Updating Argo Workflows link since repo renamed

[axsaucedo]

What this PR does / why we need it:

Argo Workflows has renamed their repo from argoproj/argo to argoproj/argo-workflows which has broken notebooks / tests so upgrading to latest.

Which issue(s) this PR fixes:

Fixes #

Special notes for your reviewer:

Does this PR introduce a user-facing change?:

[axsaucedo]

/test benchmark

[seldondev]

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[axsaucedo]

Argo workflows now fixed - merging

[seldondev]

Benchmark results - Testing Service Orchestrator

• Orch added mean latency under 4ms: True
• Orch added 95th latency under 5ms: True
• Orch added 99th latency under 10ms: True
• No errors: True

Results table

	mean	50th	90th	95th	99th	throughputAchieved	success	errors	iteration_name	replicas	serverWorkers	serverThreads	modelUri	image	server	apiType	requestsCpu	requestsMemory	limitsCpu	limitsMemory	benchmarkCpu	concurrency	duration	rate	disableOrchestrator
3	3.18445	3.05391	3.90518	4.32066	5.96243	310.847	9328	1	seldon-benchmark-sdep-2	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
2	2.67551	2.53196	3.46454	3.86922	5.15468	369.15	11078	1	seldon-benchmark-sdep-3	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	true
1	4.40939	4.23786	5.16579	5.60023	7.21559	226.699	6802	0	seldon-benchmark-sdep-0	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
0	3.25967	3.15018	4.08006	4.45353	5.53453	306.603	9200	0	seldon-benchmark-sdep-1	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	true

[seldondev]

Benchmark Results - Python Wrapper V1 vs V2

• V1 base mean performance latency under 10ms: True
• V1 base 99th performance latenc under 10ms: True
• V1 base throughput above 180rps: True
• V1 base throughput above 250rps: True
• V2 mean performance latency under 5ms: True
• V2 99th performance latenc under 10ms: True
• V2 REST throughput above 250rps: True
• V2 throughput above 300rps: True

Python V1 Wrapper Results table

	mean	50th	90th	95th	99th	throughputAchieved	success	errors	iteration_name	replicas	serverWorkers	serverThreads	modelUri	image	server	apiType	requestsCpu	requestsMemory	limitsCpu	limitsMemory	benchmarkCpu	concurrency	duration	rate	disableOrchestrator
2	4.57791	3.5523	6.60819	9.77274	23.636	216.08	6485	1	seldon-benchmark-sdep-3	1	5	1	gs://seldon-models/sklearn/iris		SKLEARN_SERVER	grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
4	5.24413	4.66073	7.37715	8.60601	12.1551	190.591	5720	0	seldon-benchmark-sdep-0	1	5	1	gs://seldon-models/sklearn/iris		SKLEARN_SERVER	rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
3	343.998	342.115	370.497	387.246	417.729	435.279	12931	147	seldon-benchmark-sdep-5	1	5	1	gs://seldon-models/sklearn/iris		SKLEARN_SERVER	grpc	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
5	306.457	298.656	416.306	493.354	592.082	485.158	14637	0	seldon-benchmark-sdep-2	1	5	1	gs://seldon-models/sklearn/iris		SKLEARN_SERVER	rest	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
1	115.374	114.296	126.78	131.834	138.946	432.817	12944	49	seldon-benchmark-sdep-4	1	5	1	gs://seldon-models/sklearn/iris		SKLEARN_SERVER	grpc	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false
0	113.988	100.892	194.144	198.954	206.911	432.623	12985	0	seldon-benchmark-sdep-1	1	5	1	gs://seldon-models/sklearn/iris		SKLEARN_SERVER	rest	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false

