diff --git a/README.md b/README.md
new file mode 100644
index 0000000..5e1f9a4
--- /dev/null
+++ b/README.md
@@ -0,0 +1,17 @@
+## CAN: Co-embedding Attributed Networks
+This repository contains the Python implementation for CAN
+> Zaiqiao Meng, Shangsong Liang, Hongyan Bao, Xiangliang Zhang. Co-embedding Attributed Networks. (WSDM2019)
+Further details about CAN can be found in our paper.
+
+## Requirements
+=================
+* TensorFlow (1.0 or later)
+* python 2.7/3.6
+* scikit-learn
+* scipy
+
+## Run the demo
+=================
+```bash
+python train.py
+```
diff --git a/__init__.py b/__init__.py
new file mode 100644
index 0000000..bfa83a0
--- /dev/null
+++ b/__init__.py
@@ -0,0 +1,2 @@
+from __future__ import print_function
+from __future__ import division
diff --git a/classification.py b/classification.py
new file mode 100644
index 0000000..1241e49
--- /dev/null
+++ b/classification.py
@@ -0,0 +1,61 @@
+from __future__ import division
+from __future__ import print_function
+import numpy as np
+from sklearn.model_selection import train_test_split
+from sklearn.svm import LinearSVC,SVC
+from sklearn.metrics import *
+
+
+def multiclass_node_classification_eval(X, y, ratio=0.5, rnd=2018):
+
+    X_train, X_test, y_train, y_test = train_test_split(
+        X, y, test_size=ratio, random_state=rnd)
+    clf = SVC()
+    clf.fit(X_train, y_train)
+
+    y_pred = clf.predict(X_test)
+
+    macro_f1 = f1_score(y_test, y_pred, average="macro")
+    micro_f1 = f1_score(y_test, y_pred, average="micro")
+
+    return macro_f1, micro_f1
+
+
+def node_classification_F1(Embeddings, y, ratio):
+    macro_f1_avg = 0
+    micro_f1_avg = 0
+    for i in range(10):
+        rnd = np.random.randint(2018)
+        macro_f1, micro_f1 = multiclass_node_classification_eval(
+            Embeddings, y, ratio, rnd)
+        macro_f1_avg += macro_f1
+        micro_f1_avg += micro_f1
+    macro_f1_avg /= 10
+    micro_f1_avg /= 10
+    print ("Macro_f1: " + str(macro_f1_avg))
+    print ("Micro_f1: " + str(micro_f1_avg))
+
+    
+def read_label(inputFileName):
+    f = open(inputFileName, "r")
+    lines = f.readlines()
+    f.close()
+    N = len(lines)
+    y = np.zeros(N, dtype=int)
+    i = 0
+    for line in lines:
+        l = line.strip("\n\r")
+        y[i] = int(l)
+        i += 1
+    return y
+
+
+datasets = ['cora' ]#'cora', 'citeseer', 'pubmed', 'pubmed','BlogCatalog']
+for datasetname in datasets:
+    for ratio in [0.2]:
+        print('dataset:', datasetname, ',ratio:', ratio)
+        embedding_node_result_file = "result/AGAE_{}_n_mu.emb.npy".format(datasetname)
+        label_file = "data/" + datasetname + ".label"
+        y = read_label(label_file)
+        Embeddings = np.load(embedding_node_result_file)
+        node_classification_F1(Embeddings, y, ratio)
\ No newline at end of file
diff --git a/data/DBLP.attidx b/data/DBLP.attidx
new file mode 100644
index 0000000..a191a76
--- /dev/null
+++ b/data/DBLP.attidx
@@ -0,0 +1,173 @@
+#Attributes	172
+0	NSDI
+1	SDM
+2	NDSS
+3	CVPR
+4	COGSCI
+5	UIST
+6	ICSOC
+7	COMPGEOM
+8	CLOUD
+9	POPL
+10	DCC
+11	SC
+12	PPOPP
+13	ASPLOS
+14	USENIX
+15	RE
+16	ICCBR
+17	CONCUR
+18	ICSE
+19	ITC
+20	ICDT
+21	SAS
+22	ICNP
+23	NIPS
+24	IPPS
+25	PG
+26	KDD
+27	EDBT
+28	CHI
+29	VISSYM
+30	AIPS
+31	PKDD
+32	CIDR
+33	HPDC
+34	VR
+35	SIGGRAPH
+36	MM
+37	STOC
+38	AAAI
+39	SI3D
+40	CODES
+41	EUROSYS
+42	ETAPS
+43	SECON
+44	CRYPTO
+45	ICS
+46	ICMCS
+47	SIGCOMM
+48	SCA
+49	HUC
+50	ICPP
+51	SP
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+53	ICFP
+54	UAI
+55	PERCOM
+56	VLDB
+57	BIBM
+58	SIGMOD
+59	SIGMETRICS
+60	PPSN
+61	MOBICOM
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+67	ESORICS
+68	ICRA
+69	SMA
+70	CCS
+71	COCO
+72	OOPSLA
+73	EUROCRYPT
+74	ICWS
+75	EMNLP
+76	ECCV
+77	SGP
+78	ESA
+79	ICCD
+80	SODA
+81	HOTOS
+82	SEMWEB
+83	RT
+84	SOSP
+85	ICSM
+86	FAST
+87	MODELS
+88	WSDM
+89	DATE
+90	CSCW
+91	ICASSP
+92	HIPEAC
+93	ECOOP
+94	RECOMB
+95	PODS
+96	SENSYS
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+98	RAID
+99	MOBIHOC
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+103	RTSS
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+105	CNHPCA
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+108	CGO
+109	PLDI
+110	NOSSDAV
+111	VEE
+112	ECSCW
+113	VISUALIZATION
+114	FOCS
+115	MSS
+116	CIKM
+117	KBSE
+118	FSE
+119	ECML
+120	IMC
+121	SIGIR
+122	LICS
+123	RTAS
+124	ICDE
+125	CONEXT
+126	ICDM
+127	DAC
+128	OSDI
+129	WWW
+130	ISSTA
+131	FPGA
+132	ICCV
+133	GROUP
+134	COLING
+135	ISCA
+136	FM
+137	USS
+138	MICRO
+139	ICML
+140	MOBISYS
+141	ATAL
+142	WCRE
+143	CP
+144	DSN
+145	HYBRID
+146	MHCI
+147	ESEM
+148	CAV
+149	TCC
+150	KR
+151	MIR
+152	ICCAD
+153	IEEEPACT
+154	CAISE
+155	ICDCS
+156	CHES
+157	ICALP
+158	TABLETOP
+159	MIDDLEWARE
+160	CADE
+161	VMCAI
+162	COLT
+163	EUROGRAPHICS
+164	INFOCOM
+165	PKC
+166	SPAA
+167	DASFAA
+168	LCTRTS
+169	SIGSOFT
+170	PODC
+171	LISA
diff --git a/data/DBLP.edge b/data/DBLP.edge
new file mode 100644
index 0000000..6a803fc
--- /dev/null
+++ b/data/DBLP.edge
@@ -0,0 +1,131715 @@
+#Nodes	12213
+#Edges	131713
+0	1	2007
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diff --git a/data/DBLP.node b/data/DBLP.node
new file mode 100644
index 0000000..7c12e94
--- /dev/null
+++ b/data/DBLP.node
@@ -0,0 +1,96582 @@
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diff --git a/data/DBLP.nodidx b/data/DBLP.nodidx
new file mode 100644
index 0000000..7507353
--- /dev/null
+++ b/data/DBLP.nodidx
@@ -0,0 +1,12214 @@
+#Nodes	12213
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+1	John A. Darringer
+2	Meeta Sharma Gupta
+3	Karthik Pattabiraman
+4	Nandhini Chandramoorthy
+5	Rajiv V. Joshi
+6	Hyungmin Cho
+7	Deming Chen
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+13	Carlos Boneti
+14	Miquel Moretó
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+16	Gu-Yeon Wei
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+30	Gokcen Kestor
