Running from the Command Line
To run from the command line, we’ll use the
simulate command. This command is actually a
group containing two sub-commands: run and test. We will
focus on run here.
The basic use of simulate run requires no more than a
model specification yaml file. With this, you can
do the following to run the model defined by that specification:
simulate run /path/to/your/model/specification.yaml
By default, simulate run will output whatever results your model produces
to the ~/vivarium_results directory.
Note
~ is used as a shortcut to represent the user’s home directory on
a file system. If you’re on Windows, this probably looks something like
C:\Users\YOUR_NAME while on linux it would be /home/YOUR_NAME.
If you navigate to that directory, you should see a subdirectory with the name of your model specification. Inside the model specification directory, there will be another subdirectory named for the start time of the run. In here, you a results directory which contains all of the simulation results files.
For example, say we’ve run a simulation for a model specification called
potatoes.yaml (maybe we’re really into gardening). Our directory tree
will look like:
~/vivarium_results/
potatoes/
2019_04_20_15_44_20/
results/
mashed.parquet
eye_counts.parquet
If we decide we don’t like our results, or want to rerun the simulation with
a different set of configuration parameters, we’ll add
new time stamped sub-directories to our potatoes model results directory:
~/vivarium_results/
potatoes/
2019_04_20_15_44_20/
results/
mashed.parquet
eye_counts.parquet
2019_04_20_16_34_12/
results/
mashed.parquet
eye_counts.parquet
simulate run also provides various flags which you can use to configure
options for the run. These are:
Option |
Description |
|---|---|
--artifact_path or -i
|
The path to a directory containing the artifact data file that the
model requires. This is only required if the model specification
file does not contain the artifact path or you want to override it.
|
--results_directory or -o
|
The top-level directory in which to write results.
Within this directory, a subdirectory named to match the
model specification file will be created. Within this, a further
subdirectory named for the time at which the run was started will
be created.
|
--verbose or -v
|
Report each time step as it occurs during the run.
|
--quiet or -q
|
Suppress all logging except for warnings and errors.
|
--pdb
|
If an error occurs, drop into the python debugger.
|
--help
|
Print a help message and exit.
|
Note
You can see a description of any of the available commands by using the
--help flag, e.g. simulate --help or simulate run --help.
Let’s illustrate how to use them. Say we run the following:
simulate run /path/to/your/model/specification.yaml -i /path/to/artifact.hdf -o /path/to/output/directory --pdb -v
Let’s walk through how each of these flags will change the behavior from our
initial plain simulate run. First, we have provided an artifact path via the
-i flag which will run the simulation using that artifact (regardless of what
is specified in the model specification). Second, we have specified an output
directory via the -o flag. In our first example, outputs went to
~/vivarium_results. Now they will go to our specified directory. Next, we have
provided the --pdb flag so that if something goes wrong in our run, we will drop
into the python debugger where we can investigate. Finally, we have turned on the
verbose option via the -v flag. Whereas before, we saw nothing printed to
the console while our simulation was running, we will now see something like
the following:
DEBUG:vivarium.framework.values:Registering PopulationManager.metrics as modifier to metrics
DEBUG:vivarium.framework.values:Registering value pipeline mortality_rate
DEBUG:vivarium.framework.values:Registering value pipeline metrics
DEBUG:vivarium.framework.values:Unsourced pipelines: []
DEBUG:vivarium.framework.engine:2005-07-01 00:00:00
DEBUG:vivarium.framework.engine:2005-07-04 00:00:00
DEBUG:vivarium.framework.engine:2005-07-07 00:00:00
DEBUG:vivarium.framework.engine:2005-07-10 00:00:00
DEBUG:vivarium.framework.engine:2005-07-13 00:00:00
DEBUG:vivarium.framework.engine:Some configuration keys not used during run: {'input_data.cache_data', 'output_data.results_directory', 'input_data.intermediary_data_cache_path'}
The specifics of these messages will depend on your model specification, but you should see a series of timestamps that correspond to the time steps the simulation takes as it runs your model.