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pcm32 committed Feb 20, 2024
2 parents b7c48ab + 3f18e41 commit d11d54f
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60 changes: 27 additions & 33 deletions .github/workflows/python-package.yml
Original file line number Diff line number Diff line change
Expand Up @@ -2,54 +2,48 @@ name: Python package

on: [pull_request]

defaults:
run:
# for conda env activation
shell: bash -l {0}

jobs:
build:

runs-on: ubuntu-latest
strategy:
matrix:
python-version: [3.7, 3.8]
python-version: ["3.8", "3.9"]

steps:

- uses: actions/checkout@v2
with:
path: scanpy-scripts

- uses: psf/black@stable
with:
options: '--check --verbose --include="\.pyi?$" .'

- uses: actions/checkout@v2
with:
repository: theislab/scanpy
path: scanpy
ref: 1.8.1

- name: Setup BATS
uses: mig4/setup-bats@v1
with:
bats-version: 1.2.1

- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v2
- name: Setup mamba
uses: mamba-org/provision-with-micromamba@main
with:
python-version: ${{ matrix.python-version }}

- name: Install dependencies
environment-file: test-env.yaml
cache-downloads: true
channels: conda-forge, bioconda, defaults
extra-specs: |
python=${{ matrix.python-version }}
- name: Run black manually
run: |
pushd scanpy
patch -p1 < ../scanpy-scripts/scrublet.patch
popd
black --check --verbose ./
sudo apt-get install libhdf5-dev
pip install -U setuptools>=40.1 wheel 'cmake<3.20' pytest
pip install $(pwd)/scanpy-scripts
python -m pip install $(pwd)/scanpy --no-deps --ignore-installed -vv
# - name: Install dependencies
# run: |
# sudo apt-get install libhdf5-dev
# pip install -U setuptools>=40.1 wheel 'cmake<3.20' pytest
# pip install $(pwd)/scanpy-scripts
# # python -m pip install $(pwd)/scanpy --no-deps --ignore-installed -vv

- name: Run unit tests
run: pytest --doctest-modules -v ./scanpy-scripts
run: |
# needed for __version__ to be available
pip install . --no-deps --ignore-installed
pytest --doctest-modules -v ./
- name: Test with bats
run: |
./scanpy-scripts/scanpy-scripts-tests.bats
./scanpy-scripts-tests.bats
3 changes: 3 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -7,3 +7,6 @@
*.pyc
/.*history
/.*swp
data
compressed
uncompressed
20 changes: 17 additions & 3 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -4,12 +4,22 @@ A command-line interface for functions of the Scanpy suite, to facilitate flexib

## Install

The recommended way of using this package is through the latest container produced by Bioconda [here](https://quay.io/repository/biocontainers/scanpy-scripts?tab=tags). If you must, one can install scanpy-scripts via conda:

```bash
conda install scanpy-scripts
# or
pip3 install scanpy-scripts
```

pip installation is also possible, however the version of mnnpy is not patched as in the conda version, and so the `integrate` command will not work.

```bash
pip install scanpy-scripts
```

For development installation, we suggest following the github actions python-package.yml file.

Currently, tests run on python 3.9, so those are the recommended versions if not installing via conda. BKNN doesn't currently install on Python 3.10 due to a skip in Bioconda.

## Test installation

There is an example script included:
Expand All @@ -22,7 +32,7 @@ This requires the [bats](https://github.com/sstephenson/bats) testing framework

## Commands

Available commands are described below. Each has usage instructions available via --help, consult function documentation in scanpy for further details.
Available commands are described below. Each has usage instructions available via `--help`, consult function documentation in scanpy for further details.

```
Usage: scanpy-cli [OPTIONS] COMMAND [ARGS]...
Expand Down Expand Up @@ -53,3 +63,7 @@ Commands:
multiplet Execute methods for multiplet removal.
plot Visualise data.
```