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+36	Marc Casas
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+11517	Leonardo Mariani
+11518	Ranjit Jhala
+11519	Joel Coburn
+11520	Kenneth L. McMillan
+11521	Willy Zwaenepoel
+11522	Oren Somekh
+11523	Scott Roy
+11524	Amit Kagian
+11525	Cody Hao Yu
+11526	Yuangang Wang
+11527	Chen Pan
+11528	Mimi Xie
+11529	Vincent Ng
+11530	Ning Xia
+11531	Pooyan Jamshidi
+11532	Alessandro Vittorio Papadopoulos
+11533	Liane Lewin-Eytan
+11534	Jianwei Niu 0002
+11535	Myeongjae Jeon
+11536	Ana Nika
+11537	Xia Zhou
+11538	Xinyi Zhang
+11539	Yongqiang Qin
+11540	Joel R. Tetreault
+11541	Kris M. Kitani
+11542	Pierre Sens
+11543	Nikil D. Dutt
+11544	Rainer Leupers
+11545	Hrishikesh Amur
+11546	Ramon Canal
+11547	Matteo Monchiero
+11548	Chunsheng Zhu
+11549	Jinjun Xiong
+11550	Pengfei Zuo
+11551	Shunde Cao
+11552	Yuanyuan Sun
+11553	Maria Muslea
+11554	Zhuowei Bao
+11555	Sudipto Guha
+11556	José Luis Ambite
+11557	Shivakumar Vaithyanathan
+11558	Myoungsoo Jung
+11559	Martin Vetterli
+11560	Siying Liu
+11561	Wen-Yan Lin
+11562	Rudi Studer
+11563	Linyun Fu
+11564	Guilin Qi
+11565	Qiaoling Liu
+11566	Lei Zhang 0007
+11567	Wanchun Dou
+11568	James Bailey
+11569	Bin Fu
+11570	John D. Strunk
+11571	Julio López
+11572	Wei Cao
+11573	Xingyu Zeng
+11574	Zhouyuan Huo
+11575	Sougata Mukherjea
+11576	Sumit Mittal
+11577	Ullas Nambiar
+11578	Ofer Meshi
+11579	Navdeep Jaitly
+11580	Tyler Lu
+11581	Feng Luo 0002
+11582	Mahesh K. Marina
+11583	Tad Hirsch
+11584	Stacey Kuznetsov
+11585	Benny Kimelfeld
+11586	Stephen H. Bach
+11587	Feng Niu
+11588	Jérôme Siméon
+11589	Luca Becchetti
+11590	Jiang Hu
+11591	Eriko Nurvitadhi
+11592	Eric C. Larson
+11593	Phong Q. Nguyen
+11594	Ziang Hu
+11595	Pengfei Zhang
+11596	Li Ding 0001
+11597	Taesup Moon
+11598	Leendert van Doorn
+11599	Ramón Cáceres
+11600	Uirá Kulesza
+11601	Xuecheng Nie
+11602	Jie Liang
+11603	Yue Huang
+11604	Bin Xu 0001
+11605	Matthew P. LeGendre
+11606	Bo Zhao
+11607	Tingting Yu
+11608	Jo Vermeulen
+11609	Julio Cesar Sampaio do Prado Leite
+11610	Cliff C. N. Sze
+11611	Dieter Schmalstieg
+11612	Xin Li 0008
+11613	Mariano P. Consens
+11614	Peng Zhang 0007
+11615	Wenjia Niu
+11616	Wei Ding 0003
+11617	Yafeng Wu
+11618	Dipanjan Chakraborty 0001
+11619	Tadashi Okoshi
+11620	Veljko Pejovic
+11621	Louiqa Raschid
+11622	Prithviraj Sen
+11623	Jun Yu
+11624	Michael Luck
+11625	Simon Miles
+11626	Kenli Li
+11627	Seunghak Lee
+11628	Jin Kyu Kim
+11629	James Aspnes
+11630	Ronald L. Rivest
+11631	Nate Kushman
+11632	Aria Haghighi
+11633	Alexandru Nicolau
+11634	Etienne Riviere
+11635	Vincent Gramoli
+11636	Shuchi Chawla 0001
+11637	Liang Li 0003
+11638	Weigang Zhang
+11639	Hans-Christian Jetter
+11640	Harald Reiterer
+11641	Ziyang Chen
+11642	Emery D. Berger
+11643	Alix L. H. Chow
+11644	Shing-Tung Yau
+11645	Bo Huang 0002
+11646	Guoqiang Wang
+11647	Ruogu Zhou
+11648	Yu Wang 0020
+11649	Hongtao Lu
+11650	Zengfu Wang
+11651	Alex Potanin
+11652	Jonathon T. Giffin
+11653	Lorenzo Martignoni
+11654	Paul England
+11655	Barton P. Miller
+11656	Xiaodan Song
+11657	Jennifer Gillenwater
+11658	Yan Chen 0019
+11659	Po Hu
+11660	Vojin Jovanovic
+11661	Maysam Yabandeh
+11662	Yujie Liu
+11663	Gail E. Kaiser
+11664	Kim M. Hazelwood
+11665	Vijayalakshmi Srinivasan
+11666	Xiao Qu
+11667	Jianguo Yao
+11668	Sajib Dasgupta
+11669	Amit Vasudevan
+11670	Boyang Li
+11671	Jianshu Weng
+11672	Zhen-Hua Ling
+11673	Yandan Wang
+11674	Xiaochun Zhu
+11675	Kay Ousterhout
+11676	Tony X. Han
+11677	Hongjun Lu
+11678	Yuan Liang
+11679	William Melicher
+11680	Patrick Marlier
+11681	Mark D. Corner
+11682	Lei Zhao
+11683	Lu Li
+11684	Jiajie Xu
+11685	Bill Dolan
+11686	Michael Auli
+11687	Benjamin Van Durme
+11688	Fabrizio Grandoni 0001
+11689	Piotr Sankowski
+11690	Bundit Laekhanukit
+11691	Andres Molina-Markham
+11692	Pongsin Poosankam
+11693	Jeremiah Blocki
+11694	Huaiyu Zhu
+11695	Lucian Popa 0001
+11696	Douglas Burdick
+11697	Jan Pieper
+11698	Sriram Raghavan
+11699	Vivian Chu
+11700	Lin-Shung Huang
+11701	Ying Xu 0002
+11702	Soumen Chakrabarti
+11703	Tao Zeng
+11704	Liming Zhu
+11705	Xiaoyuan Wang
+11706	Karthick Jayaraman
+11707	Onur Kayiran
+11708	Agathe Battestini
+11709	Peter Desnoyers
+11710	Michael J. Anderson
+11711	Yida Wang
+11712	Jianzhong Qi
+11713	Yuan Xue
+11714	Koyel Mukherjee
+11715	Kun Xu
+11716	Tulika Mitra
+11717	Lei Ju
+11718	Nithya Sambasivan
+11719	Ed Cutrell
+11720	Bo-Yin Yang
+11721	Cristina Basescu
+11722	Christian Cachin
+11723	Chen Chen 0013
+11724	Dino Sejdinovic
+11725	S. M. Ali Eslami
+11726	Zoltán Szabó 0001
+11727	Wenhan Luo
+11728	Victor C. M. Leung
+11729	Paulius Micikevicius
+11730	Hongwei Liu
+11731	George Bosilca
+11732	Wei Guo
+11733	Pedro Giovanni Leon
+11734	Alain Forget
+11735	Jun Sun 0005
+11736	Xiaoming Chen 0003
+11737	Muhammad Zubair Shafiq
+11738	Xing Chen
+11739	David Coyle
+11740	Susanne Bødker
+11741	Sanjeev Arora
+11742	Diego Sáez-Trumper
+11743	Yabo Xu
+11744	QianSheng Cheng
+11745	Sven Bugiel
+11746	Trung Dong Huynh
+11747	Zilei Wang
+11748	Wenchao Jiang
+11749	Luc Moreau
+11750	Reid Priedhorsky
+11751	Yaoqing Gao
+11752	Michael F. Spear
+11753	Hyun Oh Song
+11754	Daniel J. Weitzner
+11755	Peter Szolovits
+11756	Gary Marsden
+11757	Hitesh Dharmdasani
+11758	Yosi Mass
+11759	Mouna Kacimi
+11760	Josiane Xavier Parreira
+11761	Lili Jiang
+11762	Nicoleta Preda
+11763	Maya Ramanath
+11764	Henry M. Levy
+11765	Brandon Holt
+11766	Katherine A. Yelick
+11767	Harald Räcke
+11768	Jina Huh
+11769	Julien Langou
+11770	Álvaro Cassinelli
+11771	Samuel Ieong
+11772	Shu Zhang
+11773	Yu Zhu
+11774	Yongbin Liu
+11775	Yu Qi
+11776	Zhichun Wang
+11777	Feng Shi
+11778	Hanyu Li
+11779	Lei Hou
+11780	Limin Yao
+11781	Feiyue Huang
+11782	Tzu-Kuo Huang
+11783	Huan Zhang
+11784	Michael Bauer
+11785	Wonchan Lee
+11786	Jairo Aponte
+11787	Vijay Ganesh
+11788	E. K. Park
+11789	Tarek Elgamal
+11790	Mohamed Hefeeda
+11791	Weidong Cai
+11792	Dongdai Lin
+11793	Alan S. Willsky
+11794	Erik B. Sudderth
