Unveiling the Potential of Containers in Scientific Computing

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 Unveiling the Potential of Containers in Scientific Computing LiveRO ResearchObject RoCrate Dataset ▼ comment... approve/disapprove... edit as derived nanopublication...

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"ABSTRACT The Slingshot interconnect designed by HPE/Cray is becoming more relevant in High-Performance Computing with its deployment on the upcoming exascale systems. In particular, it is the interconnect empowering the first exascale and highest-ranked supercomputer in the world, Frontier. It offers various features such as adaptive routing, congestion control, and isolated workloads. The deployment of newer interconnects raises questions about performance, scalability, and any potential bottlenecks as they are a critical element contributing to the scalability across nodes on these systems. In this paper, we will delve into the challenges the slingshot interconnect poses with current state-of-the-art MPI libraries. In particular, we look at the scalability performance when using slingshot across nodes. We present a comprehensive evaluation using various MPI and communication libraries including Cray MPICH, OpenMPI + UCX, RCCL, and MVAPICH2-GDR on GPUs on the Spock system, an early access cluster deployed with Slingshot and AMD MI100 GPUs, to emulate the Frontier system."

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"Abstract: Linux Containers with the build-once run-anywhere principle have gained huge attention in the research community where portability and reproducibility are key concerns. Unlike virtual machines (VMs), containers run the underlying host OS kernel. The container filesystem can include all necessary non-default prerequisites to run the container application at unaltered performance. For this reason, containers are popular in HPC for use with parallel/MPI applications. Some use cases include also abstraction layers, e.g. MPI applications require matching of MPI version between the host and the container, and/or GPU applications require the underlying GPU drivers to be installed within the container filesystem. In short, containers can only abstract what is above the OS kernel, not below. Consequently, portability is not completely granted. This paper presents the experience of PRACE (Partnership for Advanced Computer in Europe) in supporting Singularity containers on HPC clusters and provides notes about possible approaches for deploying MPI applications using different use cases. Performance comparison between bare metal and container executions are also provided, showing a negligible overhead in the container execution."

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

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http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

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http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

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http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

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http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

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https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

https://w3id.org/ro-id/enrichment/f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

.

https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://w3id.org/ro-id/rohub/model#enrichmentSubject

enrichmentSubject

https://w3id.org/ro-id/enrichment/fd65ef1f-807b-4423-bc66-18ceba14cdac

fd65ef1f-807b-4423-bc66-18ceba14cdac

.

https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://www.opengis.net/ont/geosparql#hasGeometry

hasGeometry

https://w3id.org/ro-id/18d3e6d...c9-1e4e-4e4d-8eff-8e4799294158

20d7b4c9-1e4e-4e4d-8eff-8e4799294158

.

https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/ro#ResearchObject

ResearchObject

.

https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/roevo#LiveRO

LiveRO

.

https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Dataset

Dataset

.

https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

https://www.w3.org/ns/iana/link-relations/relation#cite-as

cite-as

(this is a literal)

"Fouilloux, Anne, and Jean Iaquinta. "Unveiling the Potential of Containers in Scientific Computing." ROHub. Feb 24 ,2024. https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708."

.

https://w3id.org/ro-id/18d3e6d...5d-8741-4cbe-a877-31286158b5fc

36c8705d-8741-4cbe-a877-31286158b5fc

http://schema.org/latitude

latitude

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"10.739822387695314"

.

https://w3id.org/ro-id/18d3e6d...5d-8741-4cbe-a877-31286158b5fc

36c8705d-8741-4cbe-a877-31286158b5fc

http://schema.org/longitude

longitude

(this is a literal)

"59.914968989679245"

.

https://w3id.org/ro-id/18d3e6d...5d-8741-4cbe-a877-31286158b5fc

36c8705d-8741-4cbe-a877-31286158b5fc

http://schema.org/name

name

(this is a literal)

"POINT (10.739822387695314 59.914968989679245)"

.

https://w3id.org/ro-id/18d3e6d...5d-8741-4cbe-a877-31286158b5fc

36c8705d-8741-4cbe-a877-31286158b5fc

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/GeoCoordinates

GeoCoordinates

.

