synthetmic-cli 0.1.0

A CLI for generating synthetic Laguerre polycrystalline microstructures

SynthetMic-CLI

About

SynthetMic-CLI is a command line interface for generating 2D and 3D synthetic polycrystalline microstructures using Laguerre tessellations. It uses the fast algorithms (developed in this paper) for generating grains of prescribed volumes using optimal transport theory. It is built on top of SynthetMic package which is the Python implementation of the fast algorithms.

Installation

To install the latest version of the CLI via pip, run

pip install synthetmic-cli

If you are using uv to manage your project, run the following command instead:

uv add synthetmic-cli

Usage

All the available commands in the CLI can be checked by running

sm --help

Each of these commands are explained as follows.

1. sample-seeds samples random seeds in a box with dimension specfied by BOX_SPECS. For instance, to sample 1000 random seeds in a unit cube (this means seeds will be generated in the domain [0, 1] x [0, 1] x [0, 1]) and save the results in the path ./mydir/seeds.csv, run

   sm sample-seeds 1 1 1 --n-grains 1000 --save-path ./mydir/seeds.csv
   

   You can check all other options under this command by running

   sm sample-seeds --help

2. sample-spvols samples single phase target volumes using box dimension given by BOX_SPECS. By default, this command generates constant target volumes, but users can choose from other distributions including uniform and log-normal distributions. For example, to generate constant target volumes for 1000 grains in a unit cube and save the results to ./mydir/vols.csv, one runs

   sm sample-spvols 1 1 1 --n-grains 1000 --save-path ./mydir/spvols.csv
   

   Other options under this command can be checked by running

   sm sample-vols --help

3. sample-dpvols samples dual phase targe volumes in a box specified by BOX_SPECS. This command allows specifying different volume distribution for each phase of the microstructure. For instance, one can specify uniform distribution on phase 1 and log-normal for phase 2 in a unit cube of 1000 grains:

   sm sample-dpvols 1 1 1 --n-grains 1000 --dist-params1 uniform 1 2 --dist-params2 lognormal 1 0.35 --save-path ./mydir/dpvols.csv
   

   Note: --dist-params1 uniform 1 2 means sample from uniform distribution with parameters a = 1 and b = 2 for phase 1; --dist-params2 lognormal 1 0.35 means sample from lognormal distribution with parameters mean = 1 and std = 0.35 for phase 2.

   Other options under this command can be checked by running

   sm sample-dpvols --help

4. describe prints out information about seeds or target volumes saved in PATH. For instance, to print out information about seeds saved in ./mydir/seeds.csv, run

   sm describe ./mydir/seeds.csv
   

5. generate generates synthetic microstructure with box specs BOX_SPECS, seeds saved in SEEDS_PATH, and target volumes saved in TARGET_VOLS_PATH. For example, to generate microstructure in a unit cube with seeds in ./mydir/seeds.csv and target volumes in ./mydir/dpvols.csv; and save all results to ./mydir/results.zip, we run

   sm generate 1 1 1 ./mydir/seeds.csv ./mydir/dpvols.csv --save-path ./mydir/results.zip
   

   To see all options under this command, run

   sm generate --help

Build from source

If you would like to build this project from source either for development purposes or for any other reason, it is recommended to install uv. This is what is adopted in this project. To install uv, follow the instructions in this link.

If you don't want to use uv, you can use other alternatives like pip.

The following instructions use uv for set up.

1. Clone the repository by running

   git clone https://github.com/synthetic-microstructures/synthetmic-cli
   

2. Create a python virtual environment by running

    uv venv .venv --python PYTHON_VERSION
   

   Here, PYTHON_VERSION is the supported Python version. Note that this project requires version >=3.11

3. Activate the virtual environment by running

   source .venv/bin/activate
   

4. Prepare all modules and dependencies by running the following:

   uv sync --all-extras
   

Authors and maintainers

• R. O. Ibraheem
• D. P. Bourne
• S. M. Roper