+11795	Moustapha Cissé
+11796	Kyle Rupnow
+11797	Zhi Zhou
+11798	Kevin Karsch
+11799	Tilman Wolf
+11800	Weibo Gong
+11801	Jin Zhao
+11802	John R. Douceur
+11803	Lin Zhou
+11804	Thein Than Tun
+11805	Ananth Kalyanaraman
+11806	Assefaw Hadish Gebremedhin
+11807	John Feo
+11808	Eliot Gillum
+11809	Xiaowei Zhao
+11810	Hanshi Wang
+11811	Lizhen Liu
+11812	Feng Qiu
+11813	Miao Jin
+11814	Chao Han
+11815	Hao Zhou
+11816	Zhemin Yang
+11817	Depeng Jin
+11818	Ruzanna Chitchyan
+11819	Paris Avgeriou
+11820	Andrea Polini
+11821	David Grangier
+11822	Behjat Siddiquie
+11823	Mingjie Liu
+11824	Qi Dai
+11825	James Cipar
+11826	Di Ma
+11827	Horst D. Simon
+11828	Gang Zhao
+11829	Guimei Liu
+11830	Filippo Ricca
+11831	Mariano Ceccato
+11832	Eric P. S. Baumer
+11833	Qinyi Wu
+11834	Mor Harchol-Balter
+11835	Anil K. Jain 0001
+11836	Yunqing Xia
+11837	Hui Fang 0001
+11838	Robert Fergus
+11839	Christopher Bogart
+11840	Jie Chen 0006
+11841	Martin Odersky
+11842	Tiark Rompf
+11843	HyoukJoong Lee
+11844	Aleksandar Prokopec
+11845	Kevin J. Brown
+11846	Arvind K. Sujeeth
+11847	Michael Wu
+11848	Vladimir Braverman
+11849	Linhong Zhu
+11850	Uzi Vishkin
+11851	Norbert Egi
+11852	Jennifer G. Dy
+11853	Shuo Li
+11854	James Ze Wang
+11855	Yidong Yuan
+11856	Tao Wu
+11857	Galen C. Hunt
+11858	Muddasser Alam
+11859	Alan Roytman
+11860	Svetlana Obraztsova
+11861	Marko Vukolic
+11862	John S. Heidemann
+11863	Ashutosh Saxena
+11864	Dilys Thomas
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+11867	Xiuzhen Cheng
+11868	Michael Mihn-Jong Lee
+11869	William J. Bolosky
+11870	Abhishek Singh
+11871	Yang-Suk Kee
+11872	Stuart Moran
+11873	Nadia Pantidi
+11874	Khaled Bachour
+11875	Jianhua Yang
+11876	Aurelien Bouteiller
+11877	Beixing Deng
+11878	Xing Li 0001
+11879	Ludmila Cherkasova
+11880	Mijung Kim
+11881	Tapan S. Parikh
+11882	Mayank Goel
+11883	Peter Buneman
+11884	Dawei Liang
+11885	Chen-Mou Cheng
+11886	Wang Chiew Tan
+11887	Xiping Hu
+11888	Jialin Liu
+11889	Jun Kato 0001
+11890	Gheorghe Almási
+11891	Ahmad Faraj
+11892	Ganesh Bikshandi
+11893	Mark Giampapa
+11894	Jingyue Wu
+11895	Krishnamurthy Viswanathan
+11896	Xiaoyu Wang
+11897	Timothée Cour
+11898	Kang Zhao
+11899	Ilaria Liccardi
+11900	Thea Turner
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+11902	Peiquan Jin
+11903	Gang Chen
+11904	Xike Xie
+11905	Conglong Li
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+11907	Shilad Sen
+11908	Alex Olwal
+11909	Adeline Langlois
+11910	Chuliang Weng
+11911	Yair Weiss
+11912	Dilip Krishnan
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+11914	Alper T. Alan
+11915	Tim Baarslag
+11916	Dengji Zhao
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+11920	Peter Xiang Gao
+11921	Ying Cui
+11922	Michael Shilman
+11923	Xiaohan Zhao
+11924	Xin Yuan
+11925	Gaurang Mehta
+11926	Richard M. Karp
+11927	XuanLong Nguyen
+11928	Emily Shen
+11929	Niloy Ganguly
+11930	Yolanda Gil
+11931	Daniele Dell'Aglio
+11932	Hoyoung Jeung
+11933	Qiang Ye
+11934	John McCullough
+11935	Xue Mei
+11936	Yu Ji
+11937	Avishek Saha
+11938	Ingrid Verbauwhede
+11939	Sherif Sakr
+11940	Jason Hiser
+11941	Shengjie Wang
+11942	Liangda Li
+11943	Anand Kulkarni
+11944	Michael Wand
+11945	Pramod K. Varshney
+11946	Shivkumar Kalyanaraman
+11947	Partha Dutta
+11948	Malolan Chetlur
+11949	Anand Seetharam
+11950	Rishi Kapoor
+11951	Nachiappan Chidambaram Nachiappan
+11952	Zhe Hu
+11953	Matthew Wachs
+11954	Brandon Salmon
+11955	James Hendricks
+11956	Shafeeq Sinnamohideen
+11957	Michael Abd-El-Malek
+11958	Liyuan Li
+11959	Evan W. Patton
+11960	Jun Yuan
+11961	V. T. Rajan
+11962	Rebecca S. Portnoff
+11963	Kenneth G. Paterson
+11964	Sergey Legtchenko
+11965	Tao Yang 0006
+11966	F. Bruce Shepherd
+11967	William Jannen
+11968	John T. Richards
+11969	Calvin Swart
+11970	Qing Guo
+11971	Atilla Eryilmaz
+11972	Cédric Westphal
+11973	Siddharth Barman
+11974	Minghong Lin
+11975	Mattan Erez
+11976	Yi Wang 0003
+11977	Chia Yuan Cho
+11978	Anurag Maskey
+11979	Ying Xing
+11980	Bradley R. Schmerl
+11981	Kathleen M. Carley
+11982	Francesco Regazzoni
+11983	Luciano Serafini
+11984	Swapnil Patil
+11985	Xiwei Xu
+11986	Guang Chen
+11987	Paul Bogdan
+11988	David Lee
+11989	Chunming Wu
+11990	Jianying Hu
+11991	Alexander Ororbia
+11992	Jian Shao
+11993	Zhiling Lan
+11994	Feng Guo
+11995	Susan Coghlan
+11996	Ziming Zheng
+11997	Mohan Dhawan
+11998	Li Yi
+11999	Haiyan Zhao
+12000	Rafael Prikladnicki
+12001	Robert S. Schreiber
+12002	Yu Zheng
+12003	Dipankar Raychaudhuri
+12004	Jinho Hwang
+12005	Joshua Brody
+12006	Xin-Yu Dai
+12007	Alex ChiChung Kot
+12008	Yihang Lou
+12009	Yan Bai
+12010	Hing-Cheung So
+12011	Tengjiao Wang
+12012	Haipeng Luo
+12013	Paul M. Thompson
+12014	PengCheng Xiong
+12015	Jiadi Yu
+12016	Mikkel Baun Kjærgaard
+12017	Joern Ploennigs
+12018	Idan Szpektor
+12019	Daniel Lee
+12020	Iftah Gamzu
+12021	Wei Zuo
+12022	Yu Du
+12023	Tanja Lange 0001
+12024	Xiaoming Liu 0002
+12025	Aiichiro Nakano
+12026	Vijay S. Kumar
+12027	Jacqueline Chame
+12028	Jihie Kim
+12029	Varun Ratnakar
+12030	Fabio Silva
+12031	Alexandra Fedorova
+12032	Yongjian Wu
+12033	Salman Baset
+12034	Lan Du
+12035	Congle Zhang
+12036	Zhou Yu
+12037	Peng Chen
+12038	Reuben Olinsky
+12039	Lisa Glendenning
+12040	Shubham Gupta
+12041	Yannis Velegrakis
+12042	Ruben Niederhagen
+12043	Charles Bouillaguet
+12044	Pierre-Louis Aublin
+12045	Florian Kelbert
+12046	Christian Fritz 0001
+12047	Jianshe Zhou
+12048	Chaozhuo Li
+12049	Shaun W. Lawson
+12050	Roberto Tiella
+12051	Soumya Basu
+12052	Christian Maciocco
+12053	Paul Rimba
+12054	An Binh Tran
+12055	Mark Staples
+12056	D. Ross Jeffery
+12057	Konrad Tollmar
+12058	Keqin Li 0001
+12059	Sean M. Segreti
+12060	Darya Kurilova
+12061	Keval Vora
+12062	Julia Stoyanovich
+12063	Lingfeng Bao
+12064	Sudeep Pasricha
+12065	Xiaofan Zhang
+12066	Nir Ailon
+12067	Marco Brambilla 0001
+12068	Michael Wooldridge
+12069	Linzhang Wang
+12070	Guozhu Dong
+12071	Joonseok Lee
+12072	Shuhang Gu