https://w3id.org/ro-id/18d3e6d...14-9307-4967-bc8e-e6e3b61bea7e

dbb3d914-9307-4967-bc8e-e6e3b61bea7e

http://schema.org/geo

geo

https://w3id.org/ro-id/18d3e6d...5d-8741-4cbe-a877-31286158b5fc

36c8705d-8741-4cbe-a877-31286158b5fc

.

https://w3id.org/ro-id/18d3e6d...14-9307-4967-bc8e-e6e3b61bea7e

dbb3d914-9307-4967-bc8e-e6e3b61bea7e

http://schema.org/identifier

identifier

(this is a literal)

"dbb3d914-9307-4967-bc8e-e6e3b61bea7e"

.

https://w3id.org/ro-id/18d3e6d...14-9307-4967-bc8e-e6e3b61bea7e

dbb3d914-9307-4967-bc8e-e6e3b61bea7e

http://schema.org/name

name

(this is a literal)

"POINT (10.739822387695314 59.914968989679245)"

.

https://w3id.org/ro-id/18d3e6d...14-9307-4967-bc8e-e6e3b61bea7e

dbb3d914-9307-4967-bc8e-e6e3b61bea7e

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Place

Place

.

https://w3id.org/ro-id/18d3e6d...c9-1e4e-4e4d-8eff-8e4799294158

20d7b4c9-1e4e-4e4d-8eff-8e4799294158

http://www.opengis.net/ont/geosparql#asWKT

asWKT

(this is a literal)

"POINT (10.739822387695314 59.914968989679245)"

.

https://w3id.org/ro-id/18d3e6d...c9-1e4e-4e4d-8eff-8e4799294158

20d7b4c9-1e4e-4e4d-8eff-8e4799294158

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://www.opengis.net/ont/geosparql#Geometry

Geometry

.

https://w3id.org/ro-id/18d3e6d...c9-1e4e-4e4d-8eff-8e4799294158

20d7b4c9-1e4e-4e4d-8eff-8e4799294158

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://www.opengis.net/ont/sf#Point

Point

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

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http://schema.org/description

description

(this is a literal)

"SLURM job scripts to submit jobs on HPCs."

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

2a331f93-aaee-4f14-9bf3-c948f17984cc

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...d8-f89a-45f1-b806-1fff50ecb341

19c117d8-f89a-45f1-b806-1fff50ecb341

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

2a331f93-aaee-4f14-9bf3-c948f17984cc

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...78-4974-49bb-a6a2-4794b0298591

6065fe78-4974-49bb-a6a2-4794b0298591

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

2a331f93-aaee-4f14-9bf3-c948f17984cc

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...cd-6077-4f11-be47-7b0b946c0069

fe49c3cd-6077-4f11-be47-7b0b946c0069

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

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http://schema.org/name

name

(this is a literal)

"scripts"

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

2a331f93-aaee-4f14-9bf3-c948f17984cc

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/wf4ever#Folder

Folder

.

https://w3id.org/ro-id/18d3e6d...93-aaee-4f14-9bf3-c948f17984cc

2a331f93-aaee-4f14-9bf3-c948f17984cc

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Dataset

Dataset

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

4c848863-603c-4770-b1bf-6e114989e353

http://schema.org/description

description

(this is a literal)

"Container definition files for singularity/Apptainer."

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

4c848863-603c-4770-b1bf-6e114989e353

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...c5-3da5-4cdf-9741-fba770dcfcb8

1eb356c5-3da5-4cdf-9741-fba770dcfcb8

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

4c848863-603c-4770-b1bf-6e114989e353

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...9e-4dbc-47c1-bd80-079472aa4f70

b936509e-4dbc-47c1-bd80-079472aa4f70

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

4c848863-603c-4770-b1bf-6e114989e353

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...dc-152e-4acb-9d10-00e755a59cee

fefac0dc-152e-4acb-9d10-00e755a59cee

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

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http://schema.org/name

name

(this is a literal)

"recipes"

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

4c848863-603c-4770-b1bf-6e114989e353

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/wf4ever#Folder

Folder

.

https://w3id.org/ro-id/18d3e6d...63-603c-4770-b1bf-6e114989e353

4c848863-603c-4770-b1bf-6e114989e353

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Dataset

Dataset

.

https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://schema.org/description

description

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"Folder containing links to scientific papers and other articles used in the study."

