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You will discover how the public cloud can foster innovation, accelerate scientific discovery and learn about best practices for leveraging the cloud. + +As a researcher or research facilitator, there are three main considerations in utilizing the cloud for scientific workflows: + +**(1) How do I know if my research belongs in the cloud?** + +**(2) Which cloud provider and which services should I utilize?** + +**(3) How do I estimate costs and resources needed for porting my work to the cloud?** + +Whether you are new to the cloud journey or are a seasoned cyberinfrastructure professional looking to communicate and address common concerns faced by researchers, this guide is intended to help you make an informed decision on whether a research workflow belongs in the public cloud, and to demystify some of the more obscure features around cloud adoption. + + +## Cloud Adoption Framework + +```{attention} +Cloud computing is a utility. You pay for the resources that you use! + +``` + +The CLASS Cloud Adoption Framework is a series of documentation, best practices, tutorials, workflows and cloud adoption pathways built by researchers and research and data (RCD) professionals ***for*** researchers and RCD professionals. + +## Issues +Please contact class@internet2.edu with issues or questions + + +Content for this site was put together by the Research Engagement team at Internet2. [Find out more here](https://internet2.edu/community/research-engagement/internet2-research-engagement-team/)! + + + diff --git a/_build/.doctrees/content/01_intro_to_cloud.doctree b/_build/.doctrees/content/01_intro_to_cloud.doctree deleted file mode 100644 index 26e903b..0000000 Binary files a/_build/.doctrees/content/01_intro_to_cloud.doctree and /dev/null differ diff --git a/_build/.doctrees/content/05_best_practices.doctree b/_build/.doctrees/content/best_practices.doctree similarity index 86% rename from _build/.doctrees/content/05_best_practices.doctree rename to _build/.doctrees/content/best_practices.doctree index 72ce601..dec84f3 100644 Binary files a/_build/.doctrees/content/05_best_practices.doctree and b/_build/.doctrees/content/best_practices.doctree differ diff --git a/_build/.doctrees/content/02_is_the_cloud_right.doctree b/_build/.doctrees/content/class_program.doctree similarity index 66% rename from _build/.doctrees/content/02_is_the_cloud_right.doctree rename to _build/.doctrees/content/class_program.doctree index 5613181..843a2b3 100644 Binary files a/_build/.doctrees/content/02_is_the_cloud_right.doctree and b/_build/.doctrees/content/class_program.doctree differ diff --git a/_build/.doctrees/content/03_cost_analysis.doctree b/_build/.doctrees/content/cost_analysis.doctree similarity index 86% rename from _build/.doctrees/content/03_cost_analysis.doctree rename to _build/.doctrees/content/cost_analysis.doctree index f1410f4..79a66a6 100644 Binary files a/_build/.doctrees/content/03_cost_analysis.doctree and b/_build/.doctrees/content/cost_analysis.doctree differ diff --git a/_build/.doctrees/content/data_management_plan.doctree b/_build/.doctrees/content/data_management_plan.doctree new file mode 100644 index 0000000..3234e40 Binary files /dev/null and b/_build/.doctrees/content/data_management_plan.doctree differ diff --git a/_build/.doctrees/content/example_workflows.doctree b/_build/.doctrees/content/example_workflows.doctree new file mode 100644 index 0000000..4f73659 Binary files /dev/null and b/_build/.doctrees/content/example_workflows.doctree differ diff --git a/_build/.doctrees/content/intro_to_cloud.doctree b/_build/.doctrees/content/intro_to_cloud.doctree new file mode 100644 index 0000000..c4df001 Binary files /dev/null and b/_build/.doctrees/content/intro_to_cloud.doctree differ diff --git a/_build/.doctrees/content/is_the_cloud_right.doctree b/_build/.doctrees/content/is_the_cloud_right.doctree new file mode 100644 index 0000000..d07087e Binary files /dev/null and b/_build/.doctrees/content/is_the_cloud_right.doctree differ diff --git a/_build/.doctrees/content/04_openscience.doctree b/_build/.doctrees/content/openscience.doctree similarity index 86% rename from _build/.doctrees/content/04_openscience.doctree rename to _build/.doctrees/content/openscience.doctree index 4e810a6..350518a 100644 Binary files a/_build/.doctrees/content/04_openscience.doctree and b/_build/.doctrees/content/openscience.doctree differ diff --git