8.2. Dataset hosting on GIN

GIN (G-Node infrastructure) is a free data management system designed for comprehensive and reproducible management of scientific data. It is a web-based repository store and provides fine-grained access control to share data. GIN builds up on Git and git-annex, and is an easy alternative to other third-party services to host and share your DataLad datasets1. It allows to share datasets and their contents with selected collaborators or making them publicly and anonymously available.


Fig. 8.4 Some repository hosting services such as Gin have annex support, and can thus hold the complete dataset. This makes publishing datasets very easy.

Go further for dataset access from GIN

If you reached this section to find out how to access a DataLad dataset shared on Gin, please skip to the section Sharing and accessing the dataset.

8.2.1. Prerequisites

In order to use GIN for hosting and sharing your datasets, you need to

  • register

  • upload your public SSH key for SSH access

  • create an empty repository on GIN and publish your dataset to it

Once you have registered an account on the GIN server by providing your e-mail address, affiliation, and name, and selecting a user name and password, you should upload your SSH key to allow SSH access.

What is an SSH key and how can I create one?

An SSH key is an access credential in the SSH protocol that can be used to login from one system to remote servers and services, such as from your private computer to an SSH server. For repository hosting services such as GIN, GitHub, or GitLab, it can be used to connect and authenticate without supplying your username or password for each action.

This tutorial by GitHub is a detailed step-by-step instruction to generate and use SSH keys for authentication, and it also shows you how to add your public SSH key to your GitHub account so that you can install or clone datasets or Git repositories via SSH (in addition to the http protocol), and the same procedure applies to GitLab and Gin.

Don’t be intimidated if you have never done this before – it is fast and easy: First, you need to create a private and a public key (an SSH key pair). All this takes is a single command in the terminal. The resulting files are text files that look like someone spilled alphabet soup in them, but constitute a secure password procedure. You keep the private key on your own machine (the system you are connecting from, and that only you have access to), and copy the public key to the system or service you are connecting to. On the remote system or service, you make the public key an authorized key to allow authentication via the SSH key pair instead of your password. This either takes a single command in the terminal, or a few clicks in a web interface to achieve. You should protect your SSH keys on your machine with a passphrase to prevent others – e.g., in case of theft – to log in to servers or services with SSH authentication2, and configure an ssh agent to handle this passphrase for you with a single command. How to do all of this is detailed in the above tutorial.

To do this, visit the settings of your user account. On the left hand side, select the tab “SSH Keys”, and click the button “Add Key”:


Fig. 8.5 Upload your SSH key to GIN

You should copy the contents of your public key file into the field labeled content, and enter an arbitrary but informative Key Name, such as “My private work station”. Afterwards, you are done!

8.2.2. Publishing your dataset to GIN

To publish an existing dataset to GIN, create a new, empty repository on GIN first. Unlike with datalad create-sibling-github (that does this step automatically for you on GitHub), this needs to be done via the web interface:


Fig. 8.6 Create a new repository on Gin using the web interface.

Afterwards, add this repository as a sibling of your dataset. To do this, use the datalad siblings add command and the SSH URL of the repository as shown below. Note that since this is the first time you will be connecting to the GIN server via SSH, you will likely be asked to confirm to connect. This is a safety measure, and you can type “yes” to continue:

$ datalad siblings add -d . \
  --name gin \
  --url git@gin.g-node.org:/adswa/DataLad-101.git

The authenticity of host 'gin.g-node.org (' can't be established.
ECDSA key fingerprint is SHA256:E35RRG3bhoAm/WD+0dqKpFnxJ9+yi0uUiFLi+H/lkdU.
Are you sure you want to continue connecting (yes/no)? yes
[INFO   ] Failed to enable annex remote gin, could be a pure git or not accessible
[WARNING] Failed to determine if gin carries annex.
.: gin(-) [git@gin.g-node.org:/adswa/DataLad-101.git (git)]

Afterwards, you can publish your dataset with datalad push. As the repository on GIN supports a dataset annex, there is no publication dependency to an external data hosting service necessary, and the dataset contents stored in Git and in git-annex are published to the same place:

$ datalad push --to gin
[INFO] Determine push target
[INFO] Push refspecs
[INFO] Transfer data
copy(ok): books/TLCL.pdf (file) [to gin...]
copy(ok): books/bash_guide.pdf (file) [to gin...]
copy(ok): books/byte-of-python.pdf (file) [to gin...]
copy(ok): books/progit.pdf (file) [to gin...]
[INFO] Update availability information
[INFO] Start enumerating objects 
[INFO] Start counting objects 
[INFO] Start compressing objects 
[INFO] Start writing objects 
[INFO] Start resolving deltas 
publish(ok): . (dataset) [refs/heads/git-annex->gin:refs/heads/git-annex feaf075..87d636d]
publish(ok): . (dataset) [refs/heads/master->gin:refs/heads/master [new branch]]
[INFO] Finished push of Dataset(/home/me/dl-101/DataLad-101)

If you refresh the GIN web interface afterwards, you will find all of your dataset – including annexed contents! – on GIN. What is especially cool is that the GIN web interface (unlike GitHub) can even preview your annexed contents.


Fig. 8.7 A published dataset in a Gin repository at gin.g-node.org.

8.2.3. Sharing and accessing the dataset

Once your dataset is published, you can point collaborators and friends to it.

If it is a public repository, retrieving the dataset and getting access to all published data contents (in a read-only fashion) is done by cloning the repository’s https url. This does not require a user account on Gin.

