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add atlas-densities combination manipulate #59

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3 changes: 3 additions & 0 deletions CHANGELOG.rst
Original file line number Diff line number Diff line change
@@ -1,6 +1,9 @@
Changelog
=========

Version 0.2.2
* add ``atlas-densities combination manipulate``

Version 0.2.1
-------------
* The following *cell-density* sub-commands can now optionally take a ``--group-ids-config-path``:
Expand Down
15 changes: 14 additions & 1 deletion README.rst
Original file line number Diff line number Diff line change
Expand Up @@ -305,7 +305,7 @@ and whole brain estimates from `Kim et al. (2017)`_ (located at
BBP Cell Atlas version 2
~~~~~~~~~~~~~~~~~~~~~~~~

Estimate excitatory, GAD67, Pvalb, SST, and VIP neuron densities from the literature and the
Estimate GAD67, Pvalb, SST, and VIP neuron densities from the literature and the
transfer functions computed previously (first density estimates).

.. code-block:: bash
Expand Down Expand Up @@ -351,6 +351,19 @@ The molecular density of approx_lamp5 was calculated from the other molecular de

which approximates the molecular density of lamp5.

This can be calculated via command line via:

.. code-block:: bash

atlas-densities combination manipulate \
--clip \
--base-nrrd data/molecular_densities/gad67.nrrd \
--subtract data/molecular_densities/vip.nrrd \
--subtract data/molecular_densities/pv.nrrd \
--subtract data/molecular_densities/sst.nrrd \
--output-path approx_lamp5.nrrd


The command outputs the density files in the output-dir and a metadata json file:

.. code-block:: javascript
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78 changes: 78 additions & 0 deletions atlas_densities/app/combination.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,16 +2,20 @@

Combination operates on two or more volumetric files with nrrd format.
"""
from __future__ import annotations

import json
import logging
from pathlib import Path

import click
import numpy as np
import pandas as pd
import voxcell # type: ignore
import yaml # type: ignore
from atlas_commons.app_utils import (
EXISTING_FILE_PATH,
assert_properties,
common_atlas_options,
log_args,
set_verbose,
Expand Down Expand Up @@ -226,3 +230,77 @@ def combine_markers(annotation_path, hierarchy_path, config):
proportions = dict(glia_intensities.proportion.astype(str))
with open(config["outputCellTypeProportionsPath"], "w", encoding="utf-8") as out:
json.dump(proportions, out, indent=1, separators=(",", ": "))


class OrderedParamsCommand(click.Command):
"""Allow repeated params, but keeping their order

Inspired by:
https://stackoverflow.com/a/65744803
"""

options: list[tuple[str, str]] = []

def parse_args(self, ctx, args):
parser = self.make_parser(ctx)
opts, _, param_order = parser.parse_args(args=list(args))
if opts.get("help", False):
click.utils.echo(ctx.get_help(), color=ctx.color)
ctx.exit()

for param in param_order:
if param.multiple:
type(self).options.append((param, opts[param.name].pop(0)))

return super().parse_args(ctx, args)


@app.command(cls=OrderedParamsCommand)
@click.option(
"--base-nrrd",
required=True,
type=EXISTING_FILE_PATH,
help="Path to nrrd file to which others are added/subtracted",
)
@click.option("--output-path", required=True, help="Path of the nrrd file to write")
@click.option("--add", multiple=True, type=EXISTING_FILE_PATH, help="Add nrrd file to base-nrrd")
@click.option(
"--subtract", multiple=True, type=EXISTING_FILE_PATH, help="Subtract nrrd file to base-nrrd"
)
@click.option(
"--clip", is_flag=True, default=False, help="Clip volume after each addition / subtraction"
)
def manipulate(base_nrrd, clip, add, subtract, output_path): # pylint: disable=unused-argument
"""Add and subtract NRRD files from the `base-nrrd`

Note: the `--add` and `--subtract` can be used multiple times.
"""
volumes = []
operations = []
paths = []
for param, value in OrderedParamsCommand.options:
operations.append(param.name)
volumes.append(voxcell.VoxelData.load_nrrd(value))
paths.append(value)
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L.debug("Loading base NRRD: %s", base_nrrd)
combined = voxcell.VoxelData.load_nrrd(base_nrrd)

assert_properties(
[
combined,
]
+ volumes
)

for operation, volume, path in zip(operations, volumes, paths):
L.debug("%s with %s", operation, path)
if operation == "add":
combined.raw += volume.raw
elif operation == "subtract":
combined.raw -= volume.raw

if clip:
combined.raw = np.clip(combined.raw, a_min=0, a_max=None)

combined.save_nrrd(output_path)
92 changes: 92 additions & 0 deletions tests/app/test_combination.py
Original file line number Diff line number Diff line change
Expand Up @@ -128,3 +128,95 @@ def test_combine_markers(tmp_path):
for type_, arr in expected_glia_intensities.items():
voxel_data = VoxelData.load_nrrd(f"{type_}.nrrd")
npt.assert_array_almost_equal(voxel_data.raw, arr, decimal=5)


def test_manipulate(tmp_path):
nrrd = tmp_path / "nrrd.nrrd"
array = np.array(
[
[[0.0, 0.0, 0.0]],
[[0.0, 1.0, 0.0]],
[[0.0, 1.0, 0.0]],
]
)
VoxelData(array, voxel_dimensions=[25] * 3).save_nrrd(nrrd)

runner = CliRunner()
result = runner.invoke(
tested.app,
[
"manipulate",
"--clip",
"--base-nrrd",
nrrd,
"--add",
nrrd,
"--subtract",
nrrd,
"--add",
nrrd,
"--subtract",
nrrd,
"--subtract",
nrrd,
"--output-path",
tmp_path / "manipulate.nrrd",
],
catch_exceptions=False,
)
assert result.exit_code == 0
output = VoxelData.load_nrrd(tmp_path / "manipulate.nrrd")
assert np.allclose(output.raw, 0.0)


def test_manipulate_clip(tmp_path):
nrrd = tmp_path / "nrrd.nrrd"
array = np.array(
[
[[0.0, 0.0, 0.0]],
[[0.0, 1.0, 0.0]],
[[0.0, 1.0, 0.0]],
]
)
VoxelData(array, voxel_dimensions=[25] * 3).save_nrrd(nrrd)

runner = CliRunner()
result = runner.invoke(
tested.app,
[
"manipulate",
"--clip",
"--base-nrrd",
nrrd,
"--subtract",
nrrd,
"--subtract",
nrrd,
"--output-path",
tmp_path / "manipulate.nrrd",
],
catch_exceptions=False,
)
assert result.exit_code == 0
output = VoxelData.load_nrrd(tmp_path / "manipulate.nrrd")
assert np.allclose(output.raw, 0.0)

runner = CliRunner()
result = runner.invoke(
tested.app,
[
"manipulate",
"--base-nrrd",
nrrd,
"--subtract",
nrrd,
"--subtract",
nrrd,
"--output-path",
tmp_path / "manipulate.nrrd",
],
catch_exceptions=False,
)
assert result.exit_code == 0
output = VoxelData.load_nrrd(tmp_path / "manipulate.nrrd")
assert np.count_nonzero(output.raw < 0) == 2
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