a/_build/.doctrees/content/where_to_find_funds.doctree b/_build/.doctrees/content/where_to_find_funds.doctree new file mode 100644 index 0000000..75e2a19 Binary files /dev/null and b/_build/.doctrees/content/where_to_find_funds.doctree differ diff --git a/_build/.doctrees/content/which_cloud.doctree b/_build/.doctrees/content/which_cloud.doctree new file mode 100644 index 0000000..ddecf92 Binary files /dev/null and b/_build/.doctrees/content/which_cloud.doctree differ diff --git a/_build/.doctrees/environment.pickle b/_build/.doctrees/environment.pickle index 1c352c4..137754e 100644 Binary files a/_build/.doctrees/environment.pickle and b/_build/.doctrees/environment.pickle differ diff --git a/_build/.doctrees/intro.doctree b/_build/.doctrees/intro.doctree index 6783567..55a816b 100644 Binary files a/_build/.doctrees/intro.doctree and b/_build/.doctrees/intro.doctree differ diff --git a/_build/html/.buildinfo b/_build/html/.buildinfo index 47cfe14..72c849d 100644 --- a/_build/html/.buildinfo +++ b/_build/html/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 04c13d88eea40c9fbb10e7c5003b91b1 +config: 6526d3c866653ffeb0150924af4e4d0d tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/_build/html/_sources/content/01_intro_to_cloud.ipynb b/_build/html/_sources/content/01_intro_to_cloud.ipynb deleted file mode 100644 index 1ec4fdc..0000000 --- a/_build/html/_sources/content/01_intro_to_cloud.ipynb +++ /dev/null @@ -1,50 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "90e130db", - "metadata": {}, - "source": [ - "## Introduction to Cloud Computing for Research\n", - "\n", - "Cloud computing is an on-demand computing resource that is scalable and follows a pay-as-you-go model. Instead of a singular data center or super-computing center, large cloud providers have data centers spanning multiple locations. The largest cloud computing providers are Microsoft (Azure), Amazon (Amazon Web Services, AWS) and Google (Google Cloud Platform, GCP). Together, they are often referred to as \"public\" or \"commercial\" cloud providers. \n", - "\n", - "\n", - "For researchers, it is often helpful to be aware of these five key components related to cloud computing infrastructure: \n", - "\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ba7ffb3b", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/_build/html/_sources/content/05_best_practices.ipynb b/_build/html/_sources/content/best_practices.ipynb similarity index 100% rename from _build/html/_sources/content/05_best_practices.ipynb rename to _build/html/_sources/content/best_practices.ipynb diff --git a/_build/html/_sources/content/02_is_the_cloud_right.ipynb b/_build/html/_sources/content/class_program.ipynb similarity index 75% rename from _build/html/_sources/content/02_is_the_cloud_right.ipynb rename to _build/html/_sources/content/class_program.ipynb index 636e894..a532972 100644 --- a/_build/html/_sources/content/02_is_the_cloud_right.ipynb +++ b/_build/html/_sources/content/class_program.ipynb @@ -2,18 +2,18 @@ "cells": [ { "cell_type": "markdown", - "id": "1b6fcbc0", + "id": "6bf4ef2d", "metadata": {}, "source": [ - "### Is the cloud right for me?\n", - "\n", - "" + "# CLASS Program" ] }, { - "cell_type": "markdown", - "id": "5e11c0b5", + "cell_type": "code", + "execution_count": null, + "id": "523e395b", "metadata": {}, + "outputs": [], "source": [] } ], diff --git a/_build/html/_sources/content/03_cost_analysis.ipynb b/_build/html/_sources/content/cost_analysis.ipynb similarity index 100% rename from _build/html/_sources/content/03_cost_analysis.ipynb rename to _build/html/_sources/content/cost_analysis.ipynb diff --git a/content/02_is_the_cloud_right.ipynb b/_build/html/_sources/content/data_management_plan.ipynb similarity index 75% rename from content/02_is_the_cloud_right.ipynb rename to _build/html/_sources/content/data_management_plan.ipynb index 636e894..0287c89 100644 --- a/content/02_is_the_cloud_right.ipynb +++ b/_build/html/_sources/content/data_management_plan.ipynb @@ -2,18 +2,18 @@ "cells": [ { "cell_type": "markdown", - "id": "1b6fcbc0", + "id": "3070d4d2", "metadata": {}, "source": [ - "### Is the cloud right for me?