.

https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://schema.org/hasPart

hasPart

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10.1145/3382037

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https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://schema.org/hasPart

hasPart

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https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://schema.org/hasPart

hasPart

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https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://schema.org/hasPart

hasPart

https://indico.jlab.org/event/...Paper_ApptainerWithoutSuid.pdf

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.

https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://schema.org/name

name

(this is a literal)

"biblio"

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https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/wf4ever#Folder

Folder

.

https://w3id.org/ro-id/18d3e6d...e7-acf6-4077-a795-5e0aeddb0cc3

729a11e7-acf6-4077-a795-5e0aeddb0cc3

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Dataset

Dataset

.

https://w3id.org/ro-id/18d3e6d...42-db2d-4e99-aa71-724a6a24571e

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http://schema.org/description

description

(this is a literal)

"Source code for various tools used in this work"

.

https://w3id.org/ro-id/18d3e6d...42-db2d-4e99-aa71-724a6a24571e

7af73f42-db2d-4e99-aa71-724a6a24571e

http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...01-29ee-4f4f-a04e-56f83a599457

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.

https://w3id.org/ro-id/18d3e6d...42-db2d-4e99-aa71-724a6a24571e

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http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...da-90a3-47e9-98c1-c6a8169d71a6

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.

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http://schema.org/name

name

(this is a literal)

"Source"

.

https://w3id.org/ro-id/18d3e6d...42-db2d-4e99-aa71-724a6a24571e

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http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/wf4ever#Folder

Folder

.

https://w3id.org/ro-id/18d3e6d...42-db2d-4e99-aa71-724a6a24571e

7af73f42-db2d-4e99-aa71-724a6a24571e

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Dataset

Dataset

.

https://w3id.org/ro-id/18d3e6d...9a-1e9b-4dd3-b5d4-9c980646e3ff

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http://schema.org/description

description

(this is a literal)

"This folder contains output results."

.

https://w3id.org/ro-id/18d3e6d...9a-1e9b-4dd3-b5d4-9c980646e3ff

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http://schema.org/name

name

(this is a literal)

"output"

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https://w3id.org/ro-id/18d3e6d...9a-1e9b-4dd3-b5d4-9c980646e3ff

99a2489a-1e9b-4dd3-b5d4-9c980646e3ff

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/wf4ever/wf4ever#Folder

Folder

.

https://w3id.org/ro-id/18d3e6d...9a-1e9b-4dd3-b5d4-9c980646e3ff

99a2489a-1e9b-4dd3-b5d4-9c980646e3ff

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://schema.org/Dataset

Dataset

.

https://w3id.org/ro-id/18d3e6d...da-8819-4c44-acf3-4fbb1fdfd153

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http://schema.org/description

description

(this is a literal)

"Singularity image files to ensure reproducibility."

.

https://w3id.org/ro-id/18d3e6d...da-8819-4c44-acf3-4fbb1fdfd153

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http://schema.org/hasPart

hasPart

https://w3id.org/ro-id/18d3e6d...d8-8a9e-4e98-ba93-4706c0043767

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https://w3id.org/ro-id/18d3e6d...da-8819-4c44-acf3-4fbb1fdfd153

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http://schema.org/name

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https://w3id.org/ro-id/enrichment/a450b1fa-8669-408b-b919-37aa8df6b23e

a450b1fa-8669-408b-b919-37aa8df6b23e

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Lemma

Lemma

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a450b1fa-8669-408b-b919-37aa8df6b23e

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https://w3id.org/ro/terms/earth-science#score

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http://www.w3.org/1999/02/22-rdf-syntax-ns#type

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https://w3id.org/ro/terms/earth-science#FieldOfResearch

FieldOfResearch

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https://w3id.org/ro-id/enrichment/a827d1a7-9b08-4e55-852b-bdc4186aa98c

a827d1a7-9b08-4e55-852b-bdc4186aa98c

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http://schema.org/name

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http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Lemma

