id	sid	tid	token	lemma	pos
fcis-7689	1	1	frontiers	frontier	NOUN
fcis-7689	1	2	in	in	ADP
fcis-7689	1	3	computing	computing	NOUN
fcis-7689	1	4	and	and	CCONJ
fcis-7689	1	5	intelligent	intelligent	ADJ
fcis-7689	1	6	systems	system	NOUN
fcis-7689	1	7	issn	issn	VERB
fcis-7689	1	8	:	:	PUNCT
fcis-7689	1	9	2832	2832	NUM
fcis-7689	1	10	-	-	SYM
fcis-7689	1	11	6024	6024	NUM
fcis-7689	1	12	|	|	NOUN
fcis-7689	1	13	vol	vol	NOUN
fcis-7689	1	14	.	.	PROPN
fcis-7689	2	1	3	3	NUM
fcis-7689	2	2	,	,	PUNCT
fcis-7689	2	3	no	no	INTJ
fcis-7689	2	4	.	.	NOUN
fcis-7689	2	5	2	2	NUM
fcis-7689	2	6	,	,	PUNCT
fcis-7689	2	7	2023	2023	NUM
fcis-7689	2	8	133	133	NUM
fcis-7689	2	9	a	a	DET
fcis-7689	2	10	distributed	distribute	VERB
fcis-7689	2	11	streaming	streaming	NOUN
fcis-7689	2	12	computing	computing	NOUN
fcis-7689	2	13	model	model	NOUN
fcis-7689	2	14	management	management	NOUN
fcis-7689	2	15	system	system	NOUN
fcis-7689	2	16	shangyu	shangyu	VERB
fcis-7689	2	17	zhao1	zhao1	PROPN
fcis-7689	2	18	,	,	PUNCT
fcis-7689	2	19	ping	ping	NOUN
fcis-7689	2	20	lin2	lin2	PROPN
fcis-7689	2	21	1	1	NUM
fcis-7689	2	22	wenzhou	wenzhou	PROPN
fcis-7689	2	23	polytechnic	polytechnic	PROPN
fcis-7689	2	24	,	,	PUNCT
fcis-7689	2	25	wenzhou	wenzhou	PROPN
fcis-7689	2	26	,	,	PUNCT
fcis-7689	2	27	china	china	PROPN
fcis-7689	2	28	2	2	NUM
fcis-7689	2	29	zhejiang	zhejiang	PROPN
fcis-7689	2	30	industry	industry	PROPN
fcis-7689	2	31	&	&	CCONJ
fcis-7689	2	32	trade	trade	PROPN
fcis-7689	2	33	vocational	vocational	PROPN
fcis-7689	2	34	college	college	PROPN
fcis-7689	2	35	,	,	PUNCT
fcis-7689	2	36	wenzhou	wenzhou	PROPN
fcis-7689	2	37	,	,	PUNCT
fcis-7689	2	38	china	china	PROPN
fcis-7689	2	39	abstract	abstract	NOUN
fcis-7689	2	40	:	:	PUNCT
fcis-7689	2	41	iot	iot	PROPN
fcis-7689	2	42	big	big	ADJ
fcis-7689	2	43	data	datum	NOUN
fcis-7689	2	44	has	have	VERB
fcis-7689	2	45	many	many	ADJ
fcis-7689	2	46	dimensions	dimension	NOUN
fcis-7689	2	47	,	,	PUNCT
fcis-7689	2	48	many	many	ADJ
fcis-7689	2	49	business	business	NOUN
fcis-7689	2	50	types	type	NOUN
fcis-7689	2	51	and	and	CCONJ
fcis-7689	2	52	many	many	ADJ
fcis-7689	2	53	customized	customized	ADJ
fcis-7689	2	54	requirements	requirement	NOUN
fcis-7689	2	55	,	,	PUNCT
fcis-7689	2	56	and	and	CCONJ
fcis-7689	2	57	each	each	DET
fcis-7689	2	58	business	business	NOUN
fcis-7689	2	59	needs	need	VERB
fcis-7689	2	60	to	to	PART
fcis-7689	2	61	be	be	AUX
fcis-7689	2	62	implemented	implement	VERB
fcis-7689	2	63	using	use	VERB
fcis-7689	2	64	a	a	DET
fcis-7689	2	65	stream	stream	NOUN
fcis-7689	2	66	computing	computing	NOUN
fcis-7689	2	67	model	model	NOUN
fcis-7689	2	68	with	with	ADP
fcis-7689	2	69	a	a	DET
fcis-7689	2	70	wide	wide	ADJ
fcis-7689	2	71	variety	variety	NOUN
fcis-7689	2	72	of	of	ADP
fcis-7689	2	73	stream	stream	NOUN
fcis-7689	2	74	computing	computing	NOUN
fcis-7689	2	75	models	model	NOUN
fcis-7689	2	76	.	.	PUNCT
fcis-7689	3	1	this	this	DET
fcis-7689	3	2	paper	paper	NOUN
fcis-7689	3	3	proposes	propose	VERB
fcis-7689	3	4	a	a	DET
fcis-7689	3	5	management	management	NOUN
fcis-7689	3	6	method	method	NOUN
fcis-7689	3	7	for	for	ADP
fcis-7689	3	8	streaming	streaming	NOUN
fcis-7689	3	9	computing	computing	NOUN
fcis-7689	3	10	models	model	NOUN
fcis-7689	3	11	,	,	PUNCT
fcis-7689	3	12	which	which	PRON
fcis-7689	3	13	can	can	AUX
fcis-7689	3	14	dynamically	dynamically	ADV
fcis-7689	3	15	manage	manage	VERB
fcis-7689	3	16	streaming	streaming	NOUN
fcis-7689	3	17	computing	computing	NOUN
fcis-7689	3	18	models	model	NOUN
fcis-7689	3	19	and	and	CCONJ
fcis-7689	3	20	achieve	achieve	VERB
fcis-7689	3	21	hot	hot	ADJ
fcis-7689	3	22	loading	loading	NOUN
fcis-7689	3	23	of	of	ADP
fcis-7689	3	24	streaming	streaming	NOUN
fcis-7689	3	25	computing	computing	NOUN
fcis-7689	3	26	models	model	NOUN
fcis-7689	3	27	.	.	PUNCT
fcis-7689	4	1	this	this	PRON
fcis-7689	4	2	makes	make	VERB
fcis-7689	4	3	it	it	PRON
fcis-7689	4	4	easier	easy	ADJ
fcis-7689	4	5	to	to	PART
fcis-7689	4	6	manage	manage	VERB
fcis-7689	4	7	computational	computational	ADJ
fcis-7689	4	8	models	model	NOUN
fcis-7689	4	9	in	in	ADP
fcis-7689	4	10	a	a	DET
fcis-7689	4	11	streaming	streaming	NOUN
fcis-7689	4	12	computing	compute	VERB
fcis-7689	4	13	cluster	cluster	NOUN
fcis-7689	4	14	.	.	PUNCT
fcis-7689	5	1	keywords	keyword	NOUN
fcis-7689	5	2	:	:	PUNCT
fcis-7689	5	3	distributed	distribute	VERB
fcis-7689	5	4	system	system	NOUN
fcis-7689	5	5	;	;	PUNCT
fcis-7689	5	6	streaming	streaming	NOUN
fcis-7689	5	7	compute	compute	NOUN
fcis-7689	5	8	;	;	PUNCT
fcis-7689	5	9	class	class	NOUN
fcis-7689	5	10	loader	loader	NOUN
fcis-7689	5	11	.	.	PUNCT
fcis-7689	6	1	1	1	X
fcis-7689	6	2	.	.	X
fcis-7689	6	3	introduction	introduction	NOUN
fcis-7689	6	4	with	with	ADP
fcis-7689	6	5	the	the	DET
fcis-7689	6	6	rapid	rapid	ADJ
fcis-7689	6	7	development	development	NOUN
fcis-7689	6	8	of	of	ADP
fcis-7689	6	9	iot	iot	PROPN
fcis-7689	6	10	big	big	ADJ
fcis-7689	6	11	data	datum	NOUN
fcis-7689	6	12	,	,	PUNCT
fcis-7689	6	13	more	more	ADJ
fcis-7689	6	14	and	and	CCONJ
fcis-7689	6	15	more	more	ADJ
fcis-7689	6	16	front	front	ADJ
fcis-7689	6	17	-	-	PUNCT
fcis-7689	6	18	end	end	NOUN
fcis-7689	6	19	collection	collection	NOUN
fcis-7689	6	20	devices	device	NOUN
fcis-7689	6	21	are	be	AUX
fcis-7689	6	22	producing	produce	VERB
fcis-7689	6	23	huge	huge	ADJ
fcis-7689	6	24	amounts	amount	NOUN
fcis-7689	6	25	of	of	ADP
fcis-7689	6	26	iot	iot	PROPN
fcis-7689	6	27	data	datum	NOUN
fcis-7689	6	28	all	all	DET
fcis-7689	6	29	the	the	DET
fcis-7689	6	30	time	time	NOUN
fcis-7689	6	31	[	[	X
fcis-7689	6	32	1	1	NUM
fcis-7689	6	33	]	]	PUNCT
fcis-7689	6	34	.	.	PUNCT
fcis-7689	7	1	this	this	DET
fcis-7689	7	2	iot	iot	PROPN
fcis-7689	7	3	data	datum	NOUN
fcis-7689	7	4	flows	flow	VERB
fcis-7689	7	5	like	like	ADP
fcis-7689	7	6	water	water	NOUN
fcis-7689	7	7	into	into	ADP
fcis-7689	7	8	the	the	DET
fcis-7689	7	9	data	datum	NOUN
fcis-7689	7	10	centre	centre	NOUN
fcis-7689	7	11	or	or	CCONJ
fcis-7689	7	12	business	business	NOUN
fcis-7689	7	13	system	system	NOUN
fcis-7689	7	14	,	,	PUNCT
fcis-7689	7	15	which	which	PRON
fcis-7689	7	16	then	then	ADV
fcis-7689	7	17	processes	process	VERB
fcis-7689	7	18	the	the	DET
fcis-7689	7	19	iot	iot	PROPN
fcis-7689	7	20	data	data	PROPN
fcis-7689	7	21	.	.	PUNCT
fcis-7689	8	1	the	the	DET
fcis-7689	8	2	data	data	NOUN
fcis-7689	8	3	centre	centre	NOUN
fcis-7689	8	4	or	or	CCONJ
fcis-7689	8	5	business	business	NOUN
fcis-7689	8	6	system	system	NOUN
fcis-7689	8	7	uses	use	VERB
fcis-7689	8	8	a	a	DET
fcis-7689	8	9	stream	stream	NOUN
fcis-7689	8	10	computing	computing	NOUN
fcis-7689	8	11	model	model	NOUN
fcis-7689	8	12	to	to	PART
fcis-7689	8	13	process	process	VERB
fcis-7689	8	14	the	the	DET
fcis-7689	8	15	iot	iot	ADJ
fcis-7689	8	16	big	big	ADJ
fcis-7689	8	17	data	datum	NOUN
fcis-7689	8	18	,	,	PUNCT
fcis-7689	8	19	but	but	CCONJ
fcis-7689	8	20	there	there	PRON
fcis-7689	8	21	are	be	VERB
fcis-7689	8	22	many	many	ADJ
fcis-7689	8	23	dimensions	dimension	NOUN
fcis-7689	8	24	of	of	ADP
fcis-7689	8	25	iot	iot	ADJ
fcis-7689	8	26	big	big	ADJ
fcis-7689	8	27	data	datum	NOUN
fcis-7689	8	28	,	,	PUNCT
fcis-7689	8	29	many	many	ADJ
fcis-7689	8	30	types	type	NOUN
fcis-7689	8	31	of	of	ADP
fcis-7689	8	32	business	business	NOUN
fcis-7689	8	33	and	and	CCONJ
fcis-7689	8	34	many	many	ADJ
fcis-7689	8	35	customized	customized	ADJ
fcis-7689	8	36	requirements	requirement	NOUN
fcis-7689	8	37	,	,	PUNCT
fcis-7689	8	38	each	each	DET
fcis-7689	8	39	business	business	NOUN
fcis-7689	8	40	needs	need	VERB
fcis-7689	8	41	to	to	PART
fcis-7689	8	42	use	use	VERB
fcis-7689	8	43	a	a	DET
fcis-7689	8	44	stream	stream	NOUN
fcis-7689	8	45	computing	computing	NOUN
fcis-7689	8	46	model	model	NOUN
fcis-7689	8	47	to	to	PART
fcis-7689	8	48	implement	implement	VERB
fcis-7689	8	49	,	,	PUNCT
fcis-7689	8	50	and	and	CCONJ
fcis-7689	8	51	there	there	PRON
fcis-7689	8	52	are	be	VERB
fcis-7689	8	53	many	many	ADJ
fcis-7689	8	54	kinds	kind	NOUN
fcis-7689	8	55	of	of	ADP
fcis-7689	8	56	stream	stream	NOUN
fcis-7689	8	57	computing	computing	NOUN
fcis-7689	8	58	models	model	NOUN
fcis-7689	8	59	.	.	PUNCT
fcis-7689	9	1	the	the	DET
fcis-7689	9	2	current	current	ADJ
fcis-7689	9	3	common	common	ADJ
fcis-7689	9	4	streaming	streaming	NOUN
fcis-7689	9	5	computing	computing	NOUN
fcis-7689	9	6	engines	engine	NOUN
fcis-7689	9	7	,	,	PUNCT
fcis-7689	9	8	such	such	ADJ
fcis-7689	9	9	as	as	ADP
fcis-7689	9	10	flink	flink	PROPN
fcis-7689	9	11	and	and	CCONJ
fcis-7689	9	12	spark	spark	VERB
fcis-7689	9	13	streaming	streaming	NOUN
fcis-7689	9	14	[	[	X
fcis-7689	9	15	3	3	NUM
fcis-7689	9	16	]	]	PUNCT
fcis-7689	9	17	,	,	PUNCT
fcis-7689	9	18	mostly	mostly	ADV
fcis-7689	9	19	adopt	adopt	VERB