+12073	Xiangchu Feng
+12074	Qinghua Hu
+12075	Pengfei Zhu
+12076	Hugues Hoppe
+12077	Andreas Veit
+12078	Geza Kovacs
+12079	Dan He
+12080	Danny Hendler
+12081	Xiuqiang He
+12082	Yuxing Han
+12083	Torsten Sattler
+12084	Chun Wang
+12085	Ken Yocum
+12086	Nabil Schear
+12087	James C. Hoe
+12088	Franz Franchetti
+12089	Cong Zheng
+12090	Jeyavijayan Rajendran
+12091	Chunpeng Wu
+12092	Xiaoxiao Liu
+12093	Jangwoo Kim
+12094	Nisheeth K. Vishnoi
+12095	Madhur Tulsiani
+12096	Georgios B. Giannakis
+12097	Reto Achermann
+12098	Kornilios Kourtis
+12099	Mostafa Dehghan
+12100	David Binkley
+12101	Andreas Moshovos
+12102	Matthias Boehm 0001
+12103	Alexandre V. Evfimievski
+12104	Landon P. Cox
+12105	Mangala Gowri Nanda
+12106	Chiew-Lan Tai
+12107	Bing Su
+12108	Daniel Spoonhower
+12109	Qiang Huang
+12110	James Pita
+12111	Jinzhu Chen
+12112	Yilong Li
+12113	Jacob D. Abernethy
+12114	Kento Sato
+12115	Ganesh Venkatesh
+12116	Dongsheng Wang
+12117	Massimo Paolucci
+12118	Ankur Teredesai
+12119	Cu D. Nguyen
+12120	Chiara Di Francescomarino
+12121	Alessandro Marchetto
+12122	Shirui Pan
+12123	David P. Luebke
+12124	Lei Jiang 0001
+12125	Michael Wei
+12126	Will Scott
+12127	Thomas Shrimpton
+12128	Alina Beygelzimer
+12129	Jun Cheng
+12130	Rui Miao
+12131	Shriram Rajagopalan
+12132	Rekha Bachwani
+12133	Fábio Oliveira
+12134	Gregory L. Lee
+12135	Himanshu Gupta
+12136	Cheng Qian
+12137	Adrian Sampson
+12138	Anwitaman Datta
+12139	Michael M. Bronstein
+12140	Holger Schnädelbach
+12141	Boriana Koleva
+12142	Fabrício Benevenuto
+12143	Mahinthan Chandramohan
+12144	Amos Korman
+12145	Anand Prabhu Subramanian
+12146	Ba-Quy Vuong
+12147	Akanksha Baid
+12148	Fei Chen 0002
+12149	Chaitanya Gokhale
+12150	Geoff V. Merrett
+12151	Yoelle Maarek
+12152	Dan Pelleg
+12153	Xiaoyu Li
+12154	Yueming Wang
+12155	David R. Kaeli
+12156	Sen Su
+12157	María Naya-Plasencia
+12158	Amir Moradi 0001
+12159	Dongjin Song
+12160	Bingsheng Zhang
+12161	Matti Pietikäinen
+12162	Diana Marculescu
+12163	Huandong Wang
+12164	Michael Hind
+12165	Xiang Cheng 0003
+12166	Kunihiko Sadamasa
+12167	Amos Azaria
+12168	Kevin R. B. Butler
+12169	Alexander M. Bronstein
+12170	Anupam Jain
+12171	Francesco Corcoglioniti
+12172	Chiara Ghidini
+12173	Yao-Wen Chang
+12174	Xiaofei Wang
+12175	Lavanya Ramakrishnan
+12176	R. Manmatha
+12177	Jack Li
+12178	Shenghui Wang
+12179	Juan Pane
+12180	Aaron J. Quigley
+12181	Jonghyun Choi
+12182	Xuanhua Shi
+12183	Mohammadreza Khalilbeigi
+12184	Richard Wolski
+12185	Tong Zhang 0002
+12186	Xiaofang Wang
+12187	Xiangdong Zhou
+12188	V. Krishna Nandivada
+12189	Eve E. Hoggan
+12190	Guoliang Jin
+12191	Seung-Taek Park
+12192	Benoît Libert
+12193	Terry R. Payne
+12194	Sheetal K. Agarwal
+12195	Danfeng Yao
+12196	Wendy Hui Wang
+12197	Palden Lama
+12198	Arrvindh Shriraman
+12199	Arvind Agarwal
+12200	Boxiang Dong
+12201	Samir R. Das
+12202	Radu Marculescu
+12203	Baoquan Chen
+12204	Daniele Micciancio
+12205	Huiying Liu
+12206	David L. Malec
+12207	Manuela M. Veloso
+12208	Yuke Zhu
+12209	Dave Dice
+12210	Uta Hinrichs
+12211	Oleg Rokhlenko
+12212	Rui Xu
\ No newline at end of file
diff --git a/data/DBLP.top200 b/data/DBLP.top200
new file mode 100644
index 0000000..04b9cca
--- /dev/null
+++ b/data/DBLP.top200
@@ -0,0 +1,200 @@
+9223	TAKEO KANADE
+853	MICHAEL I. JORDAN
+601	SCOTT SHENKER
+321	PHILIP S. YU
+504	THOMAS S. HUANG
+773	ANDREW ZISSERMAN
+2970	GEOFFREY E. HINTON
+10767	SEBASTIAN THRUN
+6504	HECTOR GARCIA-MOLINA
+12096	GEORGIOS B. GIANNAKIS
+3553	DAPHNE KOLLER
+2716	ERIC HORVITZ
+8950	HONGJIANG ZHANG
+9034	DEBORAH ESTRIN
+2102	JACK J. DONGARRA
+4615	CHRISTOS H. PAPADIMITRIOU
+5313	DON TOWSLEY
+1596	LUC VAN GOOL
+2106	CHRISTOS FALOUTSOS
+63	H. VINCENT POOR
+10183	BEN SHNEIDERMAN
+5499	YOSHUA BENGIO
+2951	NICHOLAS R. JENNINGS
+4094	SHREE K. NAYAR
+7463	JOHN A. STANKOVIC
+916	JITENDRA MALIK
+2629	ION STOICA
+2632	RANDY H. KATZ
+3559	LEONIDAS J. GUIBAS
+4669	RICHARD SZELISKI
+6678	ALBERTO L. SANGIOVANNI-VINCENTELLI
+1919	HARI BALAKRISHNAN
+1334	JEFFREY D. ULLMAN
+11559	MARTIN VETTERLI
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\ No newline at end of file
diff --git a/data/cora.edge b/data/cora.edge
new file mode 100644
index 0000000..d3faada
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diff --git a/data/cora.label b/data/cora.label
new file mode 100644
index 0000000..0c3d4aa
--- /dev/null
+++ b/data/cora.label
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diff --git a/data/cora.node b/data/cora.node
new file mode 100644
index 0000000..bbfb845
--- /dev/null
+++ b/data/cora.node
@@ -0,0 +1,49218 @@
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diff --git a/data/facebook.attidx b/data/facebook.attidx
new file mode 100644
index 0000000..6a8407d
--- /dev/null
+++ b/data/facebook.attidx
@@ -0,0 +1,1407 @@
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diff --git a/data/facebook.node b/data/facebook.node
new file mode 100644
index 0000000..2a3040a
--- /dev/null
+++ b/data/facebook.node
@@ -0,0 +1,38289 @@
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diff --git a/input_data.py b/input_data.py
new file mode 100644
index 0000000..f3ba506
--- /dev/null
+++ b/input_data.py
@@ -0,0 +1,36 @@
+import numpy as np
+import scipy.sparse as sp
+
+
+def load_AN(dataset):
+    edge_file = open("data/{}.edge".format(dataset), 'r')
+    attri_file = open("data/{}.node".format(dataset), 'r')
+    edges = edge_file.readlines()
+    attributes = attri_file.readlines()
+    node_num = int(edges[0].split('\t')[1].strip())
+    edge_num = int(edges[1].split('\t')[1].strip())
+    attribute_number = int(attributes[1].split('\t')[1].strip())
+    print("dataset:{}, node_num:{},edge_num:{},attribute_num:{}".format(dataset, node_num, edge_num, attribute_number))
+    edges.pop(0)
+    edges.pop(0)
+    attributes.pop(0)
+    attributes.pop(0)
+    adj_row = []
+    adj_col = []
+
+    for line in edges:
+        node1 = int(line.split('\t')[0].strip())
