GEOS-Chem benchmarking
Objectives
Benchmarking supports the maintenance of GEOS-Chem as a robust state-of-the-science facility with a nimble grass-roots approach and strong version control. Benchmarking has four main objectives:
- Document a consistent GEOS-Chem model configuration, and the expected characteristics of that configuration.
- Support version control through traceability, and by confirming the expected behavior of model developments submitted by the community.
- Track the evolution of the model over the years.
- Promote scientific transparency of GEOS-Chem.
Types of benchmark simulations
The GEOS-Chem Support Team (GCST) runs several types of benchmark simulations in order to assess the performance of GEOS-Chem. These are described in the following sections.
1-hour benchmarks
1-hour benchmarks primarily serve as sanity checks. They are useful in determining if two successive updates to GEOS-Chem result in identical model output. These are triggered when:
- A commit is pushed to any development branch2 in the geoschem/GCClassic "superproject" repository
- A commit is pushed to any development branch2 in the geoschem/GCHP "superproject" repository.
Evaluation tables are posted to gc-dashboard.org upon successful completion of each 1-hour benchmark simulation. The evaluation tables include information on OH metrics, emissions totals, global mass, and a summary table.
Automatic 1-hour benchmarks are only performed for the full-chemistry simulation.
1-month benchmarks
1-month benchmarks (aka alpha benchmarks) are primarily used to quantify the changes in model output that occur when adding a new science feature into GEOS-Chem. These are triggered when:
- An alpha tag3 is pushed to any development branch1 in the geoschem/GCClassic superproject repository
- An alpha tag3 is pushed to any development branch1 in the geoschem/GCHP "superproject" repository.
Evaluation plots and tables are posted to gc-dashboard.org upon successful completion of each 1-hour benchmark simulation. These include comparison plots of species concentrations, emissions, aerosol optical depth, J-Values, as well as the same tables produced for the 1-hour benchmarks.
Automatic 1-month benchmarks are only performed for the full-chemistry simulation.
1-year benchmarks
1-year benchmarks are performed before every feature version (X.Y.0) release. They are used to compare the version currently in preparation against the the previous feature version. Due to the size of the output and length of the simulation, the GCST runs 1-year benchmark simulations on the Harvard Cannon cluster.
1-year benchmarks may be run for either the [[Simulations using KPP-built mechanisms|full-chemistry simulation] or for the TransportTracers simulation. Ad-hoc 1-year benchmarks for the Carbon simulation may also be performed in order to assess scientific updates made to that particular simulation.
Full-chemistry 1-year benchmarks are performed before each feature version (X.Y.0) release. On the other hand, 1-year TransportTracers benchmarks are only performed for feature versions containing changes to transport and/or wet deposition. 1-year TransportTracers benchmarks are spun up for 10 years before the evaluation year in order to make sure the model atmosphere is in steady-state.
Benchmark output consists of similar plots and tables as in the 1=month simulation but for January, April, July, and October 2019, plus annual means.
10-year benchmarks
10-year benchmarks are performed before every major version (X.0.0) release. These benchmarks are intended to evaluate how well GEOS-Chem full-chemistry simulation is performing in the stratosphere. Oxidant fields and prod/loss rates from the 10-year benchmarks are also used as input to some GEOS-Chem specialty simulations (such as the Carbon simulation and Tagged O3 simulation).
Notes
- GEOS-Chem uses semantic versioning (i.e. X.Y.Z version labels).
- Development branches are dev/X.Y.Z and dev/no-diff-to-benchmark.
- An alpha tag is a Git tag using the format X.Y.Z-alpha.N, where X.Y.Z is the version number and N is a sequential index starting at 0.
- Alpha tags indicate the locations in the Git revision history where 1-month benchmarks were run.
Procedure
The GEOS-Chem benchmarking procedure is described below. GEOS-Chem uses semantic versioning (i.e. X.Y.Z version labels).
- Any update to the GEOS-Chem source code or run directories will change the GEOS-Chem version number (X.Y.Z), and must be benchmarked.
- Science updates, run-directory updates, or any other update that will change model results should be pushed to dev/X.Y.Z.
- Structural updates, GitHub updates, or any other update that will NOT cause model results to change should be pushed to dev/no-diff-to-benchmark.
- Pushing to either branch will trigger automatic benchmarks on AWS as described above.
- Updates added to the dev/no-diff-to-benchmark branch are considered mergeable at any time. They can be released as a standalone X.Y.Z version or merged into the next feature release (X.Y.0) as circumstances dictate.
- Z versions will be released at intervals determined by the GEOS-Chem Support Team (GCST) and may include bug fixes or updates that do not impact the full-chemistry simulation.
- Any change impacting the standard full-chemistry simulation will require a Y version change and a dedicated 1-month benchmark. The benchmark results will be posted on the wiki and an email will be sent to the developer(s) and the GEOS-Chem Steering Committee (GCSC).
- The developer(s) and GCSC will assess the benchmark results and review a benchmark assessment form on the wiki. If there are any concerns about the benchmark results, the GCST will be notified and further investigation and/or benchmarking may be required.
- If the update is for a specialty simulation (e.g. CO2, CH4, Hg), then a further benchmark may be conducted by the appropriate Working Group.
- Once the developer is satisfied with the changes in the 1-month benchmark, GEOS-Chem Model Scientist Daniel Jacob will review the results and approve the new internal version.
- 1-year full-chemistry and/or transport tracer benchmarks for Y versions will be conducted only if justifiably requested by the developer or by GEOS-Chem Steering Committee members.
- Each new major version release (i.e. X version) will be subject to a 1-year benchmark to be inspected by the GEOS-Chem Steering Committee before approval.
List of GEOS-Chem benchmarks
Links to past 1-month and 1-year benchmark simulations can be found on the GEOS-Chem versions wiki page.
Benchmark output archive
Output files and evaluation plots for 1-month and 1-year benchmark simulations are archived at Harvard as summarized below. GEOS-Chem users may utilize these output for comparisons against their own simulations.
Directory | Description |
---|---|
https://gc-dashboard.org/search?searchString=&1Hr=1Hr&GCHP=GCHP&GCC=GCC | Contains the following data from the 1-hour benchmarks used to evaluate GEOS-Chem:
|
https://gc-dashboard.org/search?searchString=&1Mon=1Mon&GCHP=GCHP&GCC=GCC | Contains the following data from the 1-month benchmarks used to evaluate GEOS-Chem:
|
http://ftp.as.harvard.edu/gcgrid/geos-chem/1yr_benchmarks/ | Contains the following data from the 1-year benchmarks used to evaluate GEOS-Chem:
|
http://ftp.as.harvard.edu/gcgrid/geos-chem/10yr_benchmarks/ | Contains the following data from the 10-year benchmarks used to evaluate GEOS-Chem:
|
NOTE: "tarball" refers to a *.tar.gz file. This is an archive of files & folders created with tar cvzf and can be extracted with tar xzvf.
Benchmark plotting routines
The benchmark plotting routines are included with GCPy, a Python tool kit available for GEOS-Chem.