Skip to main content

Ensemble based Reservoir Tool (ERT)

Project description

ert

Build Status PyPI - Python Version Code Style Type checking codecov License: GPL v3

ERT - Ensemble based Reservoir Tool - is designed for running ensembles of dynamical models such as reservoir models, in order to do sensitivity analysis and data assimilation. ERT supports data assimilation using the Ensemble Smoother (ES), Ensemble Smoother with Multiple Data Assimilation (ES-MDA) and Iterative Ensemble Smoother (IES).

Prerequisites

Python 3.8+ with development headers.

Installation

$ pip install ert
$ ert --help

or, for the latest development version:

$ pip install git+https://github.com/equinor/ert.git@main
$ ert --help

The ert program is based on two different repositories:

  1. ecl which contains utilities to read and write Eclipse files.

  2. ert - this repository - the actual application and all of the GUI.

ERT is now Python 3 only. The last Python 2 compatible release is 2.14

Documentation

Documentation for ert is located at https://ert.readthedocs.io/en/latest/.

Developing

ERT was originally written in C/C++ but most new code is Python.

Developing Python

You might first want to make sure that some system level packages are installed before attempting setup:

- pip
- python include headers
- (python) venv
- (python) setuptools
- (python) wheel

It is left as an exercise to the reader to figure out how to install these on their respective system.

To start developing the Python code, we suggest installing ERT in editable mode into a virtual environment to isolate the install (substitute the appropriate way of sourcing venv for your shell):

# Create and enable a virtualenv
python3 -m venv my_virtualenv
source my_virtualenv/bin/activate

# Update build dependencies
pip install --upgrade pip wheel setuptools

# Download and install ERT
git clone https://github.com/equinor/ert
cd ert
pip install --editable .

Trouble with setup

If you encounter problems during install, try deleting the _skbuild folder before reinstalling.

Additional development packages must be installed to run the test suite:

pip install -r dev-requirements.txt
pytest tests/

As a simple test of your ert installation, you may try to run one of the examples, for instance:

cd test-data/poly_example
# for non-gui trial run
ert test_run poly.ert
# for gui trial run
ert gui poly.ert

Note that in order to parse floating point numbers from text files correctly, your locale must be set such that . is the decimal separator, e.g. by setting

# export LC_NUMERIC=en_US.UTF-8

in bash (or an equivalent way of setting that environment variable for your shell).

Developing C++

C++ is the backbone of ERT as in used extensively in important parts of ERT. There's a combination of legacy code and newer refactored code. The end goal is likely that some core performance-critical functionality will be implemented in C++ and the rest of the business logic will be implemented in Python.

While running --editable will create the necessary Python extension module (src/ert/_clib.cpython-*.so), changing C++ code will not take effect even when reloading ERT. This requires recompilation, which means reinstalling ERT from scratch.

To avoid recompiling already-compiled source files, we provide the script/build script. From a fresh virtualenv:

git clone https://github.com/equinor/ert
cd ert
script/build

This command will update pip if necessary, install the build dependencies, compile ERT and install in editable mode, and finally install the runtime requirements. Further invocations will only build the necessary source files. To do a full rebuild, delete the _skbuild directory.

Note: This will create a debug build, which is faster to compile and comes with debugging functionality enabled. This means that, for example, Eigen computations will be checked and will abort if preconditions aren't met (eg. when inverting a matrix, it will explicitly check that the matrix is square). The downside is that this makes the code unoptimised and slow. Debugging flags are therefore not present in builds of ERT that we release on Komodo or PyPI. To build a release build for development, use script/build --release.

Notes

  1. If pip reinstallation fails during the compilation step, try removing the _skbuild directory.

  2. The default maximum number of open files is normally relatively low on MacOS and some Linux distributions. This is likely to make tests crash with mysterious error-messages. You can inspect the current limits in your shell by issuing the command ulimit -a. In order to increase maximum number of open files, run ulimit -n 16384 (or some other large number) and put the command in your .profile to make it persist.

Running C++ tests

The C++ code and tests require libecl. As long as you have pip install ecl'd into your Python virtualenv all should work.