Python V2 MLServer Results table

	mean	50th	90th	95th	99th	throughputAchieved	success	errors	iteration_name	replicas	serverWorkers	serverThreads	modelUri	image	server	apiType	requestsCpu	requestsMemory	limitsCpu	limitsMemory	benchmarkCpu	concurrency	duration	rate	disableOrchestrator
3	2.34518	2.15366	2.8806	3.26487	5.29824	420.119	12608	1	seldon-benchmark-sdep-3	1	5	1	gs://seldon-models/sklearn/iris-0.23.2/lr_model		SKLEARN_SERVER	grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
1	30000.7	30000.7	30000.9	30000.9	30000.9	0	0	2	seldon-benchmark-sdep-0	1	5	1	gs://seldon-models/sklearn/iris-0.23.2/lr_model		SKLEARN_SERVER	rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
5	160.709	186.314	207.07	213.754	276.286	925.508	27652	150	seldon-benchmark-sdep-5	1	5	1	gs://seldon-models/sklearn/iris-0.23.2/lr_model		SKLEARN_SERVER	grpc	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
2	301.032	296.416	446.545	502.718	609.308	494.005	14931	0	seldon-benchmark-sdep-2	1	5	1	gs://seldon-models/sklearn/iris-0.23.2/lr_model		SKLEARN_SERVER	rest	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
4	64.7138	82.4356	100.389	103.084	110.193	769.173	23039	50	seldon-benchmark-sdep-4	1	5	1	gs://seldon-models/sklearn/iris-0.23.2/lr_model		SKLEARN_SERVER	grpc	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false
0	109.771	100.477	193.174	197.673	205.273	451.509	13562	0	seldon-benchmark-sdep-1	1	5	1	gs://seldon-models/sklearn/iris-0.23.2/lr_model		SKLEARN_SERVER	rest	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false

[seldondev]

Benchmark results - Testing Seldon V1 Data Types

Results for NDArray

	mean	50th	90th	95th	99th	throughputAchieved	success	errors	iteration_name	replicas	serverWorkers	serverThreads	modelUri	image	server	apiType	requestsCpu	requestsMemory	limitsCpu	limitsMemory	benchmarkCpu	concurrency	duration	rate	disableOrchestrator
1	62.9642	60.2042	82.3176	86.5745	100.333	15.8539	475	1	seldon-benchmark-sdep-3	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
2	8.87718	7.71665	12.9277	14.7399	19.5295	112.615	3380	0	seldon-benchmark-sdep-0	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
3	5039.94	5406.75	8726.93	9323.96	10916.9	29.6108	739	150	seldon-benchmark-sdep-5	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
0	450.22	413.378	694.913	779.831	956.549	327.559	9922	0	seldon-benchmark-sdep-2	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
4	15000.2	nan	nan	nan	nan	3.3315	0	100	seldon-benchmark-sdep-4	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false
5	162.941	185.659	204.024	213.312	294.383	300.275	9028	0	seldon-benchmark-sdep-1	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false

Results for Tensor

	mean	50th	90th	95th	99th	throughputAchieved	success	errors	iteration_name	replicas	serverWorkers	serverThreads	modelUri	image	server	apiType	requestsCpu	requestsMemory	limitsCpu	limitsMemory	benchmarkCpu	concurrency	duration	rate	disableOrchestrator
4	5.9524	4.47711	10.143	13.8614	23.2864	166.337	4991	1	seldon-benchmark-sdep-3	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
1	8.78506	7.66484	12.6071	14.9755	19.8983	113.799	3415	0	seldon-benchmark-sdep-0	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
3	375.714	370.876	603.623	684.41	817.325	395.081	11750	142	seldon-benchmark-sdep-5	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
5	452.044	411.679	693.275	786.245	973.816	327.147	9911	0	seldon-benchmark-sdep-2	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
0	151.466	152.856	208.744	224.447	295.857	327.206	9777	50	seldon-benchmark-sdep-4	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false
2	163.008	185.707	204.253	210.893	293.484	300.614	9026	0	seldon-benchmark-sdep-1	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false

Results for TFTensor

	mean	50th	90th	95th	99th	throughputAchieved	success	errors	iteration_name	replicas	serverWorkers	serverThreads	modelUri	image	server	apiType	requestsCpu	requestsMemory	limitsCpu	limitsMemory	benchmarkCpu	concurrency	duration	rate	disableOrchestrator
2	5.39485	4.21481	9.12962	11.7738	18.0394	183.407	5504	1	seldon-benchmark-sdep-3	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
0	7.99733	7.03457	11.3255	13.47	18.3672	124.865	3749	0	seldon-benchmark-sdep-0	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	1	30s	0	false
5	342.858	326.79	403.233	416.098	513.751	435.763	12978	114	seldon-benchmark-sdep-5	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
3	462.676	431.3	704.118	804.398	989.142	318.7	9689	0	seldon-benchmark-sdep-2	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	150	30s	0	false
4	116.759	106.466	177.559	190.517	209.328	425.598	12729	50	seldon-benchmark-sdep-4	1	5	1		seldonio/seldontest_predict:1.10.0-dev		grpc	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false
1	168.183	188.779	206.271	259.016	297.046	290.724	8752	0	seldon-benchmark-sdep-1	1	5	1		seldonio/seldontest_predict:1.10.0-dev		rest	2000Mi	500Mi	2000Mi	500Mi	1	50	30s	0	false