Skip to end of metadata
Go to start of metadata

This page will be continuously updated while Snellius is being prepared to go into production. Please check here regularly for new or updated information on the migration.

Last update: Wednesday October 20, 10:45

The migration of data from Cartesius to Snellius is currently in place (see section below for more information).

If you have questions on the migration please contact our Service Desk.


After a very successful 8 years of service, Cartesius is being replaced this year by a new Dutch National Supercomputer called Snellius. 

Snellius is built by Lenovo and will contain predominantly AMD technology, plus NVIDIA GPUs.

A high-level news item on the new system can be read here. Snellius was opened by Queen Máxima on 16 September. There you will also find a link to a virtual tour of the system, with background information.

This page will be the main source of information where we will keep you as user updated on the progress of the installation of Snellius and the corresponding transition from Cartesius to Snellius. The purpose of this page is to help you adapt your research schedule to take into account the upcoming transition.

Snellius (phase 1) at the Amsterdam Science ParkBackside view of water-cooled GPU rack

What is the timeline for this transition?

The Snellius system has been installed over the past months by Lenovo in the data center at Amsterdam Science Park, with Snellius being located next to Cartesius. There currently are system setup and administration steps left, plus finishing the set of system-wide acceptance tests. The dates provided below are therefore only valid when everything goes according to plan and no further delays are encountered in the remaining installation, setup and acceptance of the system.

Access to Cartesius and the data on its file systems will be frozen from Friday October 15, 17:00. The weekend of 15 -17 October is used to perform the final incremental step of migrating user data from Cartesius to Snellius.

Snellius was made available on Monday 18 October, at 14:00, but project spaces were initially still in 'read-only' since synchronization hadn't finished. As of Wednesday October 20, 10:30, project spaces are now fully synchronized and available (in read/write mode).

In the week in which Snellius becomes available (18-22 October) please check that the migrated data on Snellius matches with what you expect to be there. If not, please contact our Service Desk, so we can decide on a user-by-user basis what action to take. Also see the next section on important differences between home and project spaces.

Below is a tabular summary of the migration roadmap:

Fri 27 August

Start of home directory migration from Cartesius to SnelliusMigration finished
Start of project space migration from Cartesius to SnelliusMigration finished
Fri 15 October

Access to Cartesius disabled from 17:00 onwards

Fri 15 - Sun 17 October

Home directory migration finalized
Project space migration finalizedFilesystem issues delayed completion of project space migration. Synchronization was complete as of October 20, 10:30. From that moment onwards, project spaces were have been fully available (read/write).
Mon 18 October

Snellius accessible and fully operational from 12:00

Delayed until 14:00. At this time, Snellius was opened with home directories fully available, and project spaces read-only (and potentially incomplete)/.
Snellius use will not be accounted in October

Mon 18 - Wed 20 October

Please check that the data that is available in your Snellius home dir and project spaces is as expectedProject space data should be complete as of October 20, 10:30. Please check your data.
End October

Cartesius taken offline

Beginning of NovemberStart of accounting on Snellius

Time needed for project space migration

In general users so far can do more to help in reducing the migration time of project space data, by selecting critically what should really be migrated to Snellius and to actively purge their Cartesius project spaces of data that does not need to be migrated. Some may have also forgotten to do the last step: actually deleting files on Cartesius after migration of data to elsewhere.

Note that SURF cannot make the selection of what needs to be migrated, that is up to the user. But refraining from substantial purging will result in a huge aggregate data volume (approaching 5 PiB) still present in the Cartesius project spaces that would need to be migrated, taking a substantial amount of time.

How do I get my relevant data from Cartesius to Snellius?

SURF will migrate relevant user data, the exact data migration schedule is given in the previous section, while the included set of data is described here.

In general, the data migration includes the data related to Cartesius SBU accounts that were active on, or after, the Cutoff Date of 1 June 2021. Note that the Cutoff Date is different from the Freeze Date from the previous section, and is a date about 3 months earlier. We plan to only migrate data of projects that are still active, or that have become inactive only fairly recently.

