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<h1>All modules for which code is available</h1> | ||
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API-docs | ||
======== | ||
|
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# Architecture Meeting for CHAP | ||
## Date: 2021-03-25 | ||
- **Participants**: | ||
- [ ] @johndoe | ||
- [ ] @janedoe | ||
- [ ] @johndoe | ||
- [ ] @janedoe | ||
- **Points of Discussion**: | ||
- [ ] Point 1 | ||
- [ ] Point 2 | ||
- [ ] Point 3 | ||
- mermaid | ||
- C4 | ||
- parse protocols into | ||
- |
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Integrating external models | ||
------------------------------ | ||
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CHAP can run external models in two ways: | ||
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- By specifying a path to a local code base | ||
- or by specifying a github URL to a git repo. The url needs to start with https://github.com/ | ||
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In either case, the directory or repo should be a valid MLproject directory, with an `MLproject` file. Se the specification in the `MLflow documentation <https://www.mlflow.org/docs/latest/projects.html#project-format>`_ for details. In addition, we require the following: | ||
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- An entry point in the MLproject file called `train` with parameters `train_data` and `model` | ||
- An entry point in the MLproject file called `predict` with parameters `historic_data`, `future_data`, `model` and `out_file` | ||
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These should contain commands that can be run to train a model and predict the future using that model. The model parameter should be used to save a model in the train step that can be read and used in the predict step. CHAP will provide all the data (the other parameters) when running a model. | ||
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`Here is an example of a valid directory with an MLproject file <https://github.com/dhis2/chap-core/tree/dev/external_models/naive_python_model_with_mlproject_file>`_. | ||
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The MLproject file can specify a docker image or Python virtual environment that will be used when running the commands. | ||
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Running an external model on the command line | ||
---------------------------------------------- | ||
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External models can be run on the command line using the `chap evaluate` command. See `chap evaluate --help` for details. | ||
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This example runs an auto ewars R model on public ISMIP data for Brazil using a public docker image with the R inla package. After running, a report file `report.pdf` should be made. | ||
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.. code-block:: bash | ||
chap evaluate --model-name https://github.com/sandvelab/chap_auto_ewars --dataset-name ISIMIP_dengue_harmonized --dataset-country brazil | ||
Running an external model in Python | ||
------------------------------------ | ||
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CHAP contains an API for loading models through Python. The following shows an example of loading and evaluating three different models by specifying paths/github urls, and evaluating those models: | ||
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.. literalinclude :: ../scripts/external_model_example.py | ||
:language: python | ||
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.. include:: ../HISTORY.rst |
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Climate health assessment platform (CHAP) | ||
========================================== | ||
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CHAP is a platform for forecasting and for assessing forecasts of climate-sensitive health outcomes. | ||
In the early phase, the focus is on vector-borne diseases like malaria and dengue | ||
The platforms is to perform data parsing, data integration, forecasting based on any of multiple supported models, automatic brokering of compatible models for a given prediction context and robust forecast assessment and method comparison. | ||
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The current version has basic data handling functionality in place, and is almost at a stage where it supports running a first external model (EWARS-Plus) | ||
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.. toctree:: | ||
:maxdepth: 0 | ||
:caption: Contents: | ||
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installation | ||
external_models | ||
tutorials/wrapping_gluonts | ||
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API documentation | ||
=================== | ||
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Data Fetching | ||
-------------- | ||
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Functionality for fetching data | ||
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.. currentmodule:: climate_health.fetch | ||
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.. autofunction:: gee_era5 | ||
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.. currentmodule:: climate_health.data | ||
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.. autoclass:: DataSet | ||
:members: from_period_observations, from_pandas, to_pandas | ||
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.. autoclass:: PeriodObservation | ||
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