fcis-7689	9	20	the	the	DET
fcis-7689	9	21	manual	manual	ADJ
fcis-7689	9	22	online	online	ADJ
fcis-7689	9	23	approach	approach	NOUN
fcis-7689	9	24	to	to	PART
fcis-7689	9	25	install	install	VERB
fcis-7689	9	26	the	the	DET
fcis-7689	9	27	streaming	streaming	NOUN
fcis-7689	9	28	computing	computing	NOUN
fcis-7689	9	29	models	model	NOUN
fcis-7689	9	30	on	on	ADP
fcis-7689	9	31	the	the	DET
fcis-7689	9	32	computing	compute	VERB
fcis-7689	9	33	nodes	node	NOUN
fcis-7689	9	34	of	of	ADP
fcis-7689	9	35	data	datum	NOUN
fcis-7689	9	36	centres	centre	NOUN
fcis-7689	9	37	or	or	CCONJ
fcis-7689	9	38	business	business	NOUN
fcis-7689	9	39	systems	system	NOUN
fcis-7689	9	40	[	[	X
fcis-7689	9	41	4	4	NUM
fcis-7689	9	42	]	]	PUNCT
fcis-7689	9	43	,	,	PUNCT
fcis-7689	9	44	and	and	CCONJ
fcis-7689	9	45	there	there	PRON
fcis-7689	9	46	is	be	VERB
fcis-7689	9	47	no	no	DET
fcis-7689	9	48	effective	effective	ADJ
fcis-7689	9	49	management	management	NOUN
fcis-7689	9	50	and	and	CCONJ
fcis-7689	9	51	scheduling	scheduling	NOUN
fcis-7689	9	52	method	method	NOUN
fcis-7689	9	53	for	for	ADP
fcis-7689	9	54	streaming	streaming	NOUN
fcis-7689	9	55	computing	computing	NOUN
fcis-7689	9	56	models	model	NOUN
fcis-7689	9	57	,	,	PUNCT
fcis-7689	9	58	which	which	PRON
fcis-7689	9	59	makes	make	VERB
fcis-7689	9	60	the	the	DET
fcis-7689	9	61	development	development	NOUN
fcis-7689	9	62	and	and	CCONJ
fcis-7689	9	63	management	management	NOUN
fcis-7689	9	64	of	of	ADP
fcis-7689	9	65	streaming	streaming	NOUN
fcis-7689	9	66	computing	computing	NOUN
fcis-7689	9	67	models	model	NOUN
fcis-7689	9	68	difficult	difficult	ADJ
fcis-7689	10	1	[	[	X
fcis-7689	10	2	5	5	NUM
fcis-7689	10	3	]	]	PUNCT
fcis-7689	10	4	.	.	PUNCT
fcis-7689	11	1	in	in	ADP
fcis-7689	11	2	this	this	DET
fcis-7689	11	3	paper	paper	NOUN
fcis-7689	11	4	,	,	PUNCT
fcis-7689	11	5	we	we	PRON
fcis-7689	11	6	propose	propose	VERB
fcis-7689	11	7	a	a	DET
fcis-7689	11	8	management	management	NOUN
fcis-7689	11	9	method	method	NOUN
fcis-7689	11	10	for	for	ADP
fcis-7689	11	11	streaming	streaming	NOUN
fcis-7689	11	12	computing	computing	NOUN
fcis-7689	11	13	models	model	NOUN
fcis-7689	11	14	,	,	PUNCT
fcis-7689	11	15	which	which	PRON
fcis-7689	11	16	enables	enable	VERB
fcis-7689	11	17	hot	hot	ADJ
fcis-7689	11	18	loading	loading	NOUN
fcis-7689	11	19	of	of	ADP
fcis-7689	11	20	computing	computing	NOUN
fcis-7689	11	21	models	model	NOUN
fcis-7689	11	22	by	by	ADP
fcis-7689	11	23	means	mean	NOUN
fcis-7689	11	24	of	of	ADP
fcis-7689	11	25	custom	custom	NOUN
fcis-7689	11	26	classloader	classloader	NOUN
fcis-7689	11	27	,	,	PUNCT
fcis-7689	11	28	and	and	CCONJ
fcis-7689	11	29	design	design	VERB
fcis-7689	11	30	a	a	DET
fcis-7689	11	31	distributed	distribute	VERB
fcis-7689	11	32	management	management	NOUN
fcis-7689	11	33	mechanism	mechanism	NOUN
fcis-7689	11	34	that	that	PRON
fcis-7689	11	35	can	can	AUX
fcis-7689	11	36	manage	manage	VERB
fcis-7689	11	37	computing	computing	NOUN
fcis-7689	11	38	models	model	NOUN
fcis-7689	11	39	in	in	ADP
fcis-7689	11	40	a	a	DET
fcis-7689	11	41	distributed	distribute	VERB
fcis-7689	11	42	system	system	NOUN
fcis-7689	11	43	,	,	PUNCT
fcis-7689	11	44	and	and	CCONJ
fcis-7689	11	45	computing	computing	NOUN
fcis-7689	11	46	models	model	NOUN
fcis-7689	11	47	can	can	AUX
fcis-7689	11	48	be	be	AUX
fcis-7689	11	49	synchronized	synchronize	VERB
fcis-7689	11	50	up	up	ADP
fcis-7689	11	51	and	and	CCONJ
fcis-7689	11	52	down	down	ADV
fcis-7689	11	53	in	in	ADP
fcis-7689	11	54	each	each	DET
fcis-7689	11	55	computing	compute	VERB
fcis-7689	11	56	node	node	NOUN
fcis-7689	11	57	in	in	ADP
fcis-7689	11	58	the	the	DET
fcis-7689	11	59	distributed	distribute	VERB
fcis-7689	11	60	system	system	NOUN
fcis-7689	11	61	.	.	PUNCT
fcis-7689	12	1	2	2	X
fcis-7689	12	2	.	.	X
fcis-7689	12	3	system	system	NOUN
fcis-7689	12	4	architecture	architecture	NOUN
fcis-7689	12	5	the	the	DET
fcis-7689	12	6	model	model	NOUN
fcis-7689	12	7	management	management	NOUN
fcis-7689	12	8	architecture	architecture	NOUN
fcis-7689	12	9	as	as	ADP
fcis-7689	12	10	a	a	DET
fcis-7689	12	11	whole	whole	ADJ
fcis-7689	12	12	consists	consist	VERB
fcis-7689	12	13	of	of	ADP
fcis-7689	12	14	interface	interface	NOUN
fcis-7689	12	15	,	,	PUNCT
fcis-7689	12	16	model	model	NOUN
fcis-7689	12	17	library	library	NOUN
fcis-7689	12	18	,	,	PUNCT
fcis-7689	12	19	messaging	message	VERB
fcis-7689	12	20	module	module	NOUN
fcis-7689	12	21	,	,	PUNCT
fcis-7689	12	22	model	model	NOUN
fcis-7689	12	23	loading	loading	NOUN
fcis-7689	12	24	module	module	NOUN
fcis-7689	12	25	and	and	CCONJ
fcis-7689	12	26	redis	redis	NOUN
fcis-7689	12	27	database	database	NOUN
fcis-7689	12	28	,	,	PUNCT
fcis-7689	12	29	and	and	CCONJ
fcis-7689	12	30	the	the	DET
fcis-7689	12	31	overall	overall	ADJ
fcis-7689	12	32	architecture	architecture	NOUN
fcis-7689	12	33	is	be	AUX
fcis-7689	12	34	shown	show	VERB
fcis-7689	12	35	in	in	ADP
fcis-7689	12	36	the	the	DET
fcis-7689	12	37	figure	figure	NOUN
fcis-7689	12	38	1	1	NUM
fcis-7689	12	39	.	.	PUNCT
fcis-7689	12	40	figure	figure	NOUN
fcis-7689	12	41	1	1	NUM
fcis-7689	12	42	.	.	PUNCT
fcis-7689	12	43	overall	overall	ADJ
fcis-7689	12	44	system	system	NOUN
fcis-7689	12	45	architecture	architecture	NOUN
fcis-7689	12	46	2.1	2.1	NUM
fcis-7689	12	47	.	.	PUNCT
fcis-7689	13	1	streaming	streaming	NOUN
fcis-7689	13	2	computing	compute	VERB
fcis-7689	13	3	model	model	NOUN
fcis-7689	13	4	generally	generally	ADV
fcis-7689	13	5	,	,	PUNCT
fcis-7689	13	6	streaming	stream	VERB
fcis-7689	13	7	computational	computational	ADJ
fcis-7689	13	8	models	model	NOUN
fcis-7689	13	9	are	be	AUX
fcis-7689	13	10	developed	develop	VERB
fcis-7689	13	11	by	by	ADP
fcis-7689	13	12	jvm	jvm	NOUN
fcis-7689	13	13	based	base	VERB
fcis-7689	13	14	programming	programming	NOUN
fcis-7689	13	15	languages	language	NOUN
fcis-7689	13	16	such	such	ADJ
fcis-7689	13	17	as	as	ADP
fcis-7689	13	18	java	java	PROPN
fcis-7689	13	19	and	and	CCONJ
fcis-7689	13	20	scala	scala	PROPN
fcis-7689	13	21	,	,	PUNCT
fcis-7689	13	22	and	and	CCONJ
fcis-7689	13	23	executable	executable	ADJ
fcis-7689	13	24	computational	computational	ADJ
fcis-7689	13	25	models	model	NOUN
fcis-7689	13	26	consist	consist	VERB
fcis-7689	13	27	of	of	ADP
fcis-7689	13	28	mutated	mutate	VERB
fcis-7689	13	29	jar	jar	NOUN
fcis-7689	13	30	files	file	NOUN
fcis-7689	13	31	and	and	CCONJ
fcis-7689	13	32	their	their	PRON
fcis-7689	13	33	configuration	configuration	NOUN
fcis-7689	13	34	files	file	NOUN
fcis-7689	13	35	.	.	PUNCT
fcis-7689	14	1	in	in	ADP
fcis-7689	14	2	this	this	DET
fcis-7689	14	3	paper	paper	NOUN
fcis-7689	14	4	,	,	PUNCT
fcis-7689	14	5	the	the	DET
fcis-7689	14	6	targeted	target	VERB
fcis-7689	14	7	computational	computational	ADJ
fcis-7689	14	8	model	model	NOUN
fcis-7689	14	9	refers	refer	VERB
fcis-7689	14	10	to	to	ADP
fcis-7689	14	11	the	the	DET
fcis-7689	14	12	compiled	compile	VERB
fcis-7689	14	13	application	application	NOUN
fcis-7689	14	14	developed	develop	VERB
fcis-7689	14	15	by	by	ADP
fcis-7689	14	16	a	a	DET
fcis-7689	14	17	jvm	jvm	NOUN
fcis-7689	14	18	based	base	VERB
fcis-7689	14	19	language	language	NOUN
fcis-7689	14	20	.	.	PUNCT
fcis-7689	15	1	managed	manage	VERB
fcis-7689	15	2	computational	computational	ADJ
fcis-7689	15	3	models	model	NOUN
fcis-7689	15	4	include	include	VERB
fcis-7689	15	5	model	model	NOUN
fcis-7689	15	6	files	file	NOUN
fcis-7689	15	7	,	,	PUNCT
fcis-7689	15	8	model	model	NOUN
fcis-7689	15	9	configurations	configuration	NOUN
fcis-7689	15	10	,	,	PUNCT
fcis-7689	15	11	model	model	NOUN
fcis-7689	15	12	metadata	metadata	PROPN
fcis-7689	15	13	.	.	PUNCT
fcis-7689	16	1	2.2	2.2	NUM
fcis-7689	16	2	.	.	PUNCT
fcis-7689	16	3	interface	interface	VERB
fcis-7689	16	4	all	all	DET
fcis-7689	16	5	operations	operation	NOUN
fcis-7689	16	6	on	on	ADP
fcis-7689	16	7	the	the	DET
fcis-7689	16	8	streaming	streaming	NOUN
fcis-7689	16	9	model	model	NOUN
fcis-7689	16	10	are	be	AUX
fcis-7689	16	11	submitted	submit	VERB
fcis-7689	16	12	via	via	ADP
fcis-7689	16	13	the	the	DET
fcis-7689	16	14	external	external	ADJ
fcis-7689	16	15	interface	interface	NOUN
fcis-7689	16	16	.	.	PUNCT
fcis-7689	17	1	the	the	DET
fcis-7689	17	2	interfaces	interface	NOUN
fcis-7689	17	3	can	can	AUX
fcis-7689	17	4	be	be	AUX
fcis-7689	17	5	divided	divide	VERB
fcis-7689	17	6	into	into	ADP
fcis-7689	17	7	6	6	NUM
fcis-7689	17	8	types	type	NOUN
fcis-7689	17	9	according	accord	VERB
fcis-7689	17	10	to	to	ADP
fcis-7689	17	11	their	their	PRON
fcis-7689	17	12	function	function	NOUN
fcis-7689	17	13	:	:	PUNCT
fcis-7689	17	14	add	add	VERB
fcis-7689	17	15	models	model	NOUN
fcis-7689	17	16	,	,	PUNCT
fcis-7689	17	17	update	update	NOUN
fcis-7689	17	18	models	model	NOUN