There are two types of end-user data collections: home directories and project spaces. Home directories are owned by a single login and have a logical pathname of the pattern /home/<loginname>Project spaces are collectively co-owned by a group of logins - in some cases even by a group of logins that belong to several different SBU accounts. Project spaces for end-users have a logical pathname of the pattern /projects/0/<projectname>.

Home directories

The home directory of a Cartesius login is migrated if the following two conditions both apply:

  • The login is associated with an SBU account that was active on, or after, the Cutoff Date (i.e. did not expire before the Cutoff Date).
  • A valid Usage Agreement for the login exists, has been accepted/duly renewed by the person to whom the login was handed out to. This agreement can be reviewed and accepted here.

Cartesius home backup available only until 31 December 2021

Note that for home directories a daily backup service is maintained, both on Cartesius and Snellius. Offline backups of Cartesius home directories will be kept, until 31 December 2021, including for backups of directories that are not migrated. Consequently, non-migrated home directories will become unavailable and non-restorable after 31 December 2021.

Project spaces

A project space is migrated to Snellius if the following two conditions both apply to at least one member login of the group co-owning the project space:   

  • The login is associated with an SBU account that was active on, or after, the Cutoff Date (i.e. did not expire before the Cutoff Date).
  • A valid Usage Agreement for the login exists, has been accepted/duly renewed by the person to whom the login was handed out to. This agreement can be reviewed and accepted here.

The group co-owing the project space is the group of logins that share the allocated disk quota and have read and write access to the project space root.

Note that for project spaces no backup service is in place, as project space is a user-managed scratch resource, not a data-preservation resource. All project space data that is not included in the above will not be migrated to Snellius and will become unavailable as soon as Cartesius is taken offline.

Scratch spaces

Scratch - Possible Data Loss

Files that reside on scratch filesystems of Cartesius will not be migrated to Snellius. If you want to preserve your data currently on a Cartesius scratch file system you will have to copy this data yourself to an external data storage facility.

Non-native file systems


The migration only pertains to data on native Cartesius filesystems. In particular, data associated with the same login, but residing on the SURF archive facility, are not affected in any way. 

Data cleanup and preparation by users

To keep the data migration from Cartesius to Snellius to manageable proportions, we kindly ask the cooperation of all users. Take seriously into account that Cartesius and Snellius both are resources for active computational projects. They have no data-preservation or archival function at all. Relevant data to migrate are sources, scripts, and data to be operated on by computation and visualisation runs to be performed on Snellius. Data may be intrinsically valuable for other reasons, but those do not constitute valid reasons to keep them on the file systems of these compute platforms.

Minimize the content of your /home  directories and of your project space(s) as much as possible:

  • Clean up your /home  directory and project space as much as possible.
    • Remove obsolete files and directories.
    • Move files from project space, that you would have transferred to local storage anyway, as soon as possible to this local storage.
    • If you have access to the tape archive, please compress and move relevant data to the tape archive that you will not immediately need after migration. You can restore them at a later time on Snellius from the tape archive.
    • Do not forget to actually delete the files on the project space after having done such transfers, otherwise they will still add up to the migration volume!
  • Make sure that you don't have links in your /home  folder that reference storage outside the /home  folder, as these links will be broken after the migration to Snellius.
  • Around 100 long-term active logins apparently still have kept some contents in the legacy directories migrated from the previous system Huygens, in 2013.  They are in a location with a pathname pattern  /nfs/home[12345]/huygens_data/h0[12345678]/<loginname>. For convenient access,  a  symbolic link, ~/HUYGENS, pointing to the legacy directory was created in 2013, in the regular Cartesius home directory of the login. None of the Huygens legacy home directories will be migrated to Snellius. If you really want to keep some of that contents, make sure that you move relevant legacy files into a different location, under your home directory. 
  • If you intend to upload large input datasets to project space consider postponing this operation until the transition to Snellius is complete.

What does the Snellius system look like?

Like Cartesius, Snellius will also be a heterogeneous system, with thin nodes, fat nodes, high-memory nodes and a number of nodes with GPU accelerators. Snellius will be delivered in several phases, so the growth of Snellius will follow the anticipated growth in usage of Snellius. The growth phases are as follows.

