Research repository for the vivarium_gates_nutrition_optimization project.
Contents
You will need git
, git-lfs
and conda
to get this repository
and install all of its requirements. You should follow the instructions for
your operating system at the following places:
Once you have all three installed, you should open up your normal shell
(if you're on linux or OSX) or the git bash
shell if you're on windows.
You'll then make an environment, clone this repository, then install
all necessary requirements as follows:
:~$ conda create --name=vivarium_gates_nutrition_optimization python=3.11 ...conda will download python and base dependencies... :~$ conda activate vivarium_gates_nutrition_optimization (vivarium_gates_nutrition_optimization) :~$ git clone https://github.com/ihmeuw/vivarium_gates_nutrition_optimization.git ...git will copy the repository from github and place it in your current directory... (vivarium_gates_nutrition_optimization) :~$ cd vivarium_gates_nutrition_optimization (vivarium_gates_nutrition_optimization) :~$ pip install -e . ...pip will install vivarium and other requirements...
Note the -e
flag that follows pip install. This will install the python
package in-place, which is important for making the model specifications later.
Cloning the repository should take a fair bit of time as git must fetch
the data artifact associated with the demo (several GB of data) from the
large file system storage (git-lfs
). If your clone works quickly,
you are likely only retrieving the checksum file that github holds onto,
and your simulations will fail. If you are only retrieving checksum
files you can explicitly pull the data by executing git-lfs pull
.
Vivarium uses the Hierarchical Data Format (HDF) as the backing storage
for the data artifacts that supply data to the simulation. You may not have
the needed libraries on your system to interact with these files, and this is
not something that can be specified and installed with the rest of the package's
dependencies via pip
. If you encounter HDF5-related errors, you should
install hdf tooling from within your environment like so:
(vivarium_gates_nutrition_optimization) :~$ conda install hdf5
The (vivarium_gates_nutrition_optimization)
that precedes your shell prompt will probably show
up by default, though it may not. It's just a visual reminder that you
are installing and running things in an isolated programming environment
so it doesn't conflict with other source code and libraries on your
system.
You'll find six directories inside the main
src/vivarium_gates_nutrition_optimization
package directory:
artifacts
This directory contains all input data used to run the simulations. You can open these files and examine the input data using the vivarium artifact tools. A tutorial can be found at https://vivarium.readthedocs.io/en/latest/tutorials/artifact.html#reading-data
components
This directory is for Python modules containing custom components for the vivarium_gates_nutrition_optimization project. You should work with the engineering staff to help scope out what you need and get them built.
data
If you have small scale external data for use in your sim, it can live here. This is almost certainly not the right place for data, so make sure there's not a better place to put it first.
model_specifications
This directory should hold all model specifications and branch files associated with the project.
tools
This directory hold Python files used to run scripts used to prepare input data or process outputs.
You can run your simulation from the command line. With your conda environment active, you can run with, e.g.:
(vivarium_gates_nutrition_optimization) :~$ simulate run -vvv /<REPO_INSTALLATION_DIRECTORY>/vivarium_gates_nutrition_optimization/src/vivarium_gates_nutrition_optimization/model_specifications/model_spec.yaml -o /FILE/PATH/TO/SAVE/RESULTS -i src/vivarium_gates_nutrition_optimization/artifacts/<COUNTRY_TO_RUN_IN>.hdf
The simulation will run in one location at a time, enter the country you wish to run the simulation for in your call. Currently Ethiopia, Nigeria, and Paksitan are supported. The country name should be in lower case, for example 'ethiopia' or 'nigeria'.
The -vvv
flag will log verbosely, so you will get log messages every time
step. For more ways to run simulations, see the tutorials at
https://vivarium.readthedocs.io/en/latest/tutorials/running_a_simulation/index.html
and https://vivarium.readthedocs.io/en/latest/tutorials/exploration.html