+        node2 = int(line.split('\t')[1].strip())
+        adj_row.append(node1)
+        adj_col.append(node2)
+    adj = sp.csc_matrix((np.ones(edge_num), (adj_row, adj_col)), shape=(node_num, node_num))
+        
+    att_row = []
+    att_col = []
+    for line in attributes:
+        node1 = int(line.split('\t')[0].strip())
+        attribute1 = int(line.split('\t')[1].strip())
+        att_row.append(node1)
+        att_col.append(attribute1)
+    attribute = sp.csc_matrix((np.ones(len(att_row)), (att_row, att_col)), shape=(node_num, attribute_number))
+    return adj, attribute
diff --git a/layers.py b/layers.py
new file mode 100644
index 0000000..72b42df
--- /dev/null
+++ b/layers.py
@@ -0,0 +1,212 @@
+import tensorflow as tf
+import numpy as np
+
+flags = tf.flags
+FLAGS = flags.FLAGS
+latent_dim = 128
+hidden_decoder_dim = 512
+
+# global unique layer ID dictionary for layer name assignment
+_LAYER_UIDS = {}
+
+
+def get_layer_uid(layer_name=''):
+    """Helper function, assigns unique layer IDs
+    """
+    if layer_name not in _LAYER_UIDS:
+        _LAYER_UIDS[layer_name] = 1
+        return 1
+    else:
+        _LAYER_UIDS[layer_name] += 1
+        return _LAYER_UIDS[layer_name]
+
+
+def dropout_sparse(x, keep_prob, num_nonzero_elems):
+    """Dropout for sparse tensors. Currently fails for very large sparse tensors (>1M elements)
+    """
+    noise_shape = [num_nonzero_elems]
+    random_tensor = keep_prob
+    random_tensor += tf.random_uniform(noise_shape)
+    dropout_mask = tf.cast(tf.floor(random_tensor), dtype=tf.bool)
+    pre_out = tf.sparse_retain(x, dropout_mask)
+    return pre_out * (1. / keep_prob)
+
+
+class Layer(object):
+    """Base layer class. Defines basic API for all layer objects.
+
+    # Properties
+        name: String, defines the variable scope of the layer.
+
+    # Methods
+        _call(inputs): Defines computation graph of layer
+            (i.e. takes input, returns output)
+        __call__(inputs): Wrapper for _call()
+    """
+
+    def __init__(self, **kwargs):
+        allowed_kwargs = {'name', 'logging'}
+        for kwarg in kwargs.keys():
+            assert kwarg in allowed_kwargs, 'Invalid keyword argument: ' + kwarg
+        name = kwargs.get('name')
+        if not name:
+            layer = self.__class__.__name__.lower()
+            name = layer + '_' + str(get_layer_uid(layer))
+        self.name = name
+        self.vars = {}
+        logging = kwargs.get('logging', False)
+        self.logging = logging
+        self.issparse = False
+
+    def _call(self, inputs):
+        return inputs
+
+    def __call__(self, inputs):
+        with tf.name_scope(self.name):
+            outputs = self._call(inputs)
+            return outputs
+
+
+class GraphConvolution(Layer):
+    """Basic graph convolution layer for undirected graph without edge labels."""
+
+    def __init__(self, input_dim, output_dim, adj, dropout=0., act=tf.nn.relu, **kwargs):
+        super(GraphConvolution, self).__init__(**kwargs)
+        with tf.variable_scope(self.name + '_vars'):
+            self.vars['weights'] = weight_variable_glorot(input_dim, output_dim, name="weights")
+        self.dropout = dropout
+        self.adj = adj
+        self.act = act
+
+    def _call(self, inputs):
+        x = inputs
+        x = tf.nn.dropout(x, 1 - self.dropout)
+        x = tf.matmul(x, self.vars['weights'])
+        x = tf.sparse_tensor_dense_matmul(self.adj, x)
+        outputs = self.act(x)
+        return outputs
+
+
+class GraphConvolutionSparse(Layer):
+    """Graph convolution layer for sparse inputs."""
+
+    def __init__(self, input_dim, output_dim, adj, features_nonzero, dropout=0., act=tf.nn.relu, **kwargs):
+        super(GraphConvolutionSparse, self).__init__(**kwargs)
+        with tf.variable_scope(self.name + '_vars'):
+            self.vars['weights'] = weight_variable_glorot(input_dim, output_dim, name="weights")
+        self.dropout = dropout
+        self.adj = adj
+        self.act = act
+        self.issparse = True
+        self.features_nonzero = features_nonzero
+
+    def _call(self, inputs):
+        x = inputs
+        x = dropout_sparse(x, 1 - self.dropout, self.features_nonzero)
+        x = tf.sparse_tensor_dense_matmul(x, self.vars['weights'])
+        x = tf.sparse_tensor_dense_matmul(self.adj, x)
+        outputs = self.act(x)
+        return outputs
+
+
+class Dense(Layer):
+    """Dense layer."""
+
+    def __init__(self, input_dim, output_dim, dropout=0.,
+                 act=tf.nn.relu, placeholders=None, bias=True,
+                 sparse_inputs=False, **kwargs):
+        super(Dense, self).__init__(**kwargs)
+        self.dropout = dropout
+        self.act = act
+        self.input_dim = input_dim
+        self.output_dim = output_dim
+        self.bias = bias
+        # helper variable for sparse dropout
+        self.sparse_inputs = sparse_inputs
+
+        with tf.variable_scope(self.name + '_vars'):
+            self.vars['weights'] = tf.get_variable('weights', shape=(input_dim, output_dim),
+                                         dtype=tf.float32,
+                                         initializer=tf.contrib.layers.xavier_initializer(),
+                                         regularizer=tf.contrib.layers.l2_regularizer(FLAGS.weight_decay))
+            if self.bias:
+                self.vars['bias'] = tf.Variable(tf.zeros([output_dim], dtype=tf.float32), name='bias')
+
+        if self.logging:
+            self._log_vars()
+
+    def _call(self, inputs):
+        x = inputs
+
+        if self.sparse_inputs:
+            output = tf.sparse_tensor_dense_matmul(x, self.vars['weights'])
+        else:
+            output = tf.matmul(x, self.vars['weights'])
+
+        # bias
+        if self.bias:
+            output += self.vars['bias']
+
+        return self.act(output)
+
+
+class InnerProductDecoder(Layer):
+    """Decoder model layer for link prediction."""