Lemma

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https://w3id.org/ro-id/enrichment/aa1b1ff1-da7f-44e1-9bad-795ac05fd696

aa1b1ff1-da7f-44e1-9bad-795ac05fd696

https://w3id.org/ro/terms/earth-science#normScore

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(this is a literal)

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https://w3id.org/ro-id/enrichment/aa1b1ff1-da7f-44e1-9bad-795ac05fd696

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https://w3id.org/ro/terms/earth-science#score

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(this is a literal)

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https://w3id.org/ro-id/enrichment/aa28e6d0-4efd-49bd-8259-d130c3e86e77

aa28e6d0-4efd-49bd-8259-d130c3e86e77

http://schema.org/name

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(this is a literal)

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http://www.w3.org/1999/02/22-rdf-syntax-ns#type

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https://w3id.org/ro/terms/earth-science#Lemma

Lemma

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https://w3id.org/ro-id/enrichment/aa28e6d0-4efd-49bd-8259-d130c3e86e77

aa28e6d0-4efd-49bd-8259-d130c3e86e77

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

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https://w3id.org/ro-id/enrichment/aa28e6d0-4efd-49bd-8259-d130c3e86e77

aa28e6d0-4efd-49bd-8259-d130c3e86e77

https://w3id.org/ro/terms/earth-science#score

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(this is a literal)

"5.9"

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https://w3id.org/ro-id/enrichment/ad9163f1-6f82-4412-8891-97ecf91f3c21

ad9163f1-6f82-4412-8891-97ecf91f3c21

http://schema.org/name

name

(this is a literal)

"container"

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https://w3id.org/ro-id/enrichment/ad9163f1-6f82-4412-8891-97ecf91f3c21

ad9163f1-6f82-4412-8891-97ecf91f3c21

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Concept

Concept

.

https://w3id.org/ro-id/enrichment/ad9163f1-6f82-4412-8891-97ecf91f3c21

ad9163f1-6f82-4412-8891-97ecf91f3c21

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"14.225352112676056"

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https://w3id.org/ro-id/enrichment/ad9163f1-6f82-4412-8891-97ecf91f3c21

ad9163f1-6f82-4412-8891-97ecf91f3c21

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"10.1"

.

https://w3id.org/ro-id/enrichment/ba3e91ee-568a-4165-bfff-94f865296d70

ba3e91ee-568a-4165-bfff-94f865296d70

http://schema.org/name

name

(this is a literal)

"show"

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https://w3id.org/ro-id/enrichment/ba3e91ee-568a-4165-bfff-94f865296d70

ba3e91ee-568a-4165-bfff-94f865296d70

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Concept

Concept

.

https://w3id.org/ro-id/enrichment/ba3e91ee-568a-4165-bfff-94f865296d70

ba3e91ee-568a-4165-bfff-94f865296d70

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"9.014084507042254"

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https://w3id.org/ro-id/enrichment/ba3e91ee-568a-4165-bfff-94f865296d70

ba3e91ee-568a-4165-bfff-94f865296d70

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"6.4"

.

https://w3id.org/ro-id/enrichment/bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

http://schema.org/name

name

(this is a literal)

"deployment"

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https://w3id.org/ro-id/enrichment/bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Concept

Concept

.

https://w3id.org/ro-id/enrichment/bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"7.042253521126761"

.

https://w3id.org/ro-id/enrichment/bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

bc0bdf0f-7d79-4933-a09b-206dc2ce3f2f

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"5.0"

.

https://w3id.org/ro-id/enrichment/c1952cfe-5ee3-451b-9d52-2b00bdb53c01

c1952cfe-5ee3-451b-9d52-2b00bdb53c01

http://schema.org/name

name

(this is a literal)

"platform"

.

https://w3id.org/ro-id/enrichment/c1952cfe-5ee3-451b-9d52-2b00bdb53c01

c1952cfe-5ee3-451b-9d52-2b00bdb53c01

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Lemma

Lemma

.