fcis-7689	17	19	,	,	PUNCT
fcis-7689	17	20	delete	delete	ADJ
fcis-7689	17	21	models	model	NOUN
fcis-7689	17	22	,	,	PUNCT
fcis-7689	17	23	online	online	ADJ
fcis-7689	17	24	models	model	NOUN
fcis-7689	17	25	,	,	PUNCT
fcis-7689	17	26	offline	offline	ADJ
fcis-7689	17	27	models	model	NOUN
fcis-7689	17	28	and	and	CCONJ
fcis-7689	17	29	query	query	NOUN
fcis-7689	17	30	models	model	NOUN
fcis-7689	17	31	.	.	PUNCT
fcis-7689	18	1	the	the	DET
fcis-7689	18	2	cluster	cluster	NOUN
fcis-7689	18	3	has	have	VERB
fcis-7689	18	4	a	a	DET
fcis-7689	18	5	centreless	centreless	NOUN
fcis-7689	18	6	design	design	NOUN
fcis-7689	18	7	,	,	PUNCT
fcis-7689	18	8	where	where	SCONJ
fcis-7689	18	9	the	the	DET
fcis-7689	18	10	user	user	NOUN
fcis-7689	18	11	sends	send	VERB
fcis-7689	18	12	a	a	DET
fcis-7689	18	13	request	request	NOUN
fcis-7689	18	14	to	to	ADP
fcis-7689	18	15	any	any	DET
fcis-7689	18	16	node	node	NOUN
fcis-7689	18	17	in	in	ADP
fcis-7689	18	18	the	the	DET
fcis-7689	18	19	cluster	cluster	NOUN
fcis-7689	18	20	,	,	PUNCT
fcis-7689	18	21	and	and	CCONJ
fcis-7689	18	22	the	the	DET
fcis-7689	18	23	request	request	NOUN
fcis-7689	18	24	is	be	AUX
fcis-7689	18	25	broadcast	broadcast	VERB
fcis-7689	18	26	and	and	CCONJ
fcis-7689	18	27	forwarded	forward	VERB
fcis-7689	18	28	throughout	throughout	ADP
fcis-7689	18	29	the	the	DET
fcis-7689	18	30	cluster	cluster	NOUN
fcis-7689	18	31	.	.	PUNCT
fcis-7689	19	1	2.2.1	2.2.1	NUM
fcis-7689	19	2	.	.	PUNCT
fcis-7689	19	3	add	add	VERB
fcis-7689	19	4	models	model	NOUN
fcis-7689	19	5	add	add	VERB
fcis-7689	19	6	a	a	DET
fcis-7689	19	7	new	new	ADJ
fcis-7689	19	8	model	model	NOUN
fcis-7689	19	9	file	file	NOUN
fcis-7689	19	10	to	to	ADP
fcis-7689	19	11	the	the	DET
fcis-7689	19	12	model	model	NOUN
fcis-7689	19	13	library	library	NOUN
fcis-7689	19	14	,	,	PUNCT
fcis-7689	19	15	and	and	CCONJ
fcis-7689	19	16	after	after	SCONJ
fcis-7689	19	17	the	the	DET
fcis-7689	19	18	model	model	NOUN
fcis-7689	19	19	passes	pass	VERB
fcis-7689	19	20	the	the	DET
fcis-7689	19	21	verification	verification	NOUN
fcis-7689	19	22	,	,	PUNCT
fcis-7689	19	23	call	call	VERB
fcis-7689	19	24	the	the	DET
fcis-7689	19	25	broadcast	broadcast	NOUN
fcis-7689	19	26	module	module	NOUN
fcis-7689	19	27	to	to	PART
fcis-7689	19	28	notify	notify	VERB
fcis-7689	19	29	other	other	ADJ
fcis-7689	19	30	nodes	node	NOUN
fcis-7689	19	31	to	to	PART
fcis-7689	19	32	download	download	VERB
fcis-7689	19	33	the	the	DET
fcis-7689	19	34	added	add	VERB
fcis-7689	19	35	model	model	NOUN
fcis-7689	19	36	from	from	ADP
fcis-7689	19	37	the	the	DET
fcis-7689	19	38	model	model	NOUN
fcis-7689	19	39	library	library	NOUN
fcis-7689	19	40	.	.	PUNCT
fcis-7689	20	1	2.2.2	2.2.2	X
fcis-7689	20	2	.	.	PUNCT
fcis-7689	20	3	update	update	NOUN
fcis-7689	20	4	models	model	NOUN
fcis-7689	20	5	update	update	VERB
fcis-7689	20	6	the	the	DET
fcis-7689	20	7	existing	exist	VERB
fcis-7689	20	8	model	model	NOUN
fcis-7689	20	9	in	in	ADP
fcis-7689	20	10	the	the	DET
fcis-7689	20	11	current	current	ADJ
fcis-7689	20	12	system	system	NOUN
fcis-7689	20	13	,	,	PUNCT
fcis-7689	20	14	update	update	VERB
fcis-7689	20	15	the	the	DET
fcis-7689	20	16	file	file	NOUN
fcis-7689	20	17	in	in	ADP
fcis-7689	20	18	the	the	DET
fcis-7689	20	19	model	model	NOUN
fcis-7689	20	20	library	library	NOUN
fcis-7689	20	21	,	,	PUNCT
fcis-7689	20	22	and	and	CCONJ
fcis-7689	20	23	after	after	SCONJ
fcis-7689	20	24	the	the	DET
fcis-7689	20	25	model	model	NOUN
fcis-7689	20	26	passes	pass	VERB
fcis-7689	20	27	the	the	DET
fcis-7689	20	28	verification	verification	NOUN
fcis-7689	20	29	,	,	PUNCT
fcis-7689	20	30	call	call	VERB
fcis-7689	20	31	the	the	DET
fcis-7689	20	32	broadcast	broadcast	NOUN
fcis-7689	20	33	module	module	NOUN
fcis-7689	20	34	to	to	PART
fcis-7689	20	35	notify	notify	VERB
fcis-7689	20	36	other	other	ADJ
fcis-7689	20	37	nodes	node	NOUN
fcis-7689	20	38	to	to	PART
fcis-7689	20	39	download	download	VERB
fcis-7689	20	40	the	the	DET
fcis-7689	20	41	updated	update	VERB
fcis-7689	20	42	model	model	NOUN
fcis-7689	20	43	from	from	ADP
fcis-7689	20	44	the	the	DET
fcis-7689	20	45	model	model	NOUN
fcis-7689	20	46	library	library	NOUN
fcis-7689	20	47	.	.	PUNCT
fcis-7689	21	1	2.2.3	2.2.3	X
fcis-7689	21	2	.	.	PUNCT
fcis-7689	21	3	delete	delete	ADJ
fcis-7689	21	4	models	model	NOUN
fcis-7689	21	5	delete	delete	VERB
fcis-7689	21	6	m	m	VERB
fcis-7689	21	7	delete	delete	VERB
fcis-7689	21	8	the	the	DET
fcis-7689	21	9	existing	exist	VERB
fcis-7689	21	10	model	model	NOUN
fcis-7689	21	11	in	in	ADP
fcis-7689	21	12	the	the	DET
fcis-7689	21	13	current	current	ADJ
fcis-7689	21	14	system	system	NOUN
fcis-7689	21	15	,	,	PUNCT
fcis-7689	21	16	after	after	SCONJ
fcis-7689	21	17	the	the	DET
fcis-7689	21	18	model	model	NOUN
fcis-7689	21	19	passes	pass	VERB
fcis-7689	21	20	the	the	DET
fcis-7689	21	21	verification	verification	NOUN
fcis-7689	21	22	,	,	PUNCT
fcis-7689	21	23	research	research	VERB
fcis-7689	21	24	the	the	DET
fcis-7689	21	25	broadcast	broadcast	NOUN
fcis-7689	21	26	module	module	NOUN
fcis-7689	21	27	,	,	PUNCT
fcis-7689	21	28	each	each	DET
fcis-7689	21	29	node	node	NOUN
fcis-7689	21	30	in	in	ADP
fcis-7689	21	31	the	the	DET
fcis-7689	21	32	cluster	cluster	NOUN
fcis-7689	21	33	delete	delete	VERB
fcis-7689	21	34	the	the	DET
fcis-7689	21	35	model	model	NOUN
fcis-7689	21	36	in	in	ADP
fcis-7689	21	37	the	the	DET
fcis-7689	21	38	model	model	NOUN
fcis-7689	21	39	library	library	NOUN
fcis-7689	21	40	.	.	PUNCT
fcis-7689	22	1	2.2.4	2.2.4	NUM
fcis-7689	22	2	.	.	PUNCT
fcis-7689	22	3	online	online	ADJ
fcis-7689	22	4	models	model	NOUN
fcis-7689	22	5	bring	bring	VERB
fcis-7689	22	6	models	model	NOUN
fcis-7689	22	7	that	that	PRON
fcis-7689	22	8	are	be	AUX
fcis-7689	22	9	already	already	ADV
fcis-7689	22	10	in	in	ADP
fcis-7689	22	11	the	the	DET
fcis-7689	22	12	model	model	NOUN
fcis-7689	22	13	library	library	PROPN
fcis-7689	22	14	online	online	ADV
fcis-7689	22	15	,	,	PUNCT
fcis-7689	22	16	load	load	VERB
fcis-7689	22	17	the	the	DET
fcis-7689	22	18	models	model	NOUN
fcis-7689	22	19	in	in	ADP
fcis-7689	22	20	memory	memory	NOUN
fcis-7689	22	21	so	so	SCONJ
fcis-7689	22	22	that	that	SCONJ
fcis-7689	22	23	they	they	PRON
fcis-7689	22	24	can	can	AUX
fcis-7689	22	25	start	start	VERB
fcis-7689	22	26	processing	process	VERB
fcis-7689	22	27	streaming	streaming	NOUN
fcis-7689	22	28	data	datum	NOUN
fcis-7689	22	29	.	.	PUNCT
fcis-7689	23	1	2.2.5	2.2.5	X
fcis-7689	23	2	.	.	X
fcis-7689	23	3	offline	offline	ADJ
fcis-7689	23	4	models	model	NOUN
fcis-7689	23	5	offline	offline	ADJ
fcis-7689	23	6	models	model	NOUN
fcis-7689	23	7	:	:	PUNCT
fcis-7689	23	8	take	take	VERB
fcis-7689	23	9	models	model	NOUN
fcis-7689	23	10	that	that	PRON
fcis-7689	23	11	are	be	AUX
fcis-7689	23	12	currently	currently	ADV
fcis-7689	23	13	online	online	ADJ
fcis-7689	23	14	offline	offline	ADJ
fcis-7689	23	15	so	so	SCONJ
fcis-7689	23	16	that	that	SCONJ
fcis-7689	23	17	they	they	PRON
fcis-7689	23	18	no	no	ADV
fcis-7689	23	19	longer	long	ADV
fcis-7689	23	20	process	process	VERB
fcis-7689	23	21	streaming	streaming	NOUN
fcis-7689	23	22	data	datum	NOUN
fcis-7689	23	23	.	.	PUNCT
fcis-7689	24	1	134	134	NUM
fcis-7689	24	2	2.2.6	2.2.6	NUM
fcis-7689	24	3	.	.	PUNCT
fcis-7689	24	4	query	query	NOUN
fcis-7689	24	5	models	model	NOUN
fcis-7689	24	6	query	query	VERB
fcis-7689	24	7	the	the	DET
fcis-7689	24	8	current	current	ADJ
fcis-7689	24	9	model	model	NOUN
fcis-7689	24	10	’s	’s	PART
fcis-7689	24	11	metadata	metadata	NOUN
fcis-7689	24	12	and	and	CCONJ
fcis-7689	24	13	status	status	NOUN
fcis-7689	24	14	in	in	ADP
fcis-7689	24	15	the	the	DET
fcis-7689	24	16	system	system	NOUN
fcis-7689	24	17	.	.	PUNCT
fcis-7689	25	1	with	with	ADP
fcis-7689	25	2	the	the	DET
fcis-7689	25	3	above	above	ADJ
fcis-7689	25	4	6	6	NUM
fcis-7689	25	5	types	type	NOUN
fcis-7689	25	6	of	of	ADP
fcis-7689	25	7	interfaces	interface	NOUN
fcis-7689	25	8	,	,	PUNCT
fcis-7689	25	9	users	user	NOUN
fcis-7689	25	10	can	can	AUX
fcis-7689	25	11	complete	complete	VERB
fcis-7689	25	12	a	a	DET
fcis-7689	25	13	unified	unified	ADJ
fcis-7689	25	14	style	style	NOUN
fcis-7689	25	15	of	of	ADP
fcis-7689	25	16	management	management	NOUN
fcis-7689	25	17	of	of	ADP
fcis-7689	25	18	stream	stream	NOUN
fcis-7689	25	19	computing	computing	NOUN
fcis-7689	25	20	models	model	NOUN
fcis-7689	25	21	,	,	PUNCT
fcis-7689	25	22	or	or	CCONJ
fcis-7689	25	23	develop	develop	VERB
fcis-7689	25	24	ui	ui	NOUN
fcis-7689	25	25	interfaces	interface	NOUN
fcis-7689	25	26	based	base	VERB
fcis-7689	25	27	on	on	ADP
fcis-7689	25	28	the	the	DET
fcis-7689	25	29	interfaces	interface	NOUN
fcis-7689	25	30	for	for	ADP
fcis-7689	25	31	more	more	ADV