Phase 1 (Q3 2021)

The hardware installed in this phase provides a peak compute performance of 3.1 PFLOP/s (CPU) + 3.0 PFLOP/s (GPU).

TypeAmountTechnical DetailsMemory/core (GiB)Total #cores

Total #GPU

thin nodes504

AMD Rome 7H12@2.6GHz processor, dual socket,
64 cores/socket

fat nodes72AMD Rome 7H12@2.6GHz processor, dual socket,
64 cores/socket
high-memory nodes2AMD Rome 7H12@2.6GHz processor, dual socket,
64 cores/socket,
high-memory nodes2AMD Rome 7H12@2.6GHz processor, dual socket,
64 cores/socket
GPU nodes36

Intel Ice Lake 8360Y@2.4GHz processor, dual socket,
36 cores/socket

4x NVIDIA A100 Tensor Core GPU







Phase 2 (Q3 2022)

An extension will be added with more CPU-only thin nodes (future generation AMD EPYC processors, 2 GB per core), with a peak performance of 5.1 PFLOP/s.

Phase 3 (Q3 2023)

There are three options for this extension:

  1. CPU thin nodes (same future generation AMD EPYC processors, aggregate: 2.4 PFLOP/s), or
  2. GPU nodes (future generation NVIDIA GPUs, aggregate: 10.3 PFLOP/s), or
  3. Storage (the amount still needs to be determined)

The choice will be made 1.5 years after the start of production of Phase 1 and will be based on actual usage and demand of the system.

When Phase 3 is complete Snellius will have a total performance (CPU+GPU) in the range 13.6 - 21.5 PFLOP/s. This corresponds to roughly 7.6 - 11.9 times the total peak compute performance of Cartesius.

I still have an active account on Cartesius, what will happen with this account and the budget?

Accounts that were active on, or after, the Cutoff Date of 1 June 2021 will be migrated to Snellius. The remains of the budget which you had on Cartesius will be transferred to Snellius, in a 1:1 conversion of SBUs left.

Newly granted projects, that have a start date after 1 August 2021 will receive new accounts only on Snellius. We will not create a Cartesius account for granted projects which start after 1 August 2021. If the new grant is a continuation of a previous project, the new budget will be accessible on Cartesius along with an already existing account.

How can I get access to Snellius?

The procedure for obtaining access to Snellius will be similar to the one for Cartesius. For large applications, you submit an application to NWO, see the call details here. For small, pilot, applications you can apply via the SURF access portal. For more details see the information here. Of course, the definitions of what is considered big and small will be adapted to reflect the increased capacity of Snellius.

How does the Snellius software environment compare to the Cartesius environment?

Snellius will use the same type of modules environment for providing software packages as used on Cartesius. We will do our best to port the software from the 2020 modules environment on Cartesius to the new 2021 modules environment on Snellius. This implies that Snellius will host newer versions of the software that is currently available on Cartesius.

If you are missing essential software from the current 2020 environment on Cartesius, please let us know via the ServiceDesk as soon as possible. You can also install the missing modules by yourself in your home folder, see the EasyBuild tutorial.

We have been building a new 2021 modules environment on Cartesius already. This environment currently contains the most important core libraries and development tools. We will continue to enhance the 2021 modules environment on Cartesius by frequently adding more packages. Please note, the 2021 modules environment on Cartesius is subject to changes. This environment is opened to users for testing only. Thus, users can already try to rebuild their software on Cartesius, test new versions of libraries, and adapt their current workflow to the upcoming new system. This will significantly reduce the effort of setting up your environment on Snellius after the migration.

On Snellius we will use a GNU-based toolchain (foss) as the main one and install the software modules in the 2021 environment using this toolchain. However, for advanced users, we will provide a complete intel toolchain as a module in the new 2021 modules environment.

2019 and pre2019 module environments

We will not migrate the 2019 and pre2019 modules environments to Snellius.