Take the URL in the browser, not the copy-paste URL

Please note that you need to use the browser URL of the repository, not the copy-paste URL on the upper right hand side of the repository if you want to get anonymous HTTPS access! The two URLs differ only by a .git extension:

  • Browser bar: https://gin.g-node.org/<user>/<repo>

  • Copy-paste “HTTPS clone”: https://gin.g-node.org/<user>/<repo>.git

A dataset cloned from https://gin.g-node.org/<user>/<repoy>.git, however, can not retrieve annexed files!

$ datalad clone https://gin.g-node.org/adswa/DataLad-101
[INFO] Cloning dataset to Dataset(/home/me/dl-101/clone_of_dl-101/DataLad-101)
[INFO] Attempting to clone from https://gin.g-node.org/adswa/DataLad-101 to /home/me/dl-101/clone_of_dl-101/DataLad-101 
[INFO] Start enumerating objects 
[INFO] Start counting objects 
[INFO] Start compressing objects 
[INFO] Start receiving objects 
[INFO] Start resolving deltas 
[INFO] Completed clone attempts for Dataset(/home/me/dl-101/clone_of_dl-101/DataLad-101)
[INFO] Scanning for unlocked files (this may take some time)
install(ok): /home/me/dl-101/clone_of_dl-101/DataLad-101 (dataset)

Subsequently, datalad get calls will be able to retrieve all annexed file contents that have been published to the repository.

If it is a private dataset, cloning the dataset from Gin requires a user name and password for anyone you want to share your dataset with. The “Collaboration” tab under Settings lets you set fine-grained access rights, and it is possible to share datasets with collaborators that are not registered on GIN with provided Guest accounts. If you are unsure if your dataset is private, this find-out-more shows you how to find out. In order to get access to annexed contents, cloning requires setting up an SSH key as detailed above, and cloning via the SSH url:

$ datalad clone git@gin.g-node.org:/adswa/DataLad-101.git

Likewise, in order to publish changes back to a Gin repository, the repository needs to be cloned via its SSH url.

How do I know if my repository is private?

Private repos are marked with a lock sign. To make it public, untick the “Private” box, found under “Settings”:


8.2.4. Subdataset publishing

Just as the input subdataset iris_data in your published midterm_project was referencing its source on GitHub, the longnow subdataset in your published DataLad-101 dataset directly references the original dataset on GitHub. If you click onto recordings and then longnow in GIN’s webinterface, you will be redirected to the podcast’s original dataset.

The subdataset midterm_project, however, is not successfully referenced. If you click on it, you would get to a 404 Error page. The crucial difference between this subdataset and the longnow dataset is its entry in the .gitmodules file of DataLad-101:

$ cat .gitmodules
[submodule "recordings/longnow"]
        path = recordings/longnow
        url = https://github.com/datalad-datasets/longnow-podcasts.git
        datalad-id = b3ca2718-8901-11e8-99aa-a0369f7c647e
[submodule "midterm_project"]
        path = midterm_project
        url = ./midterm_project
        datalad-id = e5a3d370-223d-11ea-af8b-e86a64c8054c

While the longnow subdataset is referenced with a valid URL to GitHub, the midterm project’s URL is a relative path from the root of the superdataset. This is because the longnow subdataset was installed with datalad clone -d . (that records the source of the subdataset), and the midterm_project dataset was created as a subdataset with datalad create -d . midterm_project. Since there is no repository at https://gin.g-node.org/<USER>/DataLad-101/midterm_project (which this submodule entry would resolve to), accessing the subdataset fails.

However, since you have already published this dataset (to GitHub), you could update the submodule entry and provide the accessible GitHub URL instead. This can be done via the set-property <NAME> <VALUE> option of datalad subdatasets3 (replace the URL shown here with the URL your dataset was published to – likely, you only need to change the user name):

$ datalad subdatasets --contains midterm_project \
  --set-property url https://github.com/adswa/midtermproject
subdataset(ok): midterm_project (dataset)
$ cat .gitmodules
[submodule "recordings/longnow"]
	path = recordings/longnow
	url = https://github.com/datalad-datasets/longnow-podcasts.git
	datalad-id = b3ca2718-8901-11e8-99aa-a0369f7c647e
	datalad-url = https://github.com/datalad-datasets/longnow-podcasts.git
[submodule "midterm_project"]
	path = midterm_project
	url = https://github.com/adswa/midtermproject
	datalad-id = b7792b2a-1b50-4ebc-b2ca-63885017aeac

Handily, the datalad subdatasets command saved this change to the .gitmodules file automatically and the state of the dataset is clean:

$ datalad status
nothing to save, working tree clean

Afterwards, publish these changes to gin and see for yourself how this fixed the problem:

$ datalad push --to gin
[INFO] Determine push target
[INFO] Push refspecs
[INFO] Transfer data
[INFO] Update availability information
[INFO] Start enumerating objects 
[INFO] Start counting objects 
[INFO] Start compressing objects 
[INFO] Start writing objects 
publish(ok): . (dataset) [refs/heads/master->gin:refs/heads/master c138506..92734e4]
[INFO] Finished push of Dataset(/home/me/dl-101/DataLad-101)

If the subdataset was not published before, you could publish the subdataset to a location of your choice, and modify the .gitmodules entry accordingly.



GIN looks and feels similar to GitHub, and among a number advantages, it can assign a DOI to your dataset, making it cite-able. Moreover, its web interface and client are useful tools with a variety of features that are worthwhile to check out, as well.


Your private SSH key is incredibly valuable, and it is important to keep it secret! Anyone who gets your private key has access to anything that the public key is protecting. If the private key does not have a passphrase, simply copying this file grants a person access!


Alternatively, you can configure the siblings url with git config:

$ git config -f .gitmodules --replace-all  submodule.midterm_project.url https://github.com/adswa/midtermproject

Remember, though, that this command modifies .gitmodules without an automatic, subsequent save, so that you will have to save this change manually.