fcis-7689	25	32	convenient	convenient	ADJ
fcis-7689	25	33	management	management	NOUN
fcis-7689	25	34	of	of	ADP
fcis-7689	25	35	streaming	streaming	NOUN
fcis-7689	25	36	computing	computing	NOUN
fcis-7689	25	37	models	model	NOUN
fcis-7689	25	38	.	.	PUNCT
fcis-7689	26	1	2.3	2.3	NUM
fcis-7689	26	2	.	.	PUNCT
fcis-7689	26	3	model	model	NOUN
fcis-7689	26	4	library	library	PROPN
fcis-7689	26	5	as	as	ADP
fcis-7689	26	6	a	a	DET
fcis-7689	26	7	lightweight	lightweight	ADJ
fcis-7689	26	8	streaming	streaming	NOUN
fcis-7689	26	9	model	model	NOUN
fcis-7689	26	10	management	management	NOUN
fcis-7689	26	11	system	system	NOUN
fcis-7689	26	12	,	,	PUNCT
fcis-7689	26	13	distributed	distribute	VERB
fcis-7689	26	14	file	file	NOUN
fcis-7689	26	15	systems	system	NOUN
fcis-7689	26	16	such	such	ADJ
fcis-7689	26	17	as	as	ADP
fcis-7689	26	18	hdfs	hdfs	NOUN
fcis-7689	26	19	[	[	X
fcis-7689	26	20	6	6	NUM
fcis-7689	26	21	]	]	PUNCT
fcis-7689	26	22	and	and	CCONJ
fcis-7689	26	23	ceph[7	ceph[7	NUM
fcis-7689	26	24	]	]	PUNCT
fcis-7689	26	25	are	be	AUX
fcis-7689	26	26	not	not	PART
fcis-7689	26	27	used	use	VERB
fcis-7689	26	28	as	as	ADP
fcis-7689	26	29	model	model	NOUN
fcis-7689	26	30	repositories	repository	NOUN
fcis-7689	26	31	,	,	PUNCT
fcis-7689	26	32	cause	cause	VERB
fcis-7689	26	33	these	these	DET
fcis-7689	26	34	systems	system	NOUN
fcis-7689	26	35	would	would	AUX
fcis-7689	26	36	greatly	greatly	ADV
fcis-7689	26	37	increase	increase	VERB
fcis-7689	26	38	the	the	DET
fcis-7689	26	39	complexity	complexity	NOUN
fcis-7689	26	40	of	of	ADP
fcis-7689	26	41	the	the	DET
fcis-7689	26	42	system	system	NOUN
fcis-7689	26	43	.	.	PUNCT
fcis-7689	27	1	when	when	SCONJ
fcis-7689	27	2	using	use	VERB
fcis-7689	27	3	the	the	DET
fcis-7689	27	4	local	local	ADJ
fcis-7689	27	5	file	file	NOUN
fcis-7689	27	6	system	system	NOUN
fcis-7689	27	7	as	as	ADP
fcis-7689	27	8	the	the	DET
fcis-7689	27	9	model	model	NOUN
fcis-7689	27	10	repository	repository	NOUN
fcis-7689	27	11	storage	storage	NOUN
fcis-7689	27	12	,	,	PUNCT
fcis-7689	27	13	when	when	SCONJ
fcis-7689	27	14	adding	add	VERB
fcis-7689	27	15	models	model	NOUN
fcis-7689	27	16	,	,	PUNCT
fcis-7689	27	17	updating	update	VERB
fcis-7689	27	18	models	model	NOUN
fcis-7689	27	19	,	,	PUNCT
fcis-7689	27	20	deleting	delete	VERB
fcis-7689	27	21	models	model	NOUN
fcis-7689	27	22	and	and	CCONJ
fcis-7689	27	23	other	other	ADJ
fcis-7689	27	24	operations	operation	NOUN
fcis-7689	27	25	,	,	PUNCT
fcis-7689	27	26	only	only	ADV
fcis-7689	27	27	when	when	SCONJ
fcis-7689	27	28	all	all	DET
fcis-7689	27	29	nodes	node	NOUN
fcis-7689	27	30	in	in	ADP
fcis-7689	27	31	the	the	DET
fcis-7689	27	32	cluster	cluster	NOUN
fcis-7689	27	33	have	have	AUX
fcis-7689	27	34	finished	finish	VERB
fcis-7689	27	35	adding	add	VERB
fcis-7689	27	36	,	,	PUNCT
fcis-7689	27	37	changing	change	VERB
fcis-7689	27	38	and	and	CCONJ
fcis-7689	27	39	deleting	delete	VERB
fcis-7689	27	40	files	file	NOUN
fcis-7689	27	41	in	in	ADP
fcis-7689	27	42	the	the	DET
fcis-7689	27	43	model	model	NOUN
fcis-7689	27	44	repository	repository	NOUN
fcis-7689	27	45	,	,	PUNCT
fcis-7689	27	46	the	the	DET
fcis-7689	27	47	model	model	NOUN
fcis-7689	27	48	operation	operation	NOUN
fcis-7689	27	49	is	be	AUX
fcis-7689	27	50	considered	consider	VERB
fcis-7689	27	51	successful	successful	ADJ
fcis-7689	27	52	and	and	CCONJ
fcis-7689	27	53	the	the	DET
fcis-7689	27	54	model	model	NOUN
fcis-7689	27	55	information	information	NOUN
fcis-7689	27	56	is	be	AUX
fcis-7689	27	57	updated	update	VERB
fcis-7689	27	58	.	.	PUNCT
fcis-7689	28	1	when	when	SCONJ
fcis-7689	28	2	a	a	DET
fcis-7689	28	3	node	node	NOUN
fcis-7689	28	4	is	be	AUX
fcis-7689	28	5	started	start	VERB
fcis-7689	28	6	,	,	PUNCT
fcis-7689	28	7	there	there	PRON
fcis-7689	28	8	may	may	AUX
fcis-7689	28	9	be	be	AUX
fcis-7689	28	10	a	a	DET
fcis-7689	28	11	situation	situation	NOUN
fcis-7689	28	12	that	that	SCONJ
fcis-7689	28	13	the	the	DET
fcis-7689	28	14	model	model	NOUN
fcis-7689	28	15	version	version	NOUN
fcis-7689	28	16	is	be	AUX
fcis-7689	28	17	inconsistent	inconsistent	ADJ
fcis-7689	28	18	with	with	ADP
fcis-7689	28	19	other	other	ADJ
fcis-7689	28	20	nodes	node	NOUN
fcis-7689	28	21	in	in	ADP
fcis-7689	28	22	the	the	DET
fcis-7689	28	23	cluster	cluster	NOUN
fcis-7689	28	24	.	.	PUNCT
fcis-7689	29	1	in	in	ADP
fcis-7689	29	2	this	this	DET
fcis-7689	29	3	case	case	NOUN
fcis-7689	29	4	,	,	PUNCT
fcis-7689	29	5	to	to	PART
fcis-7689	29	6	recover	recover	VERB
fcis-7689	29	7	the	the	DET
fcis-7689	29	8	model	model	NOUN
fcis-7689	29	9	data	datum	NOUN
fcis-7689	29	10	from	from	ADP
fcis-7689	29	11	other	other	ADJ
fcis-7689	29	12	nodes	node	NOUN
fcis-7689	29	13	synchronously	synchronously	ADV
fcis-7689	29	14	,	,	PUNCT
fcis-7689	29	15	find	find	VERB
fcis-7689	29	16	the	the	DET
fcis-7689	29	17	currently	currently	ADV
fcis-7689	29	18	existing	exist	VERB
fcis-7689	29	19	computational	computational	ADJ
fcis-7689	29	20	model	model	NOUN
fcis-7689	29	21	and	and	CCONJ
fcis-7689	29	22	its	its	PRON
fcis-7689	29	23	latest	late	ADJ
fcis-7689	29	24	version	version	NOUN
fcis-7689	29	25	and	and	CCONJ
fcis-7689	29	26	the	the	DET
fcis-7689	29	27	node	node	NOUN
fcis-7689	29	28	where	where	SCONJ
fcis-7689	29	29	it	it	PRON
fcis-7689	29	30	is	be	AUX
fcis-7689	29	31	located	locate	VERB
fcis-7689	29	32	in	in	ADP
fcis-7689	29	33	the	the	DET
fcis-7689	29	34	database	database	NOUN
fcis-7689	29	35	,	,	PUNCT
fcis-7689	29	36	and	and	CCONJ
fcis-7689	29	37	if	if	SCONJ
fcis-7689	29	38	the	the	DET
fcis-7689	29	39	latest	late	ADJ
fcis-7689	29	40	version	version	NOUN
fcis-7689	29	41	is	be	AUX
fcis-7689	29	42	inconsistent	inconsistent	ADJ
fcis-7689	29	43	with	with	ADP
fcis-7689	29	44	the	the	DET
fcis-7689	29	45	local	local	ADJ
fcis-7689	29	46	version	version	NOUN
fcis-7689	29	47	,	,	PUNCT
fcis-7689	29	48	download	download	VERB
fcis-7689	29	49	the	the	DET
fcis-7689	29	50	latest	late	ADJ
fcis-7689	29	51	version	version	NOUN
fcis-7689	29	52	of	of	ADP
fcis-7689	29	53	the	the	DET
fcis-7689	29	54	model	model	NOUN
fcis-7689	29	55	from	from	ADP
fcis-7689	29	56	the	the	DET
fcis-7689	29	57	node	node	NOUN
fcis-7689	29	58	where	where	SCONJ
fcis-7689	29	59	the	the	DET
fcis-7689	29	60	latest	late	ADJ
fcis-7689	29	61	version	version	NOUN
fcis-7689	29	62	of	of	ADP
fcis-7689	29	63	the	the	DET
fcis-7689	29	64	model	model	NOUN
fcis-7689	29	65	is	be	AUX
fcis-7689	29	66	located	locate	VERB
fcis-7689	29	67	.	.	PUNCT
fcis-7689	30	1	2.4	2.4	NUM
fcis-7689	30	2	.	.	PUNCT
fcis-7689	30	3	message	message	NOUN
fcis-7689	30	4	module	module	NOUN
fcis-7689	30	5	when	when	SCONJ
fcis-7689	30	6	an	an	DET
fcis-7689	30	7	operation	operation	NOUN
fcis-7689	30	8	is	be	AUX
fcis-7689	30	9	performed	perform	VERB
fcis-7689	30	10	on	on	ADP
fcis-7689	30	11	a	a	DET
fcis-7689	30	12	model	model	NOUN
fcis-7689	30	13	,	,	PUNCT
fcis-7689	30	14	the	the	DET
fcis-7689	30	15	operation	operation	NOUN
fcis-7689	30	16	request	request	NOUN
fcis-7689	30	17	is	be	AUX
fcis-7689	30	18	first	first	ADV
fcis-7689	30	19	sent	send	VERB
fcis-7689	30	20	to	to	ADP
fcis-7689	30	21	any	any	DET
fcis-7689	30	22	node	node	NOUN
fcis-7689	30	23	,	,	PUNCT
fcis-7689	30	24	and	and	CCONJ
fcis-7689	30	25	then	then	ADV
fcis-7689	30	26	notified	notify	VERB
fcis-7689	30	27	to	to	ADP
fcis-7689	30	28	the	the	DET
fcis-7689	30	29	other	other	ADJ
fcis-7689	30	30	nodes	node	NOUN
fcis-7689	30	31	in	in	ADP
fcis-7689	30	32	the	the	DET
fcis-7689	30	33	cluster	cluster	NOUN
fcis-7689	30	34	through	through	ADP
fcis-7689	30	35	a	a	DET
fcis-7689	30	36	broadcast	broadcast	NOUN
fcis-7689	30	37	and	and	CCONJ
fcis-7689	30	38	subscription	subscription	NOUN
fcis-7689	30	39	mechanism	mechanism	NOUN
fcis-7689	30	40	.	.	PUNCT
fcis-7689	31	1	as	as	SCONJ
fcis-7689	31	2	shown	show	VERB
fcis-7689	31	3	in	in	ADP
fcis-7689	31	4	figure	figure	NOUN
fcis-7689	31	5	2	2	NUM
fcis-7689	31	6	,	,	PUNCT
fcis-7689	31	7	using	use	VERB
fcis-7689	31	8	the	the	DET
fcis-7689	31	9	broadcast	broadcast	NOUN
fcis-7689	31	10	subscription	subscription	NOUN
fcis-7689	31	11	mechanism	mechanism	NOUN
fcis-7689	31	12	of	of	ADP
fcis-7689	31	13	redis	redis	PROPN
fcis-7689	31	14	,	,	PUNCT
fcis-7689	31	15	the	the	DET
fcis-7689	31	16	model	model	NOUN
fcis-7689	31	17	information	information	NOUN
fcis-7689	31	18	,	,	PUNCT
fcis-7689	31	19	operation	operation	NOUN
fcis-7689	31	20	type	type	NOUN
fcis-7689	31	21	and	and	CCONJ
fcis-7689	31	22	node	node	ADJ
fcis-7689	31	23	information	information	NOUN
fcis-7689	31	24	is	be	AUX
fcis-7689	31	25	broadcast	broadcast	VERB
fcis-7689	31	26	to	to	ADP
fcis-7689	31	27	all	all	DET
fcis-7689	31	28	nodes	node	NOUN
fcis-7689	31	29	.	.	PUNCT
fcis-7689	32	1	the	the	DET