If you still use modules from the pre2019 or 2019 modules environment, replace them as much as possible with the equivalent from the 202modules environment that is already available on Cartesius.

Custom built software and locally-installed modules

Users that use in-house developed software, or more generally that build software themselves on Cartesius, will have to rebuild that software on Snellius. The same applies to locally installed modules, where you will have to reinstall these modules on Snellius.

To facilitate the transition from Cartesius to Snellius for users who have locally installed modules we intend to install the intel/2020a and foss/2020a toolchains on Snellius. Please note, we will provide these toolchains only for compatibility with the previous modules-environment on Cartesius. We will not install any software system-wide on Snellius using these toolchains.

Similarities and Differences between Cartesius and Snellius

Hardware characteristics


CPU architecture 

Intel Sandy Bridge, Ivy Bridge, Haswell, Broadwell, Knights LandingAMD 7H12 (Rome), 64 cores/socket, 2.6GHz
GPU architectureNVIDIA Kepler - K40NVIDIA Ampere - A100
Node typesthin nodes, fat nodes, GPU nodesthin nodes, fat nodes, high-memory nodes, GPU nodes
Number of nodes (total cores/GPUs)

Thin nodes: 1620 (38,880 cores)

Broadwell nodes: 177 (5,664 cores)

Fat nodes: 32 (1,024 cores)

GPU nodes: 66 (132 GPUs, 1,056 cores)

Thin nodes: 504 (64,512 cores)

Fat nodes: 72 (9,216 cores)

High-memory nodes: 4 (512 cores)

GPU nodes: 36 (144 GPUs, 2,592 cores)

Cores per node

Thin nodes: 24 (2S x 12 cores/socket)

Broadwell nodes: 32 (2S x 16 cores/socket)

Fat nodes: 32 (4S x 8 cores/socket)

GPU nodes: 2 GPUs/node + 16 CPU cores (2S x 8 cores/socket)

Thin nodes: 128 (2S x 64 cores/socket)

Fat nodes: 128 (2S x 64 cores/socket)

High-memory nodes: 128 (2S x 64 cores/socket)

GPU nodes: 4 GPUs/node + 72 CPU cores (2S x 36 cores/socket

Memory per node

Thin nodes: 64 GB (2.66 GB/core)

Broadwell nodes: 64 GB (2GB/core)

Fat nodes: 256 GB (8 GB/core)

GPU nodes: 96GB (6GB/node, 48 GB/GPU)

Thin nodes: 256GB (2 GB/core)

Fat nodes: 1TB (8GB/core)

High-memory nodes: 4/8 TB (32-64GB/core)

GPU nodes: 512GB (7.11 GB/core, 128 GB/GPU)

InterconnectInfiniband FDR (56Gbps), prunedInfiniband HDR100 (100Gbps), fat tree
Storage filesystems

Home filesystem: 180TB

Parallel filesystem: Lustre, 7.7PB

Home filesystem: 720 TB

Parallel filesystem: Spectrum Scale (GPFS), 12.4PB

NVMe parallel filesystem: Spectrum Scale (GPFS), 200TB

Fat nodes include 6.4 TB of NVMe local storage

Software and usage characteristics

Node usageExclusive (jobs take full nodes)Shared (jobs can share nodes) and exclusive 
Operating systemCentOS7CentOS8/Rocky Linux/RHEL8
Modules environmentpre2019, 2019, 2020, (part of) 20212021
Provided compiler suitesIntel, GNU, PGI (NVIDIA)Intel, GNU, PGI (NVIDIA), AMD, LLVM
Provided toolchainsfoss and intel; versions 2018b and 2020a

foss and intel; versions 2020a and 2021a

Toolchains used for system-wide software installationfoss, intelfoss
Accounting1 SBU/core-hour1 SBU/core-hour
Pilot application limits500,000 SBUs1,000,000 SBUs (tentatively)

SBU cost per node type

Node typeSBU per
CPU cores
per node
SBU per hour
(full node)
Super high-memory3128384
GPU128 SBU for
1 GPU + 18 CPU cores

Note that all node types will allow for shared allocations, where multiple users are using part of a node simultaneously.