https://w3id.org/ro-id/enrichment/c1952cfe-5ee3-451b-9d52-2b00bdb53c01

c1952cfe-5ee3-451b-9d52-2b00bdb53c01

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"12.69035532994924"

.

https://w3id.org/ro-id/enrichment/c1952cfe-5ee3-451b-9d52-2b00bdb53c01

c1952cfe-5ee3-451b-9d52-2b00bdb53c01

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"5.0"

.

https://w3id.org/ro-id/enrichment/cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

http://schema.org/name

name

(this is a literal)

"computer programming and software"

.

https://w3id.org/ro-id/enrichment/cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#NASA

NASA

.

https://w3id.org/ro-id/enrichment/cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"100.0"

.

https://w3id.org/ro-id/enrichment/cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

cf06c7ee-4ffd-4e2d-bb25-a502d07431fe

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"0.7600972652435303"

.

https://w3id.org/ro-id/enrichment/dcdcde28-f20d-4850-869f-24f5cb63318f

dcdcde28-f20d-4850-869f-24f5cb63318f

http://schema.org/name

name

(this is a literal)

"benchmark test"

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https://w3id.org/ro-id/enrichment/dcdcde28-f20d-4850-869f-24f5cb63318f

dcdcde28-f20d-4850-869f-24f5cb63318f

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Lemma

Lemma

.

https://w3id.org/ro-id/enrichment/dcdcde28-f20d-4850-869f-24f5cb63318f

dcdcde28-f20d-4850-869f-24f5cb63318f

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"12.436548223350256"

.

https://w3id.org/ro-id/enrichment/dcdcde28-f20d-4850-869f-24f5cb63318f

dcdcde28-f20d-4850-869f-24f5cb63318f

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"4.9"

.

https://w3id.org/ro-id/enrichment/e2a6b52d-6127-4332-a34f-d5a8efebadb5

e2a6b52d-6127-4332-a34f-d5a8efebadb5

http://schema.org/name

name

(this is a literal)

"fully-fledged climate model show"

.

https://w3id.org/ro-id/enrichment/e2a6b52d-6127-4332-a34f-d5a8efebadb5

e2a6b52d-6127-4332-a34f-d5a8efebadb5

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Phrase

Phrase

.

https://w3id.org/ro-id/enrichment/e2a6b52d-6127-4332-a34f-d5a8efebadb5

e2a6b52d-6127-4332-a34f-d5a8efebadb5

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"28.157349896480333"

.

https://w3id.org/ro-id/enrichment/e2a6b52d-6127-4332-a34f-d5a8efebadb5

e2a6b52d-6127-4332-a34f-d5a8efebadb5

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"13.6"

.

https://w3id.org/ro-id/enrichment/e30c92c0-6a7f-4f78-b405-90cb71c9595b

e30c92c0-6a7f-4f78-b405-90cb71c9595b

http://schema.org/name

name

(this is a literal)

"Television"

.

https://w3id.org/ro-id/enrichment/e30c92c0-6a7f-4f78-b405-90cb71c9595b

e30c92c0-6a7f-4f78-b405-90cb71c9595b

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#IPTC

IPTC

.

https://w3id.org/ro-id/enrichment/e30c92c0-6a7f-4f78-b405-90cb71c9595b

e30c92c0-6a7f-4f78-b405-90cb71c9595b

https://w3id.org/ro/terms/earth-science#path

path

(this is a literal)

"Arts, culture and entertainment/Mass media/Television"

.

https://w3id.org/ro-id/enrichment/e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

http://schema.org/name

name

(this is a literal)

"Applications as a Service"

.

https://w3id.org/ro-id/enrichment/e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Phrase

Phrase

.

https://w3id.org/ro-id/enrichment/e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"15.942028985507248"

.

https://w3id.org/ro-id/enrichment/e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

e6d1de6f-8c8c-4fa4-8bb7-89c757fac1f3

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"7.7"

.

https://w3id.org/ro-id/enrichment/eaf72729-f00c-409c-88c2-16268d891666

eaf72729-f00c-409c-88c2-16268d891666

http://schema.org/name

name

(this is a literal)

"porting"

.