fcis-7689	32	2	subscribers	subscriber	NOUN
fcis-7689	32	3	receive	receive	VERB
fcis-7689	32	4	the	the	DET
fcis-7689	32	5	information	information	NOUN
fcis-7689	32	6	about	about	ADP
fcis-7689	32	7	these	these	DET
fcis-7689	32	8	model	model	NOUN
fcis-7689	32	9	operations	operation	NOUN
fcis-7689	32	10	and	and	CCONJ
fcis-7689	32	11	perform	perform	VERB
fcis-7689	32	12	the	the	DET
fcis-7689	32	13	corresponding	correspond	VERB
fcis-7689	32	14	operations	operation	NOUN
fcis-7689	32	15	.	.	PUNCT
fcis-7689	33	1	upon	upon	SCONJ
fcis-7689	33	2	success	success	NOUN
fcis-7689	33	3	,	,	PUNCT
fcis-7689	33	4	the	the	DET
fcis-7689	33	5	node	node	NOUN
fcis-7689	33	6	that	that	PRON
fcis-7689	33	7	received	receive	VERB
fcis-7689	33	8	the	the	DET
fcis-7689	33	9	request	request	NOUN
fcis-7689	33	10	is	be	AUX
fcis-7689	33	11	notified	notify	VERB
fcis-7689	33	12	that	that	SCONJ
fcis-7689	33	13	the	the	DET
fcis-7689	33	14	operation	operation	NOUN
fcis-7689	33	15	was	be	AUX
fcis-7689	33	16	successful	successful	ADJ
fcis-7689	33	17	when	when	SCONJ
fcis-7689	33	18	all	all	DET
fcis-7689	33	19	nodes	node	NOUN
fcis-7689	33	20	in	in	ADP
fcis-7689	33	21	the	the	DET
fcis-7689	33	22	cluster	cluster	NOUN
fcis-7689	33	23	have	have	AUX
fcis-7689	33	24	been	be	AUX
fcis-7689	33	25	executed	execute	VERB
fcis-7689	33	26	.	.	PUNCT
fcis-7689	34	1	the	the	DET
fcis-7689	34	2	same	same	ADJ
fcis-7689	34	3	broadcast	broadcast	NOUN
fcis-7689	34	4	and	and	CCONJ
fcis-7689	34	5	subscription	subscription	NOUN
fcis-7689	34	6	is	be	AUX
fcis-7689	34	7	used	use	VERB
fcis-7689	34	8	when	when	SCONJ
fcis-7689	34	9	going	go	VERB
fcis-7689	34	10	up	up	ADV
fcis-7689	34	11	or	or	CCONJ
fcis-7689	34	12	down	down	ADP
fcis-7689	34	13	the	the	DET
fcis-7689	34	14	model	model	NOUN
fcis-7689	34	15	,	,	PUNCT
fcis-7689	34	16	to	to	PART
fcis-7689	34	17	synchronise	synchronise	VERB
fcis-7689	34	18	information	information	NOUN
fcis-7689	34	19	up	up	ADP
fcis-7689	34	20	and	and	CCONJ
fcis-7689	34	21	down	down	ADP
fcis-7689	34	22	the	the	DET
fcis-7689	34	23	line	line	NOUN
fcis-7689	34	24	throughout	throughout	ADP
fcis-7689	34	25	the	the	DET
fcis-7689	34	26	cluster	cluster	NOUN
fcis-7689	34	27	environment	environment	NOUN
fcis-7689	34	28	.	.	PUNCT
fcis-7689	35	1	figure	figure	NOUN
fcis-7689	35	2	2	2	NUM
fcis-7689	35	3	.	.	PUNCT
fcis-7689	35	4	broadcast	broadcast	NOUN
fcis-7689	35	5	and	and	CCONJ
fcis-7689	35	6	subscribe	subscribe	VERB
fcis-7689	35	7	via	via	ADP
fcis-7689	35	8	redis	redis	PROPN
fcis-7689	35	9	2.5	2.5	NUM
fcis-7689	35	10	.	.	PUNCT
fcis-7689	36	1	model	model	NOUN
fcis-7689	36	2	loading	loading	NOUN
fcis-7689	36	3	module	module	NOUN
fcis-7689	36	4	when	when	SCONJ
fcis-7689	36	5	online	online	ADJ
fcis-7689	36	6	a	a	DET
fcis-7689	36	7	model	model	NOUN
fcis-7689	36	8	,	,	PUNCT
fcis-7689	36	9	model	model	NOUN
fcis-7689	36	10	loading	loading	NOUN
fcis-7689	36	11	module	module	NOUN
fcis-7689	36	12	is	be	AUX
fcis-7689	36	13	required	require	VERB
fcis-7689	36	14	to	to	PART
fcis-7689	36	15	load	load	VERB
fcis-7689	36	16	the	the	DET
fcis-7689	36	17	model	model	NOUN
fcis-7689	36	18	into	into	ADP
fcis-7689	36	19	the	the	DET
fcis-7689	36	20	compute	compute	NOUN
fcis-7689	36	21	server	server	NOUN
fcis-7689	36	22	.	.	PUNCT
fcis-7689	37	1	the	the	DET
fcis-7689	37	2	model	model	NOUN
fcis-7689	37	3	management	management	NOUN
fcis-7689	37	4	system	system	NOUN
fcis-7689	37	5	proposed	propose	VERB
fcis-7689	37	6	in	in	ADP
fcis-7689	37	7	this	this	DET
fcis-7689	37	8	paper	paper	NOUN
fcis-7689	37	9	uses	use	VERB
fcis-7689	37	10	the	the	DET
fcis-7689	37	11	classloader	classloader	NOUN
fcis-7689	37	12	technology	technology	NOUN
fcis-7689	37	13	,	,	PUNCT
fcis-7689	37	14	a	a	DET
fcis-7689	37	15	custom	custom	NOUN
fcis-7689	37	16	classloader	classloader	NOUN
fcis-7689	37	17	inherited	inherit	VERB
fcis-7689	37	18	from	from	ADP
fcis-7689	37	19	the	the	DET
fcis-7689	37	20	system	system	NOUN
fcis-7689	37	21	classloader	classloader	NOUN
fcis-7689	37	22	in	in	ADP
fcis-7689	37	23	java	java	PROPN
fcis-7689	38	1	[	[	X
fcis-7689	38	2	8	8	NUM
fcis-7689	38	3	]	]	PUNCT
fcis-7689	38	4	,	,	PUNCT
fcis-7689	38	5	which	which	PRON
fcis-7689	38	6	enables	enable	VERB
fcis-7689	38	7	hot	hot	ADJ
fcis-7689	38	8	loading	loading	NOUN
fcis-7689	38	9	of	of	ADP
fcis-7689	38	10	jar	jar	NOUN
fcis-7689	38	11	files	file	NOUN
fcis-7689	38	12	.	.	PUNCT
fcis-7689	39	1	as	as	SCONJ
fcis-7689	39	2	shown	show	VERB
fcis-7689	39	3	in	in	ADP
fcis-7689	39	4	figure	figure	NOUN
fcis-7689	39	5	3	3	NUM
fcis-7689	39	6	,	,	PUNCT
fcis-7689	39	7	the	the	DET
fcis-7689	39	8	models	model	NOUN
fcis-7689	39	9	are	be	AUX
fcis-7689	39	10	grouped	group	VERB
fcis-7689	39	11	together	together	ADV
fcis-7689	39	12	and	and	CCONJ
fcis-7689	39	13	each	each	DET
fcis-7689	39	14	group	group	NOUN
fcis-7689	39	15	has	have	VERB
fcis-7689	39	16	its	its	PRON
fcis-7689	39	17	own	own	ADJ
fcis-7689	39	18	classloader	classloader	NOUN
fcis-7689	39	19	,	,	PUNCT
fcis-7689	39	20	so	so	SCONJ
fcis-7689	39	21	that	that	SCONJ
fcis-7689	39	22	even	even	ADV
fcis-7689	39	23	if	if	SCONJ
fcis-7689	39	24	the	the	DET
fcis-7689	39	25	class	class	NOUN
fcis-7689	39	26	names	name	NOUN
fcis-7689	39	27	and	and	CCONJ
fcis-7689	39	28	variable	variable	ADJ
fcis-7689	39	29	names	name	NOUN
fcis-7689	39	30	of	of	ADP
fcis-7689	39	31	the	the	DET
fcis-7689	39	32	models	model	NOUN
fcis-7689	39	33	in	in	ADP
fcis-7689	39	34	different	different	ADJ
fcis-7689	39	35	groups	group	NOUN
fcis-7689	39	36	are	be	AUX
fcis-7689	39	37	the	the	DET
fcis-7689	39	38	same	same	ADJ
fcis-7689	39	39	,	,	PUNCT
fcis-7689	39	40	they	they	PRON
fcis-7689	39	41	do	do	AUX
fcis-7689	39	42	not	not	PART
fcis-7689	39	43	affect	affect	VERB
fcis-7689	39	44	each	each	DET
fcis-7689	39	45	other	other	ADJ
fcis-7689	39	46	,	,	PUNCT
fcis-7689	39	47	thus	thus	ADV
fcis-7689	39	48	achieving	achieve	VERB
fcis-7689	39	49	decoupling	decouple	VERB
fcis-7689	39	50	between	between	ADP
fcis-7689	39	51	models	model	NOUN
fcis-7689	39	52	.	.	PUNCT
fcis-7689	40	1	figure	figure	NOUN
fcis-7689	40	2	3	3	NUM
fcis-7689	40	3	.	.	PUNCT
fcis-7689	40	4	grouped	group	VERB
fcis-7689	40	5	class	class	NOUN
fcis-7689	40	6	loader	loader	PROPN
fcis-7689	40	7	instance	instance	NOUN
fcis-7689	40	8	2.6	2.6	NUM
fcis-7689	40	9	.	.	PUNCT
fcis-7689	41	1	redis	redis	PROPN
fcis-7689	41	2	database	database	NOUN
fcis-7689	41	3	redis	redis	PROPN
fcis-7689	41	4	is	be	AUX
fcis-7689	41	5	the	the	DET
fcis-7689	41	6	only	only	ADJ
fcis-7689	41	7	external	external	ADJ
fcis-7689	41	8	component	component	NOUN
fcis-7689	41	9	required	require	VERB
fcis-7689	41	10	by	by	ADP
fcis-7689	41	11	the	the	DET
fcis-7689	41	12	stream	stream	NOUN
fcis-7689	41	13	computing	computing	NOUN
fcis-7689	41	14	model	model	NOUN
fcis-7689	41	15	management	management	NOUN
fcis-7689	41	16	system	system	NOUN
fcis-7689	41	17	to	to	PART
fcis-7689	41	18	store	store	VERB
fcis-7689	41	19	system	system	NOUN
fcis-7689	41	20	metadata	metadata	NOUN
fcis-7689	41	21	,	,	PUNCT
fcis-7689	41	22	model	model	NOUN
fcis-7689	41	23	metadata	metadata	NOUN
fcis-7689	41	24	,	,	PUNCT
fcis-7689	41	25	broadcasts	broadcast	NOUN
fcis-7689	41	26	and	and	CCONJ
fcis-7689	41	27	subscriptions	subscription	NOUN
fcis-7689	41	28	.	.	PUNCT
fcis-7689	42	1	3	3	X
fcis-7689	42	2	.	.	X
fcis-7689	42	3	workflow	workflow	NOUN
fcis-7689	42	4	3.1	3.1	NUM
fcis-7689	42	5	.	.	PUNCT
fcis-7689	42	6	initialization	initialization	NOUN
fcis-7689	42	7	as	as	SCONJ
fcis-7689	42	8	shown	show	VERB
fcis-7689	42	9	in	in	ADP
fcis-7689	42	10	figure	figure	NOUN
fcis-7689	42	11	4	4	NUM
fcis-7689	42	12	,	,	PUNCT
fcis-7689	42	13	an	an	DET
fcis-7689	42	14	initialisation	initialisation	NOUN
fcis-7689	42	15	process	process	NOUN
fcis-7689	42	16	is	be	AUX
fcis-7689	42	17	designed	design	VERB
fcis-7689	42	18	in	in	ADP
fcis-7689	42	19	this	this	DET
fcis-7689	42	20	paper	paper	NOUN
fcis-7689	42	21	,	,	PUNCT
fcis-7689	42	22	whereby	whereby	SCONJ
fcis-7689	42	23	a	a	DET
fcis-7689	42	24	newly	newly	ADV
fcis-7689	42	25	online	online	ADJ
fcis-7689	42	26	node	node	NOUN
fcis-7689	42	27	can	can	AUX
fcis-7689	42	28	quickly	quickly	ADV
fcis-7689	42	29	synchronise	synchronise	VERB
fcis-7689	42	30	models	model	NOUN
fcis-7689	42	31	from	from	ADP
fcis-7689	42	32	other	other	ADJ
fcis-7689	42	33	nodes	node	NOUN
fcis-7689	42	34	and	and	CCONJ
fcis-7689	42	35	the	the	DET
fcis-7689	42	36	system	system	NOUN
fcis-7689	42	37	can	can	AUX
fcis-7689	42	38	still	still	ADV
fcis-7689	42	39	provide	provide	VERB
fcis-7689	42	40	services	service	NOUN
fcis-7689	42	41	normally	normally	ADV
fcis-7689	42	42	during	during	ADP
fcis-7689	42	43	the	the	DET