\n", - "\n", - "" + "# Data Management Considerations" ] }, { - "cell_type": "markdown", - "id": "5e11c0b5", + "cell_type": "code", + "execution_count": null, + "id": "8dde2cb9", "metadata": {}, + "outputs": [], "source": [] } ], diff --git a/_build/jupyter_execute/content/02_is_the_cloud_right.ipynb b/_build/html/_sources/content/example_workflows.ipynb similarity index 75% rename from _build/jupyter_execute/content/02_is_the_cloud_right.ipynb rename to _build/html/_sources/content/example_workflows.ipynb index 31ee83a..c5cc162 100644 --- a/_build/jupyter_execute/content/02_is_the_cloud_right.ipynb +++ b/_build/html/_sources/content/example_workflows.ipynb @@ -2,18 +2,18 @@ "cells": [ { "cell_type": "markdown", - "id": "1b6fcbc0", + "id": "da5b9cad", "metadata": {}, "source": [ - "### Is the cloud right for me?\n", - "\n", - "" + "# Cloud Journey Workflows" ] }, { - "cell_type": "markdown", - "id": "5e11c0b5", + "cell_type": "code", + "execution_count": null, + "id": "7ac2d50e", "metadata": {}, + "outputs": [], "source": [] } ], @@ -38,4 +38,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/_build/html/_sources/content/intro_to_cloud.ipynb b/_build/html/_sources/content/intro_to_cloud.ipynb new file mode 100644 index 0000000..30fb926 --- /dev/null +++ b/_build/html/_sources/content/intro_to_cloud.ipynb @@ -0,0 +1,46 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "90e130db", + "metadata": {}, + "source": [ + "# Cloud Computing for Research\n", + "\n", + "Cloud computing is an on-demand computing resource that is scalable and follows a pay-as-you-go model. Instead of a singular data center or super-computing center, large cloud providers have data centers spanning multiple locations. The largest cloud computing providers are [Microsoft (Azure)](https://azure.microsoft.com/), [Amazon (Amazon Web Services, AWS)](https://aws.amazon.com/) and [Google (Google Cloud Platform, GCP)](https://cloud.google.com/). Together, they are often referred to as **\"public\"** or **\"commercial\"** cloud providers. \n", + "\n", + "\n", + "For researchers, it is often helpful to be aware of these five key components related to cloud computing infrastructure: \n", + "\n", + "
\n", + "\n", + "In contrast to buying your own desktop or laptop computer, a cluster of machines, or with buying external storage devices (such as a RAID, redundant array of independent disks), cloud computing allows you to provision computing and storage on machines that only available to you through an intermediated interface (such as a web-browser or through ssh). \n", + "\n", + "In some sense, cloud computing is akin to computing resources that would you obtain through institutional high-perfomance computing clusters or the National Science Foundation (NSF)-funded platforms such as [XSEDE](https://www.xsede.org/). However, the fundamental difference is that the commercial cloud follows a pay-as-you-go model as opposed to a funding allocation model which you need to apply and be approved for. Commercial cloud providers are also frequently inventing, updating and improving their catalog of services; some researchers may find that the services offered on the commercial cloud can help accelerate their scientific workflows especially when dealing with big data. \n", + "\n", + "We will explore more about the services offered by the public cloud vendors in the next few chapters. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_build/html/_sources/content/is_the_cloud_right.ipynb b/_build/html/_sources/content/is_the_cloud_right.ipynb new file mode 100644 index 0000000..724337b --- /dev/null +++ b/_build/html/_sources/content/is_the_cloud_right.ipynb @@ -0,0 +1,49 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1b6fcbc0", + "metadata": {}, + "source": [ + "### Is the Cloud Right for Me?\n", + "\n", + "Now that you have an idea of what cloud computing is, the question that is most pertinent to researchers is whether or not you ***should*** move your work to the cloud. The following chart outlines some questions to ask: \n", + "\n", + "
\n", + "\n", + "Many researchers move to the commercial cloud simply because their local compute resources (local HPC clusters, or departmental clusters) are insufficient to deal with the volume of data and type of computation. With the cloud, there is no wait time to obtain the computing resources you need. With sufficient funds, you may be able to obtain a near infinite number of CPUs, RAM and GPUs. \n", + "\n", + "```{note}\n", + "Scalable computing is the ability to obtain more computers(horizontal scaling) and/or to obtain more powerful computers(vertical scaling)\n", + "```\n", + "\n", + "Other factors that will play in your decision to move to the cloud include knowing where common large datasets are hosted. The core idea in