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<h1>All modules for which code is available</h1>
<ul><li><a href="climate_health/api_types.html">climate_health.api_types</a></li>
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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
------------------------------

CHAP can run external models in two ways:

- 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/

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:

- 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`

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.

`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>`_.


The MLproject file can specify a docker image or Python virtual environment that will be used when running the commands.


Running an external model on the command line
----------------------------------------------

External models can be run on the command line using the `chap evaluate` command. See `chap evaluate --help` for details.

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.

.. 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
------------------------------------

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:

.. literalinclude :: ../scripts/external_model_example.py
:language: python
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.. include:: ../HISTORY.rst
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Climate health assessment platform (CHAP)
==========================================

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.

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)


.. toctree::
:maxdepth: 0
:caption: Contents:

installation
external_models
tutorials/wrapping_gluonts


API documentation
===================

Data Fetching
--------------

Functionality for fetching data


.. currentmodule:: climate_health.fetch

.. autofunction:: gee_era5

.. currentmodule:: climate_health.data

.. autoclass:: DataSet
:members: from_period_observations, from_pandas, to_pandas

.. autoclass:: PeriodObservation


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