fcis-7689	42	44	synchronisation	synchronisation	NOUN
fcis-7689	42	45	process	process	NOUN
fcis-7689	42	46	.	.	PUNCT
fcis-7689	43	1	after	after	ADP
fcis-7689	43	2	initialisation	initialisation	NOUN
fcis-7689	43	3	,	,	PUNCT
fcis-7689	43	4	the	the	DET
fcis-7689	43	5	new	new	ADJ
fcis-7689	43	6	node	node	NOUN
fcis-7689	43	7	is	be	AUX
fcis-7689	43	8	ready	ready	ADJ
fcis-7689	43	9	to	to	PART
fcis-7689	43	10	provide	provide	VERB
fcis-7689	43	11	services	service	NOUN
fcis-7689	43	12	and	and	CCONJ
fcis-7689	43	13	the	the	DET
fcis-7689	43	14	models	model	NOUN
fcis-7689	43	15	in	in	ADP
fcis-7689	43	16	the	the	DET
fcis-7689	43	17	model	model	NOUN
fcis-7689	43	18	library	library	NOUN
fcis-7689	43	19	of	of	ADP
fcis-7689	43	20	that	that	DET
fcis-7689	43	21	node	node	NOUN
fcis-7689	43	22	are	be	AUX
fcis-7689	43	23	consistent	consistent	ADJ
fcis-7689	43	24	with	with	ADP
fcis-7689	43	25	other	other	ADJ
fcis-7689	43	26	nodes	node	NOUN
fcis-7689	43	27	in	in	ADP
fcis-7689	43	28	the	the	DET
fcis-7689	43	29	cluster	cluster	NOUN
fcis-7689	43	30	.	.	PUNCT
fcis-7689	44	1	figure	figure	NOUN
fcis-7689	44	2	4	4	NUM
fcis-7689	44	3	.	.	X
fcis-7689	44	4	initialisation	initialisation	NOUN
fcis-7689	44	5	process	process	NOUN
fcis-7689	44	6	3.2	3.2	NUM
fcis-7689	44	7	.	.	PUNCT
fcis-7689	45	1	add	add	VERB
fcis-7689	45	2	models	model	NOUN
fcis-7689	45	3	as	as	SCONJ
fcis-7689	45	4	shown	show	VERB
fcis-7689	45	5	in	in	ADP
fcis-7689	45	6	figure	figure	NOUN
fcis-7689	45	7	5	5	NUM
fcis-7689	45	8	,	,	PUNCT
fcis-7689	45	9	when	when	SCONJ
fcis-7689	45	10	adding	add	VERB
fcis-7689	45	11	a	a	DET
fcis-7689	45	12	model	model	NOUN
fcis-7689	45	13	,	,	PUNCT
fcis-7689	45	14	the	the	DET
fcis-7689	45	15	node	node	NOUN
fcis-7689	45	16	that	that	PRON
fcis-7689	45	17	receives	receive	VERB
fcis-7689	45	18	the	the	DET
fcis-7689	45	19	add	add	ADJ
fcis-7689	45	20	request	request	NOUN
fcis-7689	45	21	sends	send	VERB
fcis-7689	45	22	a	a	DET
fcis-7689	45	23	broadcast	broadcast	NOUN
fcis-7689	45	24	to	to	PART
fcis-7689	45	25	notify	notify	VERB
fcis-7689	45	26	the	the	DET
fcis-7689	45	27	other	other	ADJ
fcis-7689	45	28	nodes	node	NOUN
fcis-7689	45	29	in	in	ADP
fcis-7689	45	30	the	the	DET
fcis-7689	45	31	cluster	cluster	NOUN
fcis-7689	45	32	,	,	PUNCT
fcis-7689	45	33	and	and	CCONJ
fcis-7689	45	34	all	all	DET
fcis-7689	45	35	other	other	ADJ
fcis-7689	45	36	nodes	node	NOUN
fcis-7689	45	37	download	download	VERB
fcis-7689	45	38	the	the	DET
fcis-7689	45	39	new	new	ADJ
fcis-7689	45	40	model	model	NOUN
fcis-7689	45	41	file	file	NOUN
fcis-7689	45	42	.	.	PUNCT
fcis-7689	46	1	when	when	SCONJ
fcis-7689	46	2	a	a	DET
fcis-7689	46	3	node	node	NOUN
fcis-7689	46	4	has	have	VERB
fcis-7689	46	5	a	a	DET
fcis-7689	46	6	problem	problem	NOUN
fcis-7689	46	7	or	or	CCONJ
fcis-7689	46	8	waits	wait	NOUN
fcis-7689	46	9	for	for	ADP
fcis-7689	46	10	a	a	DET
fcis-7689	46	11	timeout	timeout	NOUN
fcis-7689	46	12	,	,	PUNCT
fcis-7689	46	13	the	the	DET
fcis-7689	46	14	whole	whole	ADJ
fcis-7689	46	15	model	model	NOUN
fcis-7689	46	16	adding	add	VERB
fcis-7689	46	17	process	process	NOUN
fcis-7689	46	18	fails	fail	VERB
fcis-7689	46	19	and	and	CCONJ
fcis-7689	46	20	all	all	DET
fcis-7689	46	21	nodes	node	NOUN
fcis-7689	46	22	roll	roll	VERB
fcis-7689	46	23	back	back	ADV
fcis-7689	46	24	.	.	PUNCT
fcis-7689	47	1	after	after	ADP
fcis-7689	47	2	initialisation	initialisation	NOUN
fcis-7689	47	3	,	,	PUNCT
fcis-7689	47	4	the	the	DET
fcis-7689	47	5	new	new	ADJ
fcis-7689	47	6	on	on	ADP
fcis-7689	47	7	-	-	PUNCT
fcis-7689	47	8	line	line	NOUN
fcis-7689	47	9	node	node	NOUN
fcis-7689	47	10	can	can	AUX
fcis-7689	47	11	provide	provide	VERB
fcis-7689	47	12	services	service	NOUN
fcis-7689	47	13	and	and	CCONJ
fcis-7689	47	14	the	the	DET
fcis-7689	47	15	models	model	NOUN
fcis-7689	47	16	in	in	ADP
fcis-7689	47	17	the	the	DET
fcis-7689	47	18	model	model	NOUN
fcis-7689	47	19	library	library	NOUN
fcis-7689	47	20	of	of	ADP
fcis-7689	47	21	that	that	DET
fcis-7689	47	22	node	node	NOUN
fcis-7689	47	23	are	be	AUX
fcis-7689	47	24	consistent	consistent	ADJ
fcis-7689	47	25	with	with	ADP
fcis-7689	47	26	the	the	DET
fcis-7689	47	27	other	other	ADJ
fcis-7689	47	28	nodes	node	NOUN
fcis-7689	47	29	in	in	ADP
fcis-7689	47	30	the	the	DET
fcis-7689	47	31	cluster	cluster	NOUN
fcis-7689	47	32	.	.	PUNCT
fcis-7689	48	1	figure	figure	NOUN
fcis-7689	48	2	5	5	NUM
fcis-7689	48	3	.	.	PUNCT
fcis-7689	49	1	add	add	VERB
fcis-7689	49	2	models	model	NOUN
fcis-7689	49	3	process	process	VERB
fcis-7689	49	4	3.3	3.3	NUM
fcis-7689	49	5	.	.	PUNCT
fcis-7689	50	1	update	update	NOUN
fcis-7689	50	2	models	model	NOUN
fcis-7689	50	3	as	as	SCONJ
fcis-7689	50	4	shown	show	VERB
fcis-7689	50	5	in	in	ADP
fcis-7689	50	6	figure	figure	NOUN
fcis-7689	50	7	6	6	NUM
fcis-7689	50	8	,	,	PUNCT
fcis-7689	50	9	when	when	SCONJ
fcis-7689	50	10	updating	update	VERB
fcis-7689	50	11	a	a	DET
fcis-7689	50	12	model	model	NOUN
fcis-7689	50	13	,	,	PUNCT
fcis-7689	50	14	a	a	DET
fcis-7689	50	15	check	check	NOUN
fcis-7689	50	16	must	must	AUX
fcis-7689	50	17	first	first	ADV
fcis-7689	50	18	be	be	AUX
fcis-7689	50	19	performed	perform	VERB
fcis-7689	50	20	to	to	PART
fcis-7689	50	21	see	see	VERB
fcis-7689	50	22	if	if	SCONJ
fcis-7689	50	23	the	the	DET
fcis-7689	50	24	model	model	NOUN
fcis-7689	50	25	already	already	ADV
fcis-7689	50	26	exists	exist	VERB
fcis-7689	50	27	and	and	CCONJ
fcis-7689	50	28	is	be	AUX
fcis-7689	50	29	out	out	ADP
fcis-7689	50	30	of	of	ADP
fcis-7689	50	31	the	the	DET
fcis-7689	50	32	offline	offline	ADJ
fcis-7689	50	33	state	state	NOUN
fcis-7689	50	34	,	,	PUNCT
fcis-7689	50	35	if	if	SCONJ
fcis-7689	50	36	the	the	DET
fcis-7689	50	37	model	model	NOUN
fcis-7689	50	38	does	do	AUX
fcis-7689	50	39	not	not	PART
fcis-7689	50	40	exist	exist	VERB
fcis-7689	50	41	or	or	CCONJ
fcis-7689	50	42	is	be	AUX
fcis-7689	50	43	in	in	ADP
fcis-7689	50	44	the	the	DET
fcis-7689	50	45	online	online	ADJ
fcis-7689	50	46	state	state	NOUN
fcis-7689	50	47	,	,	PUNCT
fcis-7689	50	48	the	the	DET
fcis-7689	50	49	model	model	NOUN
fcis-7689	50	50	can	can	AUX
fcis-7689	50	51	not	not	PART
fcis-7689	50	52	be	be	AUX
fcis-7689	50	53	updated	update	VERB
fcis-7689	50	54	.	.	PUNCT
fcis-7689	51	1	as	as	ADP
fcis-7689	51	2	with	with	ADP
fcis-7689	51	3	adding	add	VERB
fcis-7689	51	4	135	135	NUM
fcis-7689	51	5	a	a	DET
fcis-7689	51	6	model	model	NOUN
fcis-7689	51	7	,	,	PUNCT
fcis-7689	51	8	the	the	DET
fcis-7689	51	9	node	node	NOUN
fcis-7689	51	10	that	that	PRON
fcis-7689	51	11	receives	receive	VERB
fcis-7689	51	12	the	the	DET
fcis-7689	51	13	add	add	ADJ
fcis-7689	51	14	request	request	NOUN
fcis-7689	51	15	sends	send	VERB
fcis-7689	51	16	a	a	DET
fcis-7689	51	17	broadcast	broadcast	NOUN
fcis-7689	51	18	to	to	PART
fcis-7689	51	19	notify	notify	VERB
fcis-7689	51	20	the	the	DET
fcis-7689	51	21	other	other	ADJ
fcis-7689	51	22	nodes	node	NOUN
fcis-7689	51	23	in	in	ADP
fcis-7689	51	24	the	the	DET
fcis-7689	51	25	cluster	cluster	NOUN
fcis-7689	51	26	,	,	PUNCT
fcis-7689	51	27	and	and	CCONJ
fcis-7689	51	28	all	all	DET
fcis-7689	51	29	other	other	ADJ
fcis-7689	51	30	nodes	node	NOUN
fcis-7689	51	31	download	download	VERB
fcis-7689	51	32	the	the	DET
fcis-7689	51	33	new	new	ADJ
fcis-7689	51	34	model	model	NOUN
fcis-7689	51	35	file	file	NOUN
fcis-7689	51	36	.	.	PUNCT
fcis-7689	52	1	when	when	SCONJ
fcis-7689	52	2	a	a	DET
fcis-7689	52	3	node	node	NOUN
fcis-7689	52	4	has	have	VERB
fcis-7689	52	5	a	a	DET
fcis-7689	52	6	problem	problem	NOUN
fcis-7689	52	7	or	or	CCONJ
fcis-7689	52	8	waits	wait	NOUN
fcis-7689	52	9	for	for	ADP
fcis-7689	52	10	a	a	DET
fcis-7689	52	11	timeout	timeout	NOUN
fcis-7689	52	12	,	,	PUNCT
fcis-7689	52	13	the	the	DET
fcis-7689	52	14	entire	entire	ADJ
fcis-7689	52	15	model	model	NOUN
fcis-7689	52	16	add	add	VERB
fcis-7689	52	17	process	process	NOUN
fcis-7689	52	18	fails	fail	VERB
fcis-7689	52	19	and	and	CCONJ
fcis-7689	52	20	all	all	DET
fcis-7689	52	21	nodes	node	NOUN
fcis-7689	52	22	roll	roll	VERB
fcis-7689	52	23	back	back	ADV
fcis-7689	52	24	.	.	PUNCT
fcis-7689	53	1	when	when	SCONJ
fcis-7689	53	2	all	all	DET
fcis-7689	53	3	nodes	node	NOUN
fcis-7689	53	4	are	be	AUX
fcis-7689	53	5	successful	successful	ADJ
fcis-7689	53	6	,	,	PUNCT
fcis-7689	53	7	the	the	DET
fcis-7689	53	8	model	model	NOUN
fcis-7689	53	9	information	information	NOUN
fcis-7689	53	10	in	in	ADP
fcis-7689	53	11	redis	redis	NOUN
fcis-7689	53	12	is	be	AUX
fcis-7689	53	13	updated	update	VERB
fcis-7689	53	14	and	and	CCONJ
fcis-7689	53	15	success	success	NOUN
fcis-7689	53	16	is	be	AUX
fcis-7689	53	17	returned	return	VERB
fcis-7689	53	18	.	.	PUNCT
fcis-7689	54	1	figure	figure	VERB
fcis-7689	54	2	6	6	NUM
fcis-7689	54	3	.	.	PUNCT
