C08DC2EDF0C8952EEE0 444 | benign/benign/6E09F62030434141314B7459CDFC0E47AD5512C6AD5EAEF1D357750FEBAB45DC 445 | trojan/artemis/CFE92CBE335D15004A365456AEBD0852F2B71912B03BA82CC4EC20E544A7A826 446 | downloader/jiagu/AC4B3E7A139E50685ADA78D250ACA0ADC7090EAC7E67946FCB3ACAA936BC550B 447 | benign/benign/1ECEB3FAF4CF3951D94D75542232138F843645847609DAE325DB42384A1042F1 448 | addisplay/kuguo/60F11756D69E059C0CD9CB32C7BEF25E09A22585F40547870B87211FAEEE3A8C 449 | downloader/jiagu/759FFAEE9B64192F034DE0BF555D019436EF4B478DBE0D99CC3E2A05F53485CC 450 | trojan/artemis/F63963DA9D42E0AB6954C7649EB7CF0CF14EA24689E5B81DD3B82A8D6B76545E 451 | trojan/artemis/569807684994C0A1976CD36B2DDF60B472AC9DDA6D1173D9627065C996115A66 452 | addisplay/kuguo/A3ED81635397504D9A14D9A3E2869995CAFAF86E4A245597406D842FB42D14D0 453 | trojan/artemis/D82D46287E29712CE97E2A58E889551DB9BB25184013A3888FE5D67E0DAF027C 454 | addisplay/kuguo/24DF2F5BEA11AD15C3E10142B3E7FD4D09D7A1C72DB51A2529970DA88C0DF329 455 | downloader/jiagu/86BA3989D7BD884E7B871ECACAFE98867C234F78F1E73167AE54968B56F92A3C 456 | trojan/artemis/37F1207CBAA73A65E441971227B35C0527A01CFEC0060635DF655FFCCD46A5C6 457 | benign/benign/1BE984925DEBC5802379226685F25EE0B2BD7DF237C857971414BDCFCB1BA156 458 | adware/airpush/0C50C90B45038EAC9865DA5AEC57F1953AF6CADD37D0B1A40BD1FB9B0D0A2A69 459 | addisplay/kuguo/F43944D8339F51E4E54285CF2DA50D29F4D089A44CB2F0EB0A035174029A3CA1 460 | addisplay/kuguo/C606F5764BD43A400B936AA55FA561B1ED3D3A6BDD76464A1FC90C2ABA888FEC 461 | benign/benign/238C4D0DD4FAFF3F548C5DC6B80E9C766AAA0067AC13A185D5721DF362C34F6B 462 | trojan/artemis/EBB3E928431157A3F20F5791182D2A61F194DBC0304D49E467B71FAC1C1BED27 463 | trojan/artemis/A4B7AA7E16AC1FE1BA84AE96A32BD2450B3D1A2D4FF12CA96279CFEEB779BAFB 464 | downloader/jiagu/9CA01E2C1BB1917C90165A69768B80567FF9204AFCEDD0E249F84C437A553596 465 | benign/benign/70A43C9A9F29C721B65B2346AF986A5DA62A479DAB2AF05995CCEB5497299EA5 466 | benign/benign/357279D09BC989A8451CBB5EBA9717183FA38BBB93CD841EC9DF7FC58E49FF4D 467 | adware/airpush/E1CD7FF9746540C3CB11AB1BAB8416D3BC86648F00C3A110FFE51ECBAA0D588F 468 | trojan/artemis/60C6B7D024B3BF6C1264CE5FBCF3538785E5AA172A5218CE08AEF6169F212A9B 469 | downloader/jiagu/AAEFF6B9402F9AC08886DCA283316E00E622412D37BE2F021E8B437257940591 470 | downloader/jiagu/82F40CE17093455A5DB5136396DDAE468C0EB6E1DCD2269ACA45FC725F913837 471 | downloader/jiagu/AD18EEAB4BC43C16A2A4A6C554424C265DACC10D2F312EE12B6D50D38523BF5A 472 | benign/benign/626559EDDA58FE456AAB34F4568BBEF39A3287146DDAD2D5B552E268D863F931 473 | downloader/jiagu/7B75C412FA961007ECAEE9F2A51AA1643B4B58D8542ED95A5F9F401DA9B19625 474 | benign/benign/1E9C49133EC31415D529E354493E554A14A7BC62D75C13479EF86149AD6A5A8A 475 | trojan/artemis/1FD0CD189CEC9D11EF2C828DC125C2B760FE45B005F2BF9B335CD708BEDC4330 476 | trojan/artemis/682704D35B5467045F72706EAFBAF30201FF10F2E64C66B0C8771225BF66273C 477 | addisplay/kuguo/425486410C93269A10E563CEF170160D9DDDDB58FD94CD6D2057CEA5C2E664D2 478 | trojan/artemis/B687F34F2DFE670F24B874B8421C471CE6E6C1BE43345F8FF93220187217C9CB 479 | trojan/artemis/957EA9716636A3DD2C2267479E18E845212C0C77D2809D7DA4F45CC9EE0FFCA5 480 | adware/airpush/F17F4228020553DB769488FBB623886280B559BC66D3844FCADE8F8D4EA23BA3 481 | downloader/jiagu/4B860045D0184DA637D445F21F1E6B5044C93A5385D8D105C7CAA57B93FA38BC 482 | addisplay/kuguo/9342934AE11E36D2BEE975F1387C46AF6305A81160621D44C72DE39BAE5D93C0 483 | trojan/artemis/14FAD957632B48F69F692F538EA942B54033556B91E8096EEA346727ED52649B 484 | benign/benign/A7FF7D2045AE9C33B1CA49DB00CE0F09D3A594665698DC35CB86138C9CE5416C 485 | downloader/jiagu/9CE62A086CDA8F5374F9D27218CCEEF82A80FC3B19109EDFEC8C6951A8D6A8D3 