working on the cloud involves a paradigm shift: researchers should no longer bring their data to the compute (i.e. downloading data) but should instead bring their compute to the data! If you think about it, why spend hours on end to download data and find a place to store it when you can work directly with the data? \n", + "\n", + "If your collaborators are already working in the cloud i.e. hosting data on the cloud or building cloud-based workflows, it would also make sense for you to bring your work to the cloud. Go here for more on Open Science and Collaboration. \n", + "\n", + "In the next chapter, we will discuss the million dollar question: \"But which cloud provider should I choose?!\"" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_build/html/_sources/content/04_openscience.ipynb b/_build/html/_sources/content/openscience.ipynb similarity index 100% rename from _build/html/_sources/content/04_openscience.ipynb rename to _build/html/_sources/content/openscience.ipynb diff --git a/_build/html/_sources/content/where_to_find_funds.ipynb b/_build/html/_sources/content/where_to_find_funds.ipynb new file mode 100644 index 0000000..dc32041 --- /dev/null +++ b/_build/html/_sources/content/where_to_find_funds.ipynb @@ -0,0 +1,41 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a71a9499", + "metadata": {}, + "source": [ + "# Funding Your Cloud Journey" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57bc18a6", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_build/html/_sources/content/which_cloud.ipynb b/_build/html/_sources/content/which_cloud.ipynb new file mode 100644 index 0000000..970d252 --- /dev/null +++ b/_build/html/_sources/content/which_cloud.ipynb @@ -0,0 +1,41 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "dbc2e7e6", + "metadata": {}, + "source": [ + "# Choosing Cloud Providers" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ff14b2c", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_build/html/_sources/intro.md b/_build/html/_sources/intro.md index c587344..cc00c5c 100644 --- a/_build/html/_sources/intro.md +++ b/_build/html/_sources/intro.md @@ -1,20 +1,33 @@ -#### Overview +# A Primer to Cloud Computing for Research + This online "book" aims to enable pathways to adoption of cloud computing for research. You will discover how the public cloud can foster innovation, accelerate scientific discovery and learn about best practices for leveraging the cloud. +As a researcher or research facilitator, there are three main considerations in utilizing the cloud for scientific workflows: -#### Issues -Please contact class@internet2.edu with issues or questions +**(1) How do I know if my research belongs in the cloud?** -Content for this site was put together by the Research Engagement team at Internet2. [Find out more here](https://internet2.edu/community/research-engagement/internet2-research-engagement-team/)! +**(2) Which cloud provider and which services should I utilize?** +**(3) How do I estimate costs and resources needed for porting my work to the cloud?** - +Whether you are new to the cloud journey or are a seasoned cyberinfrastructure professional looking to communicate and address common concerns faced by researchers, this guide is intended to help you make an informed decision on whether a research workflow belongs in the public cloud, and to demystify some of the more obscure features around cloud adoption. -```python -``` +## Cloud Adoption Framework -```python +```{attention} +Cloud computing is a utility. You pay for the resources that you use! ``` + +The CLASS Cloud Adoption Framework is a series of documentation, best practices, tutorials, workflows and cloud adoption pathways built by researchers and research and data (RCD) professionals ***for*** researchers and RCD professionals. + +## Issues +Please contact class@internet2.edu with issues or questions + + +Content for this site was put together by the Research Engagement team at Internet2. [Find out more here](https://internet2.edu/community/research-engagement/internet2-research-engagement-team/)! + + + diff --git a/_build/html/content/05_best_practices.html b/_build/html/content/best_practices.html similarity index 85% rename from _build/html/content/05_best_practices.html rename to _build/html/content/best_practices.html index 7528d8b..48fbe4f 100644 --- a/_build/html/content/05_best_practices.html +++ b/_build/html/content/best_practices.html @@ -53,7 +53,8 @@ - + + @@ -83,27 +84,35 @@