fcis-7689	55	1	update	update	NOUN
fcis-7689	55	2	models	model	NOUN
fcis-7689	55	3	process	process	VERB
fcis-7689	55	4	3.4	3.4	NUM
fcis-7689	55	5	.	.	PUNCT
fcis-7689	56	1	online	online	ADJ
fcis-7689	56	2	models	model	NOUN
fcis-7689	56	3	as	as	SCONJ
fcis-7689	56	4	shown	show	VERB
fcis-7689	56	5	in	in	ADP
fcis-7689	56	6	figure	figure	NOUN
fcis-7689	56	7	7	7	NUM
fcis-7689	56	8	,	,	PUNCT
fcis-7689	56	9	when	when	SCONJ
fcis-7689	56	10	a	a	DET
fcis-7689	56	11	model	model	NOUN
fcis-7689	56	12	goes	go	VERB
fcis-7689	56	13	live	live	ADV
fcis-7689	56	14	,	,	PUNCT
fcis-7689	56	15	it	it	PRON
fcis-7689	56	16	needs	need	VERB
fcis-7689	56	17	to	to	PART
fcis-7689	56	18	be	be	AUX
fcis-7689	56	19	verified	verify	VERB
fcis-7689	56	20	that	that	SCONJ
fcis-7689	56	21	the	the	DET
fcis-7689	56	22	model	model	NOUN
fcis-7689	56	23	exists	exist	VERB
fcis-7689	56	24	and	and	CCONJ
fcis-7689	56	25	is	be	AUX
fcis-7689	56	26	in	in	ADP
fcis-7689	56	27	the	the	DET
fcis-7689	56	28	offline	offline	ADJ
fcis-7689	56	29	state	state	NOUN
fcis-7689	56	30	,	,	PUNCT
fcis-7689	56	31	again	again	ADV
fcis-7689	56	32	with	with	ADP
fcis-7689	56	33	a	a	DET
fcis-7689	56	34	broadcast	broadcast	NOUN
fcis-7689	56	35	mechanism	mechanism	NOUN
fcis-7689	56	36	to	to	PART
fcis-7689	56	37	distribute	distribute	VERB
fcis-7689	56	38	the	the	DET
fcis-7689	56	39	message	message	NOUN
fcis-7689	56	40	and	and	CCONJ
fcis-7689	56	41	load	load	VERB
fcis-7689	56	42	the	the	DET
fcis-7689	56	43	model	model	NOUN
fcis-7689	56	44	using	use	VERB
fcis-7689	56	45	the	the	DET
fcis-7689	56	46	model	model	NOUN
fcis-7689	56	47	loader	loader	NOUN
fcis-7689	56	48	described	describe	VERB
fcis-7689	56	49	in	in	ADP
fcis-7689	56	50	2.5	2.5	NUM
fcis-7689	56	51	.	.	PUNCT
fcis-7689	57	1	figure	figure	VERB
fcis-7689	57	2	7	7	NUM
fcis-7689	57	3	.	.	PUNCT
fcis-7689	58	1	online	online	ADJ
fcis-7689	58	2	models	model	NOUN
fcis-7689	58	3	process	process	VERB
fcis-7689	58	4	3.5	3.5	NUM
fcis-7689	58	5	.	.	PUNCT
fcis-7689	59	1	offline	offline	ADJ
fcis-7689	59	2	models	model	NOUN
fcis-7689	59	3	the	the	DET
fcis-7689	59	4	model	model	NOUN
fcis-7689	59	5	offline	offline	ADJ
fcis-7689	59	6	process	process	NOUN
fcis-7689	59	7	is	be	AUX
fcis-7689	59	8	similar	similar	ADJ
fcis-7689	59	9	to	to	ADP
fcis-7689	59	10	the	the	DET
fcis-7689	59	11	model	model	NOUN
fcis-7689	59	12	online	online	ADJ
fcis-7689	59	13	process	process	NOUN
fcis-7689	59	14	,	,	PUNCT
fcis-7689	59	15	where	where	SCONJ
fcis-7689	59	16	you	you	PRON
fcis-7689	59	17	need	need	VERB
fcis-7689	59	18	to	to	PART
fcis-7689	59	19	verify	verify	VERB
fcis-7689	59	20	that	that	SCONJ
fcis-7689	59	21	the	the	DET
fcis-7689	59	22	model	model	NOUN
fcis-7689	59	23	exists	exist	VERB
fcis-7689	59	24	and	and	CCONJ
fcis-7689	59	25	is	be	AUX
fcis-7689	59	26	online	online	ADJ
fcis-7689	59	27	,	,	PUNCT
fcis-7689	59	28	and	and	CCONJ
fcis-7689	59	29	unload	unload	VERB
fcis-7689	59	30	the	the	DET
fcis-7689	59	31	model	model	NOUN
fcis-7689	59	32	using	use	VERB
fcis-7689	59	33	the	the	DET
fcis-7689	59	34	model	model	NOUN
fcis-7689	59	35	loader	loader	NOUN
fcis-7689	59	36	described	describe	VERB
fcis-7689	59	37	in	in	ADP
fcis-7689	59	38	2.5	2.5	NUM
fcis-7689	59	39	.	.	PUNCT
fcis-7689	60	1	3.6	3.6	NUM
fcis-7689	60	2	.	.	PUNCT
fcis-7689	61	1	delete	delete	ADJ
fcis-7689	61	2	models	model	NOUN
fcis-7689	61	3	model	model	NOUN
fcis-7689	61	4	deletion	deletion	NOUN
fcis-7689	61	5	and	and	CCONJ
fcis-7689	61	6	model	model	NOUN
fcis-7689	61	7	update	update	NOUN
fcis-7689	61	8	processes	process	NOUN
fcis-7689	61	9	are	be	AUX
fcis-7689	61	10	similar	similar	ADJ
fcis-7689	61	11	.	.	PUNCT
fcis-7689	62	1	4	4	X
fcis-7689	62	2	.	.	X
fcis-7689	62	3	conclusion	conclusion	NOUN
fcis-7689	62	4	this	this	DET
fcis-7689	62	5	paper	paper	NOUN
fcis-7689	62	6	proposes	propose	VERB
fcis-7689	62	7	a	a	DET
fcis-7689	62	8	management	management	NOUN
fcis-7689	62	9	system	system	NOUN
fcis-7689	62	10	for	for	ADP
fcis-7689	62	11	streaming	stream	VERB
fcis-7689	62	12	computational	computational	ADJ
fcis-7689	62	13	models	model	NOUN
fcis-7689	62	14	,	,	PUNCT
fcis-7689	62	15	which	which	PRON
fcis-7689	62	16	enables	enable	VERB
fcis-7689	62	17	hot	hot	ADJ
fcis-7689	62	18	loading	loading	NOUN
fcis-7689	62	19	of	of	ADP
fcis-7689	62	20	computational	computational	ADJ
fcis-7689	62	21	models	model	NOUN
fcis-7689	62	22	by	by	ADP
fcis-7689	62	23	means	mean	NOUN
fcis-7689	62	24	of	of	ADP
fcis-7689	62	25	a	a	DET
fcis-7689	62	26	custom	custom	NOUN
fcis-7689	62	27	class	class	NOUN
fcis-7689	62	28	load	load	NOUN
fcis-7689	62	29	.	.	PUNCT
fcis-7689	63	1	in	in	ADP
fcis-7689	63	2	this	this	DET
fcis-7689	63	3	system	system	NOUN
fcis-7689	63	4	,	,	PUNCT
fcis-7689	63	5	different	different	ADJ
fcis-7689	63	6	grouped	group	VERB
fcis-7689	63	7	models	model	NOUN
fcis-7689	63	8	are	be	AUX
fcis-7689	63	9	decoupled	decouple	VERB
fcis-7689	63	10	from	from	ADP
fcis-7689	63	11	each	each	DET
fcis-7689	63	12	other	other	ADJ
fcis-7689	63	13	by	by	ADP
fcis-7689	63	14	using	use	VERB
fcis-7689	63	15	independent	independent	ADJ
fcis-7689	63	16	loaders	loader	NOUN
fcis-7689	63	17	.	.	PUNCT
fcis-7689	64	1	meanwhile	meanwhile	ADV
fcis-7689	64	2	,	,	PUNCT
fcis-7689	64	3	this	this	DET
fcis-7689	64	4	paper	paper	NOUN
fcis-7689	64	5	designs	design	VERB
fcis-7689	64	6	a	a	DET
fcis-7689	64	7	decentralized	decentralize	VERB
fcis-7689	64	8	distributed	distribute	VERB
fcis-7689	64	9	model	model	NOUN
fcis-7689	64	10	management	management	NOUN
fcis-7689	64	11	mechanism	mechanism	NOUN
fcis-7689	64	12	,	,	PUNCT
fcis-7689	64	13	which	which	PRON
fcis-7689	64	14	enables	enable	VERB
fcis-7689	64	15	computational	computational	ADJ
fcis-7689	64	16	models	model	NOUN
fcis-7689	64	17	to	to	PART
fcis-7689	64	18	be	be	AUX
fcis-7689	64	19	added	add	VERB
fcis-7689	64	20	,	,	PUNCT
fcis-7689	64	21	deleted	delete	VERB
fcis-7689	64	22	,	,	PUNCT
fcis-7689	64	23	modified	modified	ADJ
fcis-7689	64	24	and	and	CCONJ
fcis-7689	64	25	up	up	ADP
fcis-7689	64	26	/	/	SYM
fcis-7689	64	27	down	down	ADP
fcis-7689	64	28	synchronously	synchronously	ADV
fcis-7689	64	29	by	by	ADP
fcis-7689	64	30	each	each	DET
fcis-7689	64	31	computational	computational	ADJ
fcis-7689	64	32	node	node	NOUN
fcis-7689	64	33	in	in	ADP
fcis-7689	64	34	the	the	DET
fcis-7689	64	35	distributed	distribute	VERB
fcis-7689	64	36	system	system	NOUN
fcis-7689	64	37	through	through	ADP
fcis-7689	64	38	message	message	NOUN
fcis-7689	64	39	broadcasting	broadcasting	NOUN
fcis-7689	64	40	and	and	CCONJ
fcis-7689	64	41	subscription	subscription	NOUN
fcis-7689	64	42	mechanisms	mechanism	NOUN
fcis-7689	64	43	.	.	PUNCT
fcis-7689	65	1	acknowledgements	acknowledgement	VERB
fcis-7689	65	2	artificial	artificial	ADJ
fcis-7689	65	3	intelligence	intelligence	NOUN
fcis-7689	65	4	academy	academy	PROPN
fcis-7689	65	5	,	,	PUNCT
fcis-7689	65	6	wenzhou	wenzhou	PROPN
fcis-7689	65	7	polytechnic	polytechnic	PROPN
fcis-7689	65	8	.	.	PUNCT
fcis-7689	66	1	references	reference	NOUN
fcis-7689	66	2	[	[	X
fcis-7689	66	3	1	1	NUM
fcis-7689	66	4	]	]	X
fcis-7689	66	5	cai	cai	PROPN
fcis-7689	66	6	h	h	PROPN
fcis-7689	66	7	,	,	PUNCT
fcis-7689	67	1	xu	xu	PROPN
fcis-7689	67	2	b	b	PROPN
fcis-7689	67	3	,	,	PUNCT
fcis-7689	67	4	jiang	jiang	PROPN
fcis-7689	67	5	l	l	PROPN
fcis-7689	67	6	,	,	PUNCT
fcis-7689	67	7	et	et	PROPN
fcis-7689	67	8	al	al	PROPN
fcis-7689	67	9	:	:	PUNCT
fcis-7689	67	10	iot	iot	PROPN
fcis-7689	67	11	-	-	PUNCT
fcis-7689	67	12	based	base	VERB
fcis-7689	67	13	big	big	ADJ
fcis-7689	67	14	data	datum	NOUN
fcis-7689	67	15	storage	storage	NOUN
fcis-7689	67	16	systems	system	NOUN
fcis-7689	67	17	in	in	ADP
fcis-7689	67	18	cloud	cloud	NOUN
fcis-7689	67	19	computing	computing	NOUN
fcis-7689	67	20	:	:	PUNCT
fcis-7689	67	21	perspectives	perspective	NOUN
fcis-7689	67	22	and	and	CCONJ
fcis-7689	67	23	challenges	challenge	NOUN
fcis-7689	67	24	,	,	PUNCT
fcis-7689	67	25	ieee	ieee	NOUN
fcis-7689	67	26	internet	internet	NOUN
fcis-7689	67	27	of	of	ADP
fcis-7689	67	28	things	thing	NOUN
fcis-7689	67	29	journal	journal	NOUN
fcis-7689	67	30	,	,	PUNCT
fcis-7689	67	31	vol	vol	NOUN
fcis-7689	67	32	.	.	PROPN
fcis-7689	67	33	4	4	NUM
fcis-7689	67	34	(	(	PUNCT
fcis-7689	67	35	2017	2017	NUM
fcis-7689	67	36	)	)	PUNCT
fcis-7689	67	37	no.1	no.1	NOUN
fcis-7689	67	38	,	,	PUNCT
fcis-7689	67	39	p.75	p.75	PROPN
fcis-7689	67	40	-	-	X
fcis-7689	67	41	87	87	NUM
fcis-7689	67	42	.	.	PUNCT
fcis-7689	68	1	[	[	X
fcis-7689	68	2	2	2	NUM
fcis-7689	68	3	]	]	X
fcis-7689	68	4	wang	wang	PROPN
fcis-7689	68	5	,	,	PUNCT
fcis-7689	68	6	z	z	PROPN
fcis-7689	68	7	,	,	PUNCT
fcis-7689	68	8	z	z	PROPN
fcis-7689	68	9	,	,	PUNCT
fcis-7689	68	10	et	et	PROPN
fcis-7689	68	11	al	al	PROPN