486 | benign/benign/F9A4A1E2C25CFC710034F39BDA69F366A8C1E5D727C391BC31210C3D7630AC13 487 | addisplay/kuguo/B89C8A21491975DC18CE050FB93A741275B905D8652ACB135CB2C3B3DB11D125 488 | benign/benign/C2975FF9AD0FD687D8197538AE6F806E2CC0606199DC5DB3667286E54580AFEA 489 | downloader/jiagu/71CE2D9CF82CC9A08F11EA92FD7F131CF9E3A9EC2EF064686261E89154F7B20B 490 | trojan/artemis/2FB0EC95A915BEE56A0FF1201D9304BD6E2EF855682CBB008A5F5BC0F854D2C3 491 | adware/airpush/1E4C3C4FF0213FBFF436B6FCA50109006BDF897CAD4F046BF47AFC220546828E 492 | adware/airpush/A6EFA92887555CFC4745C92C28CF8102DFCA6A58C208529406C92B0F16651760 493 | downloader/jiagu/AACDD57C72A38B9A7F31EBACAFC6761A24782AB58DF0E0331722580F33BFC6D0 494 | downloader/jiagu/3CB00FCAAAC64B7B63DDB2A156C457BD7B567E4A4A364D009C88BC34ED216C67 495 | benign/benign/DD02AA2B7232ABEF90F80E64F6117BCCD71F21A560A9A7E8AE0136F191117A5B 496 | benign/benign/F6A292D022817CB31A41D32D5D8CC8261C0DEA33A67B16CDE048AFF9F6C0334F 497 | trojan/artemis/3DF27D1C158ADA661C4206153140A43D26AFC4963DFDC50820B7B122C56507FA 498 | adware/airpush/2A1BDD7E34FBFC2CF078A0CAE35CB443A7E4B93839D62603A911A234DE078DC0 499 | trojan/artemis/F3FFD23268B43855FDA61B04385A1F1DC923D7B69062D40A7F10A9949AAB6EF3 500 | trojan/artemis/3740FEBFB62F777B434BC16632749A98AFDED9769B14AF78F4EA745E3552D44D 501 | -------------------------------------------------------------------------------- /split_info_tiny/type/test.txt: -------------------------------------------------------------------------------- 1 | benign/benign/6CAA27C8BDDA67B47F37A57301967844CDFF6E08DFFCEE555BCBF2879A4A6900 2 | trojan/artemis/B4F610CC4C7BAAB8F1538898DB294CC854509D65478D4C5C3F0BE3F956896D94 3 | adware/airpush/52A3EE4AA03FDCFE001529CB6A934D1CF0A421E2E7491578ADB3517D758A5D97 4 | downloader/jiagu/10E8A22EFF7D62F7D1B056F66EFA5D22D12C7D8917B80FCFE27122525B6D1B79 5 | adware/airpush/6DEF1D1B66EEC77C20EA0E3A9A55C40467B5366D333CC0F4009B445CC4B85B8D 6 | trojan/artemis/337524F8F850D54514FCA968AC8EA3D54AC67EB1641F6D8EDFE5DDEA30E1A520 7 | trojan/artemis/24FC62A2C847DADEF3708F89290450726A720B896A4E5E6622F0B31663A28496 8 | benign/benign/07EFECEF6E1E444FB59E3A0F256D046D5E9AC30F0819A328C1C8549A7B2FB259 9 | downloader/jiagu/3702962D85610E804B0174B5EF745BD8FBB2357578C873EFF9B839E00FEF59DE 10 | trojan/artemis/E773DE80A5C902E68794DDE88D464245189C9D8731AE910534442BF58990A4E6 11 | addisplay/kuguo/A68D561B41DE7C323ABCE5FAC40D4DB6BE201836C34C5AC42D1DA51CE621BD47 12 | benign/benign/5A3B29F3051537234C6D037675888256E53B2989440169E854D8136A217C57B5 13 | adware/airpush/3D842454690245F3B22D17B51251051ACACFB195644F9859AA25A3B35385B07F 14 | 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downloader/jiagu/A83C7ED337B71BB37D616C54E5CC223F994535CAFF5E02766D0FE0B7E02EEF2F 895 | benign/benign/3950EF0FF3B9F523B399FDF4178C0CFFEABCE8CF32DE4E4FD0D9308788AB10AB 896 | downloader/jiagu/35E67D057194188E918DAA487ED99748864F6CB5CC6A452DFA04BE8ABADF2423 897 | benign/benign/38D8A8CAB681B36343F265E36D1A50E71875C2E1AB38729D1B39E143E9F6DEFF 898 | downloader/jiagu/9F0B8ED5943DA52E8DB8AA2945B803E070669FFBCDAA9D0848A8FBCA8BA1F050 899 | downloader/jiagu/CB05C0B207575ED2C131676B9F1BB4086094D6CFAC64F023E650BE4BD969094D 900 | adware/airpush/5527441D5A25B5B7F9A527F291E89B7A6DA8F5F47B1EEB54BCB2BBE9588AD2A6 901 | trojan/artemis/FB115E0880D8C47DC8744CD38DAE72DB16DD89F12B427CFD81732F1E01AE9224 902 | trojan/artemis/FCCD4DE6992B6428DA7360AB0CC13A782FE8A3A25FEB1EA9698E064F59ED91BF 903 | trojan/artemis/14FAACB3EFFEBC318693639F029547712603C79215BF2FCE8F49DB41B016673C 904 | adware/airpush/B5BFCD543FDFE8D2EC92CF304E59D03332176F130675DC9F90C9A42F053FEAE1 905 | 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