+
+    def __init__(self, input_dim, dropout=0., act=tf.nn.sigmoid, **kwargs):
+        super(InnerProductDecoder, self).__init__(**kwargs)
+        self.dropout = dropout
+        self.act = act
+
+    def _call(self, inputs):
+        inputs = tf.nn.dropout(inputs, 1 - self.dropout)
+        print("inputs.shape:", inputs)
+        x = tf.transpose(inputs)
+        x = tf.matmul(inputs, x)
+        print("x = tf.matmul(inputs, x):", x)
+
+        x = tf.reshape(x, [-1])
+        outputs = self.act(x)
+        return outputs
+
+
+def weight_variable_glorot(input_dim, output_dim, name=""):
+    """Create a weight variable with Glorot & Bengio (AISTATS 2010)
+    initialization.
+    """
+    init_range = np.sqrt(6.0 / (input_dim + output_dim))
+    initial = tf.random_uniform([input_dim, output_dim], minval=-init_range,
+                                maxval=init_range, dtype=tf.float32)
+    return tf.Variable(initial, name=name)
+
+
+def bais_variable_glorot(output_dim, name=""):
+    """Create a weight variable with Glorot & Bengio (AISTATS 2010)
+    initialization.
+    """
+    init_range = np.sqrt(6.0 / (output_dim))
+    initial = tf.random_uniform([output_dim], minval=-init_range,
+                                maxval=init_range, dtype=tf.float32)
+    return tf.Variable(initial, name=name)
+
+
+class InnerDecoder(Layer):
+    """Decoder model layer for link prediction."""
+
+    def __init__(self, input_dim, dropout=0., act=tf.nn.sigmoid, **kwargs):
+        super(InnerDecoder, self).__init__(**kwargs)
+        self.dropout = dropout
+        self.input_dim = input_dim
+        self.act = act
+
+    def _call(self, inputs):
+        z_u, z_a = inputs
+        z_u = tf.nn.dropout(z_u, 1 - self.dropout)
+        z_u_t = tf.transpose(z_u)
+        x = tf.matmul(z_u, z_u_t)
+        # x = tf.reshape(x, [-1])
+        z_a_t = tf.transpose(tf.nn.dropout(z_a, 1 - self.dropout))
+        y = tf.matmul(z_u, z_a_t)
+        edge_outputs = tf.reshape(self.act(x), [-1])
+        attri_outputs = tf.reshape(self.act(y), [-1])
+        return edge_outputs, attri_outputs
diff --git a/model.py b/model.py
new file mode 100644
index 0000000..c9cb88b
--- /dev/null
+++ b/model.py
@@ -0,0 +1,99 @@
+from layers import GraphConvolution, GraphConvolutionSparse, InnerDecoder, Dense
+import tensorflow as tf
+
+flags = tf.flags
+FLAGS = flags.FLAGS
+
+
+class Model(object):
+
+    def __init__(self, **kwargs):
+        allowed_kwargs = {'name', 'logging'}
+        for kwarg in kwargs.keys():
+            assert kwarg in allowed_kwargs, 'Invalid keyword argument: ' + kwarg
+
+        for kwarg in kwargs.keys():
+            assert kwarg in allowed_kwargs, 'Invalid keyword argument: ' + kwarg
+        name = kwargs.get('name')
+        if not name:
+            name = self.__class__.__name__.lower()
+        self.name = name
+
+        logging = kwargs.get('logging', False)
+        self.logging = logging
+
+        self.vars = {}
+
+    def _build(self):
+        raise NotImplementedError
+
+    def build(self):
+        """ Wrapper for _build() """
+        with tf.variable_scope(self.name):
+            self._build()
+        variables = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope=self.name)
+        self.vars = {var.name: var for var in variables}
+
+    def fit(self):
+        pass
+
+    def predict(self):
+        pass
+
+
+class CAN(Model):
+
+    def __init__(self, placeholders, num_features, num_nodes, features_nonzero, **kwargs):
+        super(CAN, self).__init__(**kwargs)
+
+        self.inputs = placeholders['features']
+        self.input_dim = num_features
+        self.features_nonzero = features_nonzero
+        self.n_samples = num_nodes
+        self.adj = placeholders['adj']
+        self.dropout = placeholders['dropout']
+        self.build()
+
+    def _build(self):
+        self.hidden1 = GraphConvolutionSparse(input_dim=self.input_dim,
+                                              output_dim=FLAGS.hidden1,
+                                              adj=self.adj,
+                                              features_nonzero=self.features_nonzero,
+                                              act=tf.nn.relu,
+                                              dropout=self.dropout,
+                                              logging=self.logging)(self.inputs)
+                                              
+        self.hidden2 = Dense(input_dim=self.n_samples,
+                                              output_dim=FLAGS.hidden1,
+                                              act=tf.nn.tanh,
+                                              sparse_inputs=True,
+                                              dropout=self.dropout)(tf.sparse_transpose(self.inputs))
+        self.z_u_mean = GraphConvolution(input_dim=FLAGS.hidden1,
+                                       output_dim=FLAGS.hidden2,
+                                       adj=self.adj,
+                                       act=lambda x: x,
+                                       dropout=self.dropout,
+                                       logging=self.logging)(self.hidden1)
+
+        self.z_u_log_std = GraphConvolution(input_dim=FLAGS.hidden1,
+                                          output_dim=FLAGS.hidden2,
+                                          adj=self.adj,
+                                          act=lambda x: x,
+                                          dropout=self.dropout,
+                                          logging=self.logging)(self.hidden1)
+        self.z_a_mean = Dense(input_dim=FLAGS.hidden1,
+                                       output_dim=FLAGS.hidden2,
+                                       act=lambda x: x,
+                                       dropout=self.dropout)(self.hidden2)
+
+        self.z_a_log_std = Dense(input_dim=FLAGS.hidden1,
+                                          output_dim=FLAGS.hidden2,
+                                          act=lambda x: x,
+                                          dropout=self.dropout)(self.hidden2)
+
+        self.z_u = self.z_u_mean + tf.random_normal([self.n_samples, FLAGS.hidden2]) * tf.exp(self.z_u_log_std)
+        self.z_a = self.z_a_mean + tf.random_normal([self.input_dim, FLAGS.hidden2]) * tf.exp(self.z_a_log_std)
+
+        self.reconstructions = InnerDecoder(input_dim=FLAGS.hidden2,
+                                      act=lambda x: x,
+                                      logging=self.logging)((self.z_u, self.z_a))
diff --git a/optimizer.py b/optimizer.py
new file mode 100644
index 0000000..076e7cd
--- /dev/null
+++ b/optimizer.py
@@ -0,0 +1,33 @@
+import tensorflow as tf
+
+flags = tf.flags
+FLAGS = flags.FLAGS
+
+class OptimizerCAN(object):
+
+    def __init__(self, preds, labels, model, num_nodes, num_features, pos_weight_u, norm_u, pos_weight_a, norm_a):
+        preds_sub_u, preds_sub_a = preds
+        labels_sub_u, labels_sub_a = labels
+        self.cost_u = norm_u * tf.reduce_mean(tf.nn.weighted_cross_entropy_with_logits(logits=preds_sub_u, targets=labels_sub_u, pos_weight=pos_weight_u))
+        self.cost_a = norm_a * tf.reduce_mean(tf.nn.weighted_cross_entropy_with_logits(logits=preds_sub_a, targets=labels_sub_a, pos_weight=pos_weight_a))
+
+        self.optimizer = tf.train.AdamOptimizer(learning_rate=FLAGS.learning_rate)  # Adam Optimizer
+
+        # Latent loss
+        self.log_lik = self.cost_u + self.cost_a
+        self.kl_u = (0.5 / num_nodes) * tf.reduce_mean(tf.reduce_sum(1 + 2 * model.z_u_log_std - tf.square(model.z_u_mean) - 