https://w3id.org/ro-id/enrichment/eaf72729-f00c-409c-88c2-16268d891666

eaf72729-f00c-409c-88c2-16268d891666

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#Lemma

Lemma

.

https://w3id.org/ro-id/enrichment/eaf72729-f00c-409c-88c2-16268d891666

eaf72729-f00c-409c-88c2-16268d891666

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"14.720812182741117"

.

https://w3id.org/ro-id/enrichment/eaf72729-f00c-409c-88c2-16268d891666

eaf72729-f00c-409c-88c2-16268d891666

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"5.8"

.

https://w3id.org/ro-id/enrichment/f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

http://schema.org/name

name

(this is a literal)

"earth sciences"

.

https://w3id.org/ro-id/enrichment/f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/ro/terms/earth-science#FieldOfResearch

FieldOfResearch

.

https://w3id.org/ro-id/enrichment/f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"100.0"

.

https://w3id.org/ro-id/enrichment/f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

f2b6e1b9-ec9d-446d-9f3a-0d5df32350a4

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"0.1422479897737503"

.

https://w3id.org/ro-id/enrichment/fd65ef1f-807b-4423-bc66-18ceba14cdac

fd65ef1f-807b-4423-bc66-18ceba14cdac

http://schema.org/name

name

(this is a literal)

"computer science"

.

https://w3id.org/ro-id/enrichment/fd65ef1f-807b-4423-bc66-18ceba14cdac

fd65ef1f-807b-4423-bc66-18ceba14cdac

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

https://w3id.org/contentdesc#Domain

Domain

.

https://w3id.org/ro-id/enrichment/fd65ef1f-807b-4423-bc66-18ceba14cdac

fd65ef1f-807b-4423-bc66-18ceba14cdac

https://w3id.org/ro/terms/earth-science#normScore

normScore

(this is a literal)

"38.93129770992366"

.

https://w3id.org/ro-id/enrichment/fd65ef1f-807b-4423-bc66-18ceba14cdac

fd65ef1f-807b-4423-bc66-18ceba14cdac

https://w3id.org/ro/terms/earth-science#score

score

(this is a literal)

"5.1"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RA5pUoiKgH.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://api.rohub.org/api/ros/...ownload/ro-crate-metadata.json

ro-crate-metadata.json

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA5pUoiKgH... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Unveiling the Potential of Containers in Scientific Computing"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA5pUoiKgH... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-03-03T15:14:45.655+01:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA5pUoiKgH... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces https://w3id.org/ro-id/18d3e6d6-e559-4e43-b464-55275bd14708/

18d3e6d6-e559-4e43-b464-55275bd14708

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA5pUoiKgH.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA5pUoiKgH... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA5pUoiKgH.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA5pUoiKgH.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA5pUoiKgH.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"wfplsho65LjV7vH0EVuAwREQ+5k48PDZayCXx6mmiAfW0MFEgJPPB1XScAbFoF9EkQIubuRvV12yCfwkfE2SEPx12n5ASPhaNBNCvUJBXd8P7rd5I1wB4pFGGpVgt+ASILDyJ+9EfsaHN8ApShcrYpG62PVQpvtqiRWbDasL03Jc4R3md2MhPqeLH/8XZj+OvF9ZFAfyCm5SMrcGyZN1RopYzYk1cAGOivnmtDikCcAbBGGZFoQiDhF3HTwSdCSp0ewZBSf3LzF69psqGvbcLIPHfO69rUmHPrmepPZTaxFhl1e6aGaBiw4M1hDMsEqv4TY6NIhKToa5ugPIIGrw7w=="

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA5pUoiKgH.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://w3id.org/kpxl/gen/terms/RoCrateBot

RO-Crate Bot

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA5pUoiKgH...

this nanopublication

http://purl.org/dc/terms/creator

creator

https://w3id.org/kpxl/gen/terms/RoCrateBot

RO-Crate Bot

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA5pUoiKgH...

this nanopublication

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/nanopub/x/RoCrateNanopub

RoCrateNanopub

.

RO-Crate Bot, 3 Mar 2026, 14:14:45 UTC

References