fcis-7689	68	12	:	:	PUNCT
fcis-7689	68	13	iot	iot	PROPN
fcis-7689	68	14	-	-	PUNCT
fcis-7689	68	15	based	base	VERB
fcis-7689	68	16	real	real	ADJ
fcis-7689	68	17	-	-	PUNCT
fcis-7689	68	18	time	time	NOUN
fcis-7689	68	19	production	production	NOUN
fcis-7689	68	20	logistics	logistic	NOUN
fcis-7689	68	21	synchronization	synchronization	NOUN
fcis-7689	68	22	system	system	NOUN
fcis-7689	68	23	under	under	ADP
fcis-7689	68	24	smart	smart	ADJ
fcis-7689	68	25	cloud	cloud	NOUN
fcis-7689	68	26	manufacturing	manufacturing	NOUN
fcis-7689	68	27	,	,	PUNCT
fcis-7689	68	28	international	international	ADJ
fcis-7689	68	29	journal	journal	NOUN
fcis-7689	68	30	of	of	ADP
fcis-7689	68	31	advanced	advanced	ADJ
fcis-7689	68	32	manufacturing	manufacturing	NOUN
fcis-7689	68	33	technology	technology	NOUN
fcis-7689	68	34	,	,	PUNCT
fcis-7689	68	35	2016	2016	NUM
fcis-7689	68	36	.	.	PUNCT
fcis-7689	69	1	[	[	X
fcis-7689	69	2	3	3	NUM
fcis-7689	69	3	]	]	X
fcis-7689	69	4	cheng	cheng	PROPN
fcis-7689	69	5	d	d	PROPN
fcis-7689	69	6	,	,	PUNCT
fcis-7689	69	7	yuan	yuan	PROPN
fcis-7689	69	8	c	c	NOUN
fcis-7689	69	9	,	,	PUNCT
fcis-7689	69	10	zhou	zhou	PROPN
fcis-7689	69	11	x	x	X
fcis-7689	69	12	,	,	PUNCT
fcis-7689	69	13	et	et	PROPN
fcis-7689	69	14	al	al	PROPN
fcis-7689	69	15	:	:	PUNCT
fcis-7689	69	16	adaptive	adaptive	ADJ
fcis-7689	69	17	scheduling	scheduling	NOUN
fcis-7689	69	18	of	of	ADP
fcis-7689	69	19	parallel	parallel	ADJ
fcis-7689	69	20	jobs	job	NOUN
fcis-7689	69	21	in	in	ADP
fcis-7689	69	22	spark	spark	NOUN
fcis-7689	69	23	streaming	streaming	NOUN
fcis-7689	69	24	,	,	PUNCT
fcis-7689	69	25	ieee	ieee	PROPN
fcis-7689	69	26	infocom	infocom	PROPN
fcis-7689	69	27	2017	2017	NUM
fcis-7689	69	28	ieee	ieee	NOUN
fcis-7689	69	29	conference	conference	NOUN
fcis-7689	69	30	on	on	ADP
fcis-7689	69	31	computer	computer	NOUN
fcis-7689	69	32	communications	communication	NOUN
fcis-7689	69	33	(	(	PUNCT
fcis-7689	69	34	atlanta	atlanta	PROPN
fcis-7689	69	35	,	,	PUNCT
fcis-7689	69	36	usa	usa	PROPN
fcis-7689	69	37	,	,	PUNCT
fcis-7689	69	38	may	may	AUX
fcis-7689	69	39	1	1	NUM
fcis-7689	69	40	-	-	SYM
fcis-7689	69	41	4	4	NUM
fcis-7689	69	42	,	,	PUNCT
fcis-7689	69	43	2017	2017	NUM
fcis-7689	69	44	)	)	PUNCT
fcis-7689	69	45	,	,	PUNCT
fcis-7689	69	46	vol	vol	NOUN
fcis-7689	69	47	.	.	PROPN
fcis-7689	69	48	29	29	NUM
fcis-7689	69	49	(	(	PUNCT
fcis-7689	69	50	2012	2012	NUM
fcis-7689	69	51	)	)	PUNCT
fcis-7689	69	52	.	.	PUNCT
fcis-7689	70	1	[	[	X
fcis-7689	70	2	4	4	X
fcis-7689	70	3	]	]	PUNCT
fcis-7689	70	4	nabi	nabi	NOUN
fcis-7689	71	1	z	z	NOUN
fcis-7689	71	2	:	:	PUNCT
fcis-7689	71	3	pro	pro	ADJ
fcis-7689	71	4	spark	spark	NOUN
fcis-7689	71	5	streaming	streaming	NOUN
fcis-7689	71	6	:	:	PUNCT
fcis-7689	71	7	the	the	DET
fcis-7689	71	8	zen	zen	NOUN
fcis-7689	71	9	of	of	ADP
fcis-7689	71	10	real	real	ADJ
fcis-7689	71	11	-	-	PUNCT
fcis-7689	71	12	time	time	NOUN
fcis-7689	71	13	analytics	analytic	NOUN
fcis-7689	71	14	using	use	VERB
fcis-7689	71	15	apache	apache	PROPN
fcis-7689	71	16	spark(apress	spark(apress	PROPN
fcis-7689	71	17	,	,	PUNCT
fcis-7689	71	18	usa	usa	PROPN
fcis-7689	71	19	2016	2016	NUM
fcis-7689	71	20	)	)	PUNCT
fcis-7689	71	21	.	.	PUNCT
fcis-7689	72	1	[	[	X
fcis-7689	72	2	5	5	NUM
fcis-7689	72	3	]	]	SYM
fcis-7689	72	4	upfal	upfal	NOUN
fcis-7689	72	5	,	,	PUNCT
fcis-7689	72	6	e	e	NOUN
fcis-7689	72	7	,	,	PUNCT
fcis-7689	72	8	and	and	CCONJ
fcis-7689	72	9	a.	a.	NOUN
fcis-7689	72	10	wigderson	wigderson	PROPN
fcis-7689	72	11	:	:	PUNCT
fcis-7689	72	12	how	how	SCONJ
fcis-7689	72	13	to	to	PART
fcis-7689	72	14	share	share	VERB
fcis-7689	72	15	memory	memory	NOUN
fcis-7689	72	16	in	in	ADP
fcis-7689	72	17	a	a	DET
fcis-7689	72	18	distributed	distribute	VERB
fcis-7689	72	19	system	system	NOUN
fcis-7689	72	20	,	,	PUNCT
fcis-7689	72	21	25th	25th	NOUN
fcis-7689	72	22	annual	annual	ADJ
fcis-7689	72	23	symposium	symposium	NOUN
fcis-7689	72	24	on	on	ADP
fcis-7689	72	25	foundations	foundation	NOUN
fcis-7689	72	26	of	of	ADP
fcis-7689	72	27	computer	computer	NOUN
fcis-7689	72	28	science(florida	science(florida	PROPN
fcis-7689	72	29	,	,	PUNCT
fcis-7689	72	30	usa	usa	PROPN
fcis-7689	72	31	,	,	PUNCT
fcis-7689	72	32	october	october	PROPN
fcis-7689	72	33	24	24	NUM
fcis-7689	72	34	-	-	SYM
fcis-7689	72	35	26	26	NUM
fcis-7689	72	36	,	,	PUNCT
fcis-7689	72	37	1984	1984	NUM
fcis-7689	72	38	)	)	PUNCT
fcis-7689	72	39	.	.	PUNCT
fcis-7689	73	1	[	[	X
fcis-7689	73	2	6	6	NUM
fcis-7689	73	3	]	]	X
fcis-7689	73	4	liu	liu	PROPN
fcis-7689	73	5	x	x	PROPN
fcis-7689	73	6	,	,	PUNCT
fcis-7689	73	7	han	han	PROPN
fcis-7689	73	8	j	j	PROPN
fcis-7689	73	9	,	,	PUNCT
fcis-7689	73	10	zhong	zhong	PROPN
fcis-7689	73	11	y	y	PROPN
fcis-7689	73	12	,	,	PUNCT
fcis-7689	73	13	et	et	PROPN
fcis-7689	73	14	al	al	PROPN
fcis-7689	73	15	:	:	PUNCT
fcis-7689	73	16	implementing	implement	VERB
fcis-7689	73	17	webgis	webgis	NOUN
fcis-7689	73	18	on	on	ADP
fcis-7689	73	19	hadoop	hadoop	NOUN
fcis-7689	73	20	:	:	PUNCT
fcis-7689	73	21	a	a	DET
fcis-7689	73	22	case	case	NOUN
fcis-7689	73	23	study	study	NOUN
fcis-7689	73	24	of	of	ADP
fcis-7689	73	25	improving	improve	VERB
fcis-7689	73	26	small	small	ADJ
fcis-7689	73	27	file	file	NOUN
fcis-7689	73	28	i	i	PROPN
fcis-7689	73	29	/	/	SYM
fcis-7689	73	30	o	o	NOUN
fcis-7689	73	31	performance	performance	NOUN
fcis-7689	73	32	on	on	ADP
fcis-7689	73	33	hdfs	hdfs	PROPN
fcis-7689	73	34	,	,	PUNCT
fcis-7689	73	35	ieee	ieee	PROPN
fcis-7689	73	36	international	international	ADJ
fcis-7689	73	37	conference	conference	NOUN
fcis-7689	73	38	on	on	ADP
fcis-7689	73	39	cluster	cluster	NOUN
fcis-7689	73	40	computing	computing	NOUN
fcis-7689	73	41	&	&	CCONJ
fcis-7689	73	42	workshops	workshop	NOUN
fcis-7689	73	43	.	.	PUNCT
fcis-7689	74	1	(	(	PUNCT
fcis-7689	74	2	beijing	beijing	PROPN
fcis-7689	74	3	,	,	PUNCT
fcis-7689	74	4	china	china	PROPN
fcis-7689	74	5	,	,	PUNCT
fcis-7689	74	6	september	september	PROPN
fcis-7689	74	7	24	24	NUM
fcis-7689	74	8	-	-	SYM
fcis-7689	74	9	28	28	NUM
fcis-7689	74	10	,	,	PUNCT
fcis-7689	74	11	2009	2009	NUM
fcis-7689	74	12	)	)	PUNCT
fcis-7689	74	13	.	.	PUNCT
fcis-7689	75	1	[	[	X
fcis-7689	75	2	7	7	X
fcis-7689	75	3	]	]	X
fcis-7689	75	4	weil	weil	PROPN
fcis-7689	75	5	s	s	PROPN
fcis-7689	75	6	a	a	PRON
fcis-7689	75	7	,	,	PUNCT
fcis-7689	75	8	brandt	brandt	PROPN
fcis-7689	75	9	s	s	PROPN
fcis-7689	75	10	a	a	PRON
fcis-7689	75	11	,	,	PUNCT
fcis-7689	75	12	miller	miller	PROPN
fcis-7689	75	13	e	e	PROPN
fcis-7689	75	14	l	l	PROPN
fcis-7689	75	15	,	,	PUNCT
fcis-7689	75	16	et	et	PROPN
fcis-7689	75	17	al	al	PROPN
fcis-7689	75	18	:	:	PUNCT
fcis-7689	75	19	ceph	ceph	PROPN
fcis-7689	75	20	:	:	PUNCT
fcis-7689	75	21	a	a	DET
fcis-7689	75	22	scalable	scalable	ADJ
fcis-7689	75	23	,	,	PUNCT
fcis-7689	75	24	high	high	ADJ
fcis-7689	75	25	-	-	PUNCT
fcis-7689	75	26	performance	performance	NOUN
fcis-7689	75	27	distributed	distribute	VERB
fcis-7689	75	28	file	file	NOUN
fcis-7689	75	29	system	system	NOUN
fcis-7689	75	30	,	,	PUNCT
fcis-7689	75	31	symposium	symposium	NOUN
fcis-7689	75	32	on	on	ADP
fcis-7689	75	33	operating	operating	NOUN
fcis-7689	75	34	systems	system	NOUN
fcis-7689	75	35	design	design	NOUN
fcis-7689	75	36	&	&	CCONJ
fcis-7689	75	37	implementation	implementation	NOUN
fcis-7689	75	38	.	.	PUNCT
fcis-7689	76	1	usenix	usenix	PROPN
fcis-7689	76	2	association	association	PROPN
fcis-7689	76	3	(	(	PUNCT
fcis-7689	76	4	boston	boston	PROPN
fcis-7689	76	5	,	,	PUNCT
fcis-7689	76	6	usa	usa	PROPN
fcis-7689	76	7	,	,	PUNCT
fcis-7689	76	8	december	december	PROPN
fcis-7689	76	9	9	9	NUM
fcis-7689	76	10	-	-	SYM
fcis-7689	76	11	11	11	NUM
fcis-7689	76	12	,	,	PUNCT
fcis-7689	76	13	2002	2002	NUM
fcis-7689	76	14	)	)	PUNCT
fcis-7689	76	15	.	.	PUNCT
fcis-7689	77	1	[	[	X
fcis-7689	77	2	8	8	NUM
fcis-7689	77	3	]	]	X
fcis-7689	77	4	zhang	zhang	PROPN
fcis-7689	77	5	a	a	X
fcis-7689	77	6	,	,	PUNCT
fcis-7689	77	7	ji	ji	PROPN
fcis-7689	77	8	c	c	PROPN
fcis-7689	77	9	,	,	PUNCT
fcis-7689	77	10	yin	yin	PROPN
fcis-7689	78	1	z	z	NOUN
fcis-7689	78	2	:	:	PUNCT
fcis-7689	78	3	security	security	NOUN
fcis-7689	78	4	of	of	ADP
fcis-7689	78	5	mobile	mobile	ADJ
fcis-7689	78	6	code	code	NOUN
fcis-7689	78	7	based	base	VERB
fcis-7689	78	8	on	on	ADP
fcis-7689	78	9	redefining	redefine	VERB
fcis-7689	78	10	jvm	jvm	PROPN
fcis-7689	78	11	's	's	PART
fcis-7689	78	12	classloader	classloader	NOUN
fcis-7689	78	13	,	,	PUNCT
fcis-7689	78	14	computer	computer	NOUN
fcis-7689	78	15	engineering	engineering	NOUN
fcis-7689	78	16	,	,	PUNCT
fcis-7689	78	17	vol	vol	NOUN
fcis-7689	78	18	.	.	PROPN
fcis-7689	78	19	4	4	NUM
fcis-7689	78	20	(	(	PUNCT
fcis-7689	78	21	2006	2006	NUM
fcis-7689	78	22	)	)	PUNCT
fcis-7689	78	23	.	.	PUNCT