+                                                                   tf.square(tf.exp(model.z_u_log_std)), 1))
+        self.kl_a = (0.5 / num_features) * tf.reduce_mean(tf.reduce_sum(1 + 2 * model.z_a_log_std - tf.square(model.z_a_mean) - 
+                                                                   tf.square(tf.exp(model.z_a_log_std)), 1))
+        self.kl = self.kl_u + self.kl_a
+        
+        self.cost = self.log_lik - self.kl
+
+        self.opt_op = self.optimizer.minimize(self.cost)
+        self.grads_vars = self.optimizer.compute_gradients(self.cost)
+
+        self.correct_prediction_u = tf.equal(tf.cast(tf.greater_equal(tf.sigmoid(preds_sub_u), 0.5), tf.int32),
+                                           tf.cast(labels_sub_u, tf.int32))
+        self.correct_prediction_a = tf.equal(tf.cast(tf.greater_equal(tf.sigmoid(preds_sub_a), 0.5), tf.int32),
+                                           tf.cast(labels_sub_a, tf.int32))
+        self.accuracy = tf.reduce_mean(tf.cast(self.correct_prediction_u, tf.float32)) + tf.reduce_mean(tf.cast(self.correct_prediction_a, tf.float32))
diff --git a/preprocessing.py b/preprocessing.py
new file mode 100644
index 0000000..262d2df
--- /dev/null
+++ b/preprocessing.py
@@ -0,0 +1,132 @@
+import numpy as np
+import scipy.sparse as sp
+
+
+def sparse_to_tuple(sparse_mx):
+    if not sp.isspmatrix_coo(sparse_mx):
+        sparse_mx = sparse_mx.tocoo()
+    coords = np.vstack((sparse_mx.row, sparse_mx.col)).transpose()
+    values = sparse_mx.data
+    shape = sparse_mx.shape
+    return coords, values, shape
+
+
+def preprocess_graph(adj):
+    adj = sp.coo_matrix(adj)
+    adj_ = adj + sp.eye(adj.shape[0])
+    rowsum = np.array(adj_.sum(1))
+    degree_mat_inv_sqrt = sp.diags(np.power(rowsum, -0.5).flatten())
+    adj_normalized = adj_.dot(degree_mat_inv_sqrt).transpose().dot(degree_mat_inv_sqrt).tocoo()
+    return sparse_to_tuple(adj_normalized)
+
+
+def construct_feed_dict(adj_normalized, adj, features, features_orig, placeholders):
+    # construct feed dictionary
+    feed_dict = dict()
+    feed_dict.update({placeholders['features']: features})
+    feed_dict.update({placeholders['features_orig']: features_orig})
+    feed_dict.update({placeholders['adj']: adj_normalized})
+    feed_dict.update({placeholders['adj_orig']: adj})
+    return feed_dict
+
+
+def mask_test_edges(adj):
+    adj_row = adj.nonzero()[0]
+    adj_col = adj.nonzero()[1]
+    edges = []
+    edges_dic = {}
+    for i in range(len(adj_row)):
+        edges.append([adj_row[i], adj_col[i]])
+        edges_dic[(adj_row[i], adj_col[i])] = 1
+    false_edges_dic = {}
+    num_test = int(np.floor(len(edges) / 10.))
+    num_val = int(np.floor(len(edges) / 20.))
+    all_edge_idx = np.arange(len(edges))
+    np.random.shuffle(all_edge_idx)
+    val_edge_idx = all_edge_idx[:num_val]
+    test_edge_idx = all_edge_idx[num_val:(num_val + num_test)]
+    edges = np.array(edges)
+    test_edges = edges[test_edge_idx]
+    val_edges = edges[val_edge_idx]
+    train_edges = np.delete(edges, np.hstack([test_edge_idx, val_edge_idx]), axis=0)
+    test_edges_false = []
+    val_edges_false = []
+    while len(test_edges_false) < num_test or len(val_edges_false) < num_val:
+        i = np.random.randint(0, adj.shape[0])
+        j = np.random.randint(0, adj.shape[0])
+        if (i, j) in edges_dic:
+            continue
+        if (j, i) in edges_dic:
+            continue
+        if (i, j) in false_edges_dic:
+            continue
+        if (j, i) in false_edges_dic:
+            continue
+        else:
+            false_edges_dic[(i, j)] = 1
+            false_edges_dic[(j, i)] = 1
+        if np.random.random_sample() > 0.333 :
+            if len(test_edges_false) < num_test :
+                test_edges_false.append((i, j))
+            else:
+                if len(val_edges_false) < num_val :
+                    val_edges_false.append([i, j])
+        else:
+            if len(val_edges_false) < num_val :
+                val_edges_false.append([i, j])
+            else:
+                if len(test_edges_false) < num_test :
+                    test_edges_false.append([i, j])
+    
+    data = np.ones(train_edges.shape[0])
+    adj_train = sp.csr_matrix((data, (train_edges[:, 0], train_edges[:, 1])), shape=adj.shape)
+    adj_train = adj_train + adj_train.T
+    return adj_train, train_edges, val_edges, val_edges_false, test_edges, test_edges_false
+
+
+def mask_test_feas(features):
+    fea_row = features.nonzero()[0]
+    fea_col = features.nonzero()[1]
+    feas = []
+    feas_dic = {}
+    for i in range(len(fea_row)):
+        feas.append([fea_row[i], fea_col[i]])
+        feas_dic[(fea_row[i], fea_col[i])] = 1
+    false_feas_dic = {}
+    num_test = int(np.floor(len(feas) / 10.))
+    num_val = int(np.floor(len(feas) / 20.))
+    all_fea_idx = np.arange(len(feas))
+    np.random.shuffle(all_fea_idx)
+    val_fea_idx = all_fea_idx[:num_val]
+    test_fea_idx = all_fea_idx[num_val:(num_val + num_test)]
+    feas = np.array(feas)
+    test_feas = feas[test_fea_idx]
+    val_feas = feas[val_fea_idx]
+    train_feas = np.delete(feas, np.hstack([test_fea_idx, val_fea_idx]), axis=0)
+    test_feas_false = []
+    val_feas_false = []
+    while len(test_feas_false) < num_test or len(val_feas_false) < num_val:
+        i = np.random.randint(0, features.shape[0])
+        j = np.random.randint(0, features.shape[1])
+        if (i, j) in feas_dic:
+            continue
+        if (i, j) in false_feas_dic:
+            continue
+        else:
+            false_feas_dic[(i, j)] = 1
+        if np.random.random_sample() > 0.333 :
+            if len(test_feas_false) < num_test :
+                test_feas_false.append([i, j])
+            else:
+                if len(val_feas_false) < num_val :
+                    val_feas_false.append([i, j])
+        else:
+            if len(val_feas_false) < num_val :
+                val_feas_false.append([i, j])
+            else:
+                if len(test_feas_false) < num_test :
+                    test_feas_false.append([i, j])
+    data = np.ones(train_feas.shape[0])
+    fea_train = sp.csr_matrix((data, (train_feas[:, 0], train_feas[:, 1])), shape=features.shape)
+    return fea_train, train_feas, val_feas, val_feas_false, test_feas, test_feas_false
+
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diff --git a/train.py b/train.py
new file mode 100644
index 0000000..e36cf18
--- /dev/null
+++ b/train.py
@@ -0,0 +1,200 @@
+from __future__ import division
+from __future__ import print_function
+import time
+import os
+import tensorflow as tf
+import numpy as np
+import scipy.sparse as sp
+from sklearn.metrics import roc_auc_score
+from sklearn.metrics import average_precision_score
+from optimizer import  OptimizerCAN
+from input_data import load_AN
+from model import CAN
+from preprocessing import preprocess_graph, construct_feed_dict, sparse_to_tuple, mask_test_edges, mask_test_feas
+# Train on CPU (hide GPU) due to memory constraints
+os.environ['CUDA_VISIBLE_DEVICES'] = ""
+# Settings
+flags = tf.flags
+FLAGS = flags.FLAGS
+flags.DEFINE_float('learning_rate', 0.01, 'Initial learning rate.')
+flags.DEFINE_integer('epochs', 200, 'Number of epochs to train.')
+flags.DEFINE_integer('hidden1', 64, 'Number of units in hidden layer 1.')
+flags.DEFINE_integer('hidden2', 32, 'Number of units in hidden layer 2.')
+flags.DEFINE_float('weight_decay', 0., 'Weight for L2 loss on embedding matrix.')
+flags.DEFINE_float('dropout', 0., 'Dropout rate (1 - keep probability).')
+flags.DEFINE_string('dataset', 'facebook', 'Dataset string.')
