diff --git a/environment.yml b/environment.yml index fe3011d..76ad4be 100644 --- a/environment.yml +++ b/environment.yml @@ -6,6 +6,7 @@ dependencies: - codecov - coverage - gemmi + - conda-forge::jupyter - mrcfile - numba - numpy @@ -20,4 +21,3 @@ dependencies: - pip : - git+https://github.com/compSPI/simSPI.git - starfile - diff --git a/ioSPI/density_maps.py b/ioSPI/density_maps.py new file mode 100644 index 0000000..1c97eef --- /dev/null +++ b/ioSPI/density_maps.py @@ -0,0 +1,42 @@ +"""Read density maps.""" + +import math + +import mrcfile +import numpy as np + + +def read_density_map_from_mrc(path, make_cubic=False): + """Return density map from an input .mrc file. + + Parameters + ---------- + path : str + File name for .mrc file to convert to density map + make_cubic : bool + If true, pads the map to reach a cubic array + """ + map_mrc = mrcfile.open(path) + data = map_mrc.data + if make_cubic: + cube_length = max(data.shape) + cubic_data = np.pad( + data, + ( + ( + math.floor((cube_length - data.shape[0]) / 2.0), + math.ceil((cube_length - data.shape[0]) / 2), + ), + ( + math.floor((cube_length - data.shape[1]) / 2.0), + math.ceil((cube_length - data.shape[1]) / 2), + ), + ( + math.floor((cube_length - data.shape[2]) / 2.0), + math.ceil((cube_length - data.shape[2]) / 2), + ), + ), + "minimum", + ) + data = cubic_data + return data diff --git a/notebooks/density_maps.ipynb b/notebooks/density_maps.ipynb new file mode 100644 index 0000000..b29a66a --- /dev/null +++ b/notebooks/density_maps.ipynb @@ -0,0 +1,170 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Density Maps Basic Tour\n", + "## Requirements\n", + " - Installation of ioSPI and all including libraries\n", + " - Installation of `matplotlib` for visualization\n", + " \n", + "## Getting Started\n", + "In order to be able to import the ioSPI code we should change our path." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import warnings\n", + "\n", + "sys.path.append(os.path.dirname(os.getcwd()))\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, run the following cells to import the required packages." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from ioSPI import density_maps" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Reading Density Maps\n", + "We can use `density_maps.read_density_map_from_mrc` function to read a density map from a `.mrc` file. " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(261, 250, 274)\n" + ] + } + ], + "source": [ + "data = density_maps.read_density_map_from_mrc('data/EMD-5592.map')\n", + "print(data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get a cubic np array we can use `make_cubic` option." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(274, 274, 274)\n" + ] + } + ], + "source": [ + "data = density_maps.read_density_map_from_mrc('data/EMD-5592.map', make_cubic=True)\n", + "print(data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualization\n", + "For visualization purposes, we illustrate three side views of the given map." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(15,15))\n", + "ax1.imshow(data.sum(0))\n", + "ax2.imshow(data.sum(1))\n", + "ax3.imshow(data.sum(2))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv_ioSPI", + "language": "python", + "name": "venv_iospi" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/test_density_maps.py b/tests/test_density_maps.py new file mode 100644 index 0000000..50d6547 --- /dev/null +++ b/tests/test_density_maps.py @@ -0,0 +1,41 @@ +"""Unit tests for density maps helper functions.""" + +import os +import tempfile + +import mrcfile +import numpy as np + +from ioSPI import density_maps + + +def test_read_density_map_from_mrc(): + """Test read_density_map_from_mrc util function with a random mrc file.""" + tmp_mrc = tempfile.NamedTemporaryFile(delete=False, suffix=".mrc") + tmp_mrc.close() + data = np.random.uniform(0, 1, (5, 5, 5)).astype(dtype="float32") + + try: + with mrcfile.new(tmp_mrc.name, overwrite=True) as mrc: + mrc.set_data(data) + out_data = density_maps.read_density_map_from_mrc(tmp_mrc.name) + assert (out_data == data).all() + finally: + os.unlink(tmp_mrc.name) + + +def test_read_density_map_from_mrc_cubic(): + """Test read_density_map_from_mrc util function make_cubic function.""" + tmp_mrc = tempfile.NamedTemporaryFile(delete=False, suffix=".mrc") + tmp_mrc.close() + data = np.random.uniform(0, 1, (4, 5, 6)).astype(dtype="float32") + + try: + with mrcfile.new(tmp_mrc.name, overwrite=True) as mrc: + mrc.set_data(data) + out_data = density_maps.read_density_map_from_mrc(tmp_mrc.name, make_cubic=True) + assert out_data.shape[0] == 6 + assert out_data.shape[1] == 6 + assert out_data.shape[2] == 6 + finally: + os.unlink(tmp_mrc.name) diff --git a/tests/test_notebooks.py b/tests/test_notebooks.py new file mode 100644 index 0000000..a04b48e --- /dev/null +++ b/tests/test_notebooks.py @@ -0,0 +1,54 @@ +"""Unit tests for the notebooks.""" + +import glob +import os +import subprocess +import tempfile + +import pytest + +NOTEBOOKS_DIR = "notebooks" +NOTEBOOKS_TO_SKIP = os.path.join(NOTEBOOKS_DIR, "download_and_upload_with_osf.ipynb") + + +def _exec_notebook(path): + """Execute notebook at path. + + Parameters + ---------- + path : str + Relative path of the notebook. + E.g. notebooks/particle_metadata.ipynb + """ + file_name = tempfile.NamedTemporaryFile(suffix=".ipynb").name + args = [ + "jupyter", + "nbconvert", + "--to", + "notebook", + "--execute", + "--ExecutePreprocessor.timeout=1000", + "--ExecutePreprocessor.kernel_name=python3", + "--output", + file_name, + path, + ] + subprocess.check_call(args) + + +paths = sorted(glob.glob(f"{NOTEBOOKS_DIR}/*.ipynb")) + + +@pytest.mark.parametrize("path", paths) +def test_notebook(path): + """Test the notebook at path by executing it. + + Parameters + ---------- + path : str + Relative path of the notebooks. + E.g. notebooks/particle_metadata.ipynb + """ + if path in NOTEBOOKS_TO_SKIP: + pytest.skip() + _exec_notebook(path)