Calibration tool for IDM-Tools
Project description
emodpy
idmtools-calibra
Table of Contents
User Installation
pip install idmtools-calibra
Pre-requisites
- Python 3.10, 3.11, 3.12, 3.13, 31.4 x64
Development Environment Setup
When setting up your environment for the first time, you can use the following instructions
First Time Setup
- Clone the repository:
> git clone https://github.com/InstituteforDiseaseModeling/idmtools_calibra.git
- Create a virtualenv. On Windows, please use venv to create the environment
python -m venv idmtools_calibraOn Unix(Mac/Linux) you can use venv or virtualenv - Activate the virtualenv
- Then run
python ./.dev_scripts/bootstrap.py. This will install all the tools.
Development Tips
There is a Makefile file available for most common development tasks. Here is a list of commands
clean - Clean up temproary files
lint - Lint package and tests
test - Run All tests
docs - Build mkdocs documentation
bump-patch - Bump patch version
bump-minor - Bump minor version
bump-major - Bump major version
Documentation
Documentation available at https://institutefordiseasemodeling.github.io/idmtools-calibra/.
Build mkdocs locally
Create and activate a venv. Navigate to the root directory of the repo.
cd docs
pip install -r requirments.txt
mkdocs build # build docs
mkdocs serve # view docs from http://127.0.0.1:8000/idmtools_calibra/
mkdocs gh-deploy # deploy to github (need to be on the specific branch)
Build and publish document from Github Actions
Go to Github Actions -> Run GHA job: Deploy MkDocs via GitHub Pages API
Resume Supports Parameters
CalibManager's run_calibration method supports the following parameters for resume action, for example:
run_calibration(resume=True, iteration=2, iter_step='analyze')
- resume: bool, default=False, required for resume Note: resume=True is required for resume, otherwise all the parameters will be ignored
- iteration: int, default=None, from which iteration to resume Note: in None case, calibra will detect and take the last iteration from last run
- iter_step: str, default=None, from which calibration step to resume Note: in None case, calibra will detect and take the valid step of the iteration
- loop: bool, default=True, if like to continue to next iteration Note: by default, resume will continue to run next iteration
- max_iterations, int, default=None, user can override the max_iterations defined in calib_manager Note: in None case, calibra will take max_iterations defined in calib_manager
- backup: bool, default=False, if like to backup Calibration.json Note: by default, resume will not make a backup of Calibration.json
- dry_run: bool, default=False, if like to really execute resume action Note: by default (dry_run= False), resume will go ahead to execute resume action
iter_step supports the following options:
- commission: will start to run a new iteration
- analyze: analyze the output data from given iteration
- plot: just plot for given iteration
- next_point: go directly to next iteration
Examples as Reference
The examples/ directory contains canonical usage patterns:
examples/solar/— Simplest: fits a linear model (y = mx + c) to data using OptimTool + RMSEexamples/sir/— SIR epidemiological model with multiple output configuration optionsexamples/emod_sir/— EMOD sir disease model calibrations using COMPS platform When implementing new features or debugging, the solar example (solar_optimtool_linear_model.py) is the clearest end-to-end reference.
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