+
+dataset_str = FLAGS.dataset
+weight_decay = FLAGS.weight_decay
+# Load data
+adj, features = load_AN(dataset_str)
+adj_orig = adj
+adj_orig = adj_orig - sp.dia_matrix((adj_orig.diagonal()[np.newaxis, :], [0]), shape=adj_orig.shape)
+adj_orig.eliminate_zeros()
+
+adj_train, train_edges, val_edges, val_edges_false, test_edges, test_edges_false = mask_test_edges(adj)
+fea_train, train_feas, val_feas, val_feas_false, test_feas, test_feas_false = mask_test_feas(features)
+
+adj = adj_train
+features_orig = features
+features = sp.lil_matrix(features)
+
+link_predic_result_file = "result/AGAE_{}.res".format(dataset_str)
+embedding_node_mean_result_file = "result/AGAE_{}_n_mu.emb".format(dataset_str)
+embedding_attr_mean_result_file = "result/AGAE_{}_a_mu.emb".format(dataset_str)
+embedding_node_var_result_file = "result/AGAE_{}_n_sig.emb".format(dataset_str)
+embedding_attr_var_result_file = "result/AGAE_{}_a_sig.emb".format(dataset_str)
+
+adj_norm = preprocess_graph(adj)
+
+# Define placeholders
+placeholders = {
+    'features': tf.sparse_placeholder(tf.float32),
+    'adj': tf.sparse_placeholder(tf.float32),
+    'adj_orig': tf.sparse_placeholder(tf.float32),
+    'features_orig': tf.sparse_placeholder(tf.float32),
+    'dropout': tf.placeholder_with_default(0., shape=())
+}
+
+num_nodes = adj.shape[0]
+features = sparse_to_tuple(features.tocoo())
+num_features = features[2][1]
+features_nonzero = features[1].shape[0]
+
+# Create model
+model = CAN(placeholders, num_features, num_nodes, features_nonzero)
+pos_weight_u = float(adj.shape[0] * adj.shape[0] - adj.sum()) / adj.sum()
+norm_u = adj.shape[0] * adj.shape[0] / float((adj.shape[0] * adj.shape[0] - adj.sum()) * 2)
+pos_weight_a = float(features[2][0] * features[2][1] - len(features[1])) / len(features[1])
+norm_a = features[2][0] * features[2][1] / float((features[2][0] * features[2][1] - len(features[1])) * 2)
+# Optimizer
+with tf.name_scope('optimizer'):
+    opt = OptimizerCAN(preds=model.reconstructions,
+                       labels=(tf.reshape(tf.sparse_tensor_to_dense(placeholders['adj_orig'], validate_indices=False), [-1]),
+                                tf.reshape(tf.sparse_tensor_to_dense(placeholders['features_orig'], validate_indices=False), [-1])),
+                       model=model,
+                       num_nodes=num_nodes,
+                       num_features=num_features,
+                       pos_weight_u=pos_weight_u,
+                       norm_u=norm_u,
+                       pos_weight_a=pos_weight_a,
+                       norm_a=norm_a)
+# Initialize session
+sess = tf.Session()
+sess.run(tf.global_variables_initializer())
+
+cost_val = []
+acc_val = []
+
+
+def get_roc_score(edges_pos, edges_neg):
+
+    def sigmoid(x):
+        x = np.clip(x, -500, 500)
+        return 1.0 / (1 + np.exp(-x))
+
+    # Predict on test set of edges
+    adj_rec = sess.run(model.reconstructions[0], feed_dict=feed_dict).reshape([num_nodes, num_nodes])
+    preds = []
+    pos = []
+    for e in edges_pos:
+        preds.append(sigmoid(adj_rec[e[0], e[1]]))
+        pos.append(adj_orig[e[0], e[1]])
+    
+    preds_neg = []
+    neg = []
+    for e in edges_neg:
+        preds_neg.append(sigmoid(adj_rec[e[0], e[1]]))
+        neg.append(adj_orig[e[0], e[1]])
+
+    preds_all = np.hstack([preds, preds_neg])
+    labels_all = np.hstack([np.ones(len(preds)), np.zeros(len(preds))])
+    roc_score = roc_auc_score(labels_all, preds_all)
+    ap_score = average_precision_score(labels_all, preds_all)
+
+    return roc_score, ap_score
+
+
+def get_roc_score_a(feas_pos, feas_neg):
+
+    def sigmoid(x):
+        x = np.clip(x, -500, 500)
+        return 1.0 / (1 + np.exp(-x))
+
+    # Predict on test set of edges
+    fea_rec = sess.run(model.reconstructions[1], feed_dict=feed_dict).reshape([num_nodes, num_features])
+    preds = []
+    pos = []
+    for e in feas_pos:
+        preds.append(sigmoid(fea_rec[e[0], e[1]]))
+        pos.append(features_orig[e[0], e[1]])
+
+    preds_neg = []
+    neg = []
+    for e in feas_neg:
+        preds_neg.append(sigmoid(fea_rec[e[0], e[1]]))
+        neg.append(features_orig[e[0], e[1]])
+
+    preds_all = np.hstack([preds, preds_neg])
+    labels_all = np.hstack([np.ones(len(preds)), np.zeros(len(preds))])
+    roc_score = roc_auc_score(labels_all, preds_all)
+    ap_score = average_precision_score(labels_all, preds_all)
+
+    return roc_score, ap_score
+
+
+cost_val = []
+acc_val = []
+val_roc_score = []
+
+adj_label = adj_train + sp.eye(adj_train.shape[0])
+adj_label = sparse_to_tuple(adj_label)
+features_label = sparse_to_tuple(features_orig)
+
+# Train model
+for epoch in range(FLAGS.epochs):
+
+    t = time.time()
+    # Construct feed dictionary
+    feed_dict = construct_feed_dict(adj_norm, adj_label, features, features_label, placeholders)
+    feed_dict.update({placeholders['dropout']: FLAGS.dropout})
+    # Run single weight update
+    outs = sess.run([opt.opt_op, opt.cost, opt.accuracy, opt.log_lik, opt.kl], feed_dict=feed_dict)
+
+    # Compute average loss
+    avg_cost = outs[1]
+    avg_accuracy = outs[2]
+    log_lik = outs[3]
+    kl = outs[4]
+    roc_curr, ap_curr = get_roc_score(val_edges, val_edges_false)
+    roc_curr_a, ap_curr_a = get_roc_score_a(val_feas, val_feas_false)
+    val_roc_score.append(roc_curr)
+
+    print("Epoch:", '%04d' % (epoch + 1),
+          "train_loss=", "{:.5f}".format(avg_cost),
+          "log_lik=", "{:.5f}".format(log_lik),
+          "KL=", "{:.5f}".format(kl),
+          "train_acc=", "{:.5f}".format(avg_accuracy),
+          "val_edge_roc=", "{:.5f}".format(val_roc_score[-1]),
+          "val_edge_ap=", "{:.5f}".format(ap_curr),
+          "val_attr_roc=", "{:.5f}".format(roc_curr_a),
+          "val_attr_ap=", "{:.5f}".format(ap_curr_a),
+          "time=", "{:.5f}".format(time.time() - t))
+
+print("Optimization Finished!")
+    
+roc_score, ap_score = get_roc_score(test_edges, test_edges_false)
+roc_score_a, ap_score_a = get_roc_score_a(test_feas, test_feas_false)
+
+z_u_mean = sess.run(model.z_u_mean, feed_dict=feed_dict)
+z_a_mean = sess.run(model.z_a_mean, feed_dict=feed_dict)
+np.save(embedding_node_mean_result_file, z_u_mean)
+np.save(embedding_attr_mean_result_file, z_a_mean)
+z_u_log_std = sess.run(model.z_u_log_std, feed_dict=feed_dict)
+z_a_log_std = sess.run(model.z_a_log_std, feed_dict=feed_dict)
+np.save(embedding_node_var_result_file, z_u_log_std)
+np.save(embedding_attr_var_result_file, z_a_log_std)    
+print('Test edge ROC score: ' + str(roc_score))
+print('Test edge AP score: ' + str(ap_score))
+print('Test attr ROC score: ' + str(roc_score_a))
+print('Test attr AP score: ' + str(ap_score_a))