# Create and enable a virtualenv
python3 -m venv my_virtualenv
source my_virtualenv/bin/activate

# Install build dependencies
pip install pybind11 conan cmake ecl

# Build ERT and tests
mkdir build && cd build
cmake ../src/clib -DCMAKE_BUILD_TYPE=Debug
make -j$(nproc)

# Run tests
ctest --output-on-failure

Compiling protocol buffers

Use the following command to (re)compile protocol buffers manually:

python setup.py compile_protocol_buffers

Example usage

Basic ERT test

To test if ERT itself is working, go to test-data/poly_example and start ERT by running poly.ert with ert gui

cd test-data/poly_example
ert gui poly.ert

This opens up the ERT graphical user interface. Finally, test ERT by starting and successfully running the simulation.

ERT with a reservoir simulator

To actually get ERT to work at your site you need to configure details about your system; at the very least this means you must configure where your reservoir simulator is installed. In addition you might want to configure e.g. queue system in the site-config file, but that is not strictly necessary for a basic test.

Project details


Release history Release notifications | RSS feed

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

ert-5.1.0rc0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

ert-5.1.0rc0-cp311-cp311-macosx_10_15_x86_64.whl (894.9 kB view details)

Uploaded CPython 3.11 macOS 10.15+ x86-64

ert-5.1.0rc0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

ert-5.1.0rc0-cp310-cp310-macosx_10_15_x86_64.whl (892.4 kB view details)

Uploaded CPython 3.10 macOS 10.15+ x86-64

ert-5.1.0rc0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

ert-5.1.0rc0-cp39-cp39-macosx_10_15_x86_64.whl (892.6 kB view details)

Uploaded CPython 3.9 macOS 10.15+ x86-64

ert-5.1.0rc0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

ert-5.1.0rc0-cp38-cp38-macosx_10_15_x86_64.whl (892.3 kB view details)

Uploaded CPython 3.8 macOS 10.15+ x86-64

File details

Details for the file ert-5.1.0rc0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 59d7d72d5ab4f81ba0705ecadea351776847f46f2e776cc6d8350fe67bb6e32c
MD5 c464312367e65ecae3ee5da341a7aba3
BLAKE2b-256 09f6bc934244e063c9ee8ccf25e087676b9882147c24a9cce8c980714957ff22

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp311-cp311-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp311-cp311-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 40c4681068e70185d5568b57e8a809842a12e8b37b5dd0a6f218bd672c9d3479
MD5 d22c08e79c00793aa0335859f786bb88
BLAKE2b-256 72c549f6d463643e17d2e4381ffb4d92bd3569f7a4d6db95bd1ce82af81a2ccc

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3132d8059d72958d9d7cc39fb4d8d98c19ef15c8e28e2ba61e9583c7ce3fb98e
MD5 9492f34949192b4ffe56bd5945b66a8e
BLAKE2b-256 5fbc747e0157cfa4a373763d7c32a0f0d8645813fa1318dfd2ec894aae932245

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp310-cp310-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp310-cp310-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 f13016a74221322ad491d4e50299e37f858608a65f717b7504b50452bc9c8725
MD5 0fa23c105f4815f469929f41190e6650
BLAKE2b-256 345bb16710d136e3bd9ba3d677c53d25253b22bb8b53abbd402486b836028e04

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 badd518a9b0f21693670ef46ea0e13b252e4485f6cc874a59c5126d4e25c5692
MD5 8f3601dd11fb44dd14af9f9aaaf522e2
BLAKE2b-256 8c8ce95b3579b1109aa06a891bfb4c3c0de73171fc58d71622726a8cde0cfab7

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp39-cp39-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp39-cp39-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 725564ac61a53b036257458a3214dd7dbdd35107e3eef3cb3cf0b8f1578c8911
MD5 50b834bca8266141163f844f8e3acf7d
BLAKE2b-256 23183ce8969a50c2fb264e794ce1f6c5a6143119d8e17a3847f0338137a1fa69

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b3e69e21c7f24eeb5a86666a3bcb632315b45abb4cd9f483a3f0a168db2a90a9
MD5 7dce75a20334be46ec6a40b991030a16
BLAKE2b-256 9ff496e844c4e6793f3a6e311fb31eca69c727dc0edc345efffaf8b7b7f3ae40

See more details on using hashes here.

File details

Details for the file ert-5.1.0rc0-cp38-cp38-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for ert-5.1.0rc0-cp38-cp38-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 2e3bb782fdde430c82c8fb8b02f4f5e511fa8cb5e016e10b7931898ce3580415
MD5 302aa179c256068e7868e166b12f5350
BLAKE2b-256 5b63b58faaac139a670f390aff0bf85be72abee2d90e3567b18e949aa381bd3e

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page