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Is the Cloud Right for Me?

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Many researchers move to the commercial cloud simply because their local compute resources (local HPC clusters, or departmental clusters) are insufficient to deal with the volume of data and type of computation. With the cloud, there is no wait time to obtain the computing resources you need. With sufficient funds, you may be able to obtain a near infinite number of CPUs, RAM and GPUs.

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Scalable computing is the ability to obtain more computers(horizontal scaling) and/or to obtain more powerful computers(vertical scaling)

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Other factors that will play in your decision to move to the cloud include knowing where common large datasets are hosted. The core idea in working on the cloud involves a paradigm shift: researchers should no longer bring their data to the compute (i.e. downloading data) but should instead bring their compute to the data! If you think about it, why spend hours on end to download data and find a place to store it when you can work directly with the data?

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If your collaborators are already working in the cloud i.e. hosting data on the cloud or building cloud-based workflows, it would also make sense for you to bring your work to the cloud. Go here for more on Open Science and Collaboration.

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In the next chapter, we will discuss the million dollar question: “But which cloud provider should I choose?!”

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Funding Your Cloud Journey

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+ + How do I estimate costs? + Cloud Journey Workflows + +
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+ + By Internet2 Research Engagement
+ + © Copyright 2021.
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+ + + + + + \ No newline at end of file diff --git a/_build/html/content/which_cloud.html b/_build/html/content/which_cloud.html new file mode 100644 index 0000000..858807a --- /dev/null +++ b/_build/html/content/which_cloud.html @@ -0,0 +1,327 @@ + + + + + + + + Choosing Cloud Providers — Internet2 Cloud Learning And Skills Sessions + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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Choosing Cloud Providers

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+ + Is the Cloud Right for Me? + Data Management Considerations + +
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+ + By Internet2 Research Engagement
+ + © Copyright 2021.
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+ + + + + + \ No newline at end of file diff --git a/_build/html/genindex.html b/_build/html/genindex.html index 4e745a7..59a1d21 100644 --- a/_build/html/genindex.html +++ b/_build/html/genindex.html @@ -82,27 +82,35 @@

Internet2 Cloud Learning And Skills Sessio diff --git a/_build/html/intro.html b/_build/html/intro.html index 055d990..b3d0ede 100644 --- a/_build/html/intro.html +++ b/_build/html/intro.html @@ -5,7 +5,7 @@ - Overview — Internet2 Cloud Learning And Skills Sessions + A Primer to Cloud Computing for Research — Internet2 Cloud Learning And Skills Sessions @@ -53,7 +53,7 @@ - + @@ -83,27 +83,35 @@

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Internet2 Cloud Learning And Skills Sessio