## Versioning

Major and major versions will follow the scanpy versions. The first digit of the patch should follow the scanpy patch version as well, subsequent digits in the patch are reserved for changes in this repository.
51 changes: 40 additions & 11 deletions scanpy-scripts-tests.bats
Original file line number Diff line number Diff line change
Expand Up @@ -28,7 +28,11 @@ setup() {
norm_opt="--save-layer filtered -t 10000 -l all -n after -X ${norm_mtx} --show-obj stdout"
norm_obj="${output_dir}/norm.h5ad"
hvg_opt="-m 0.0125 3 -d 0.5 inf -s --show-obj stdout"
always_hvg="${data_dir}/always_hvg.txt"
never_hvg="${data_dir}/never_hvg.txt"
hvg_opt_always_never="--always-hv-genes-file ${always_hvg} --never-hv-genes-file ${never_hvg}"
hvg_obj="${output_dir}/hvg.h5ad"
hvg_obj_on_off="${output_dir}/hvg_on_off.h5ad"
regress_opt="-k n_counts --show-obj stdout"
regress_obj="${output_dir}/regress.h5ad"
scale_opt="--save-layer normalised -m 10 --show-obj stdout"
Expand Down Expand Up @@ -131,6 +135,22 @@ setup() {
[ -f "$raw_matrix_from_raw" ]
}

@test "Add genes to be considered HVGs" {
if [ "$resume" = 'true' ] && [ -f "$always_hvg" ]; then
skip "$always_hvg exists"
fi

run eval "echo -e 'MIR1302-10\nFAM138A' > $always_hvg"
}

@test "Add genes not to be considered HVGs" {
if [ "$resume" = 'true' ] && [ -f "$never_hvg" ]; then
skip "$never_hvg exists"
fi

run eval "echo -e 'ISG15\nTNFRSF4' > $never_hvg"
}

@test "Test MTX write from layers" {
if [ "$resume" = 'true' ] && [ -f "$raw_matrix_from_layer" ]; then
skip "$raw_matrix exists"
Expand Down Expand Up @@ -219,6 +239,14 @@ setup() {
[ -f "$hvg_obj" ]
}

@test "Find variable genes with optional turn on/off lists" {
if [ "$resume" = 'true' ] && [ -f "$hvg_obj_on_off" ]; then
skip "$hvg_obj_on_off exists and resume is set to 'true'"
fi

run rm -f $hvg_obj_on_off && eval "$scanpy hvg $hvg_opt_always_never $norm_obj $hvg_obj_on_off"
}

# Do separate doublet simulation step (normally we'd just let the main scrublet
# process do this).

Expand Down Expand Up @@ -653,17 +681,18 @@ setup() {
}

# Do MNN batch correction, using clustering as batch (just for test purposes)

@test "Run MNN batch integration using clustering as batch" {
if [ "$resume" = 'true' ] && [ -f "$mnn_obj" ]; then
skip "$mnn_obj exists and resume is set to 'true'"
fi

run rm -f $mnn_obj && eval "$scanpy integrate mnn $mnn_opt $louvain_obj $mnn_obj"

[ "$status" -eq 0 ]
[ -f "$mnn_obj" ]
}
# Commented as it fails with scanpy 1.9.1
#
# @test "Run MNN batch integration using clustering as batch" {
# if [ "$resume" = 'true' ] && [ -f "$mnn_obj" ]; then
# skip "$mnn_obj exists and resume is set to 'true'"
# fi
#
# run rm -f $mnn_obj && eval "$scanpy integrate mnn $mnn_opt $louvain_obj $mnn_obj"
#
# [ "$status" -eq 0 ]
# [ -f "$mnn_obj" ]
#}

# Do ComBat batch correction, using clustering as batch (just for test purposes)

Expand Down
4 changes: 2 additions & 2 deletions scanpy_scripts/__init__.py
Original file line number Diff line number Diff line change
@@ -1,9 +1,9 @@
"""
Provides version, author and exports
"""
import pkg_resources
import importlib.metadata

__version__ = pkg_resources.get_distribution("scanpy-scripts").version
__version__ = importlib.metadata.version("scanpy-scripts")

__author__ = ", ".join(
[
Expand Down
19 changes: 17 additions & 2 deletions scanpy_scripts/cmd_options.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,13 +3,14 @@
"""

import click

from .click_utils import (
CommaSeparatedText,
Dictionary,
valid_limit,
valid_parameter_limits,
mutually_exclusive_with,
required_by,
valid_limit,
valid_parameter_limits,
)

COMMON_OPTIONS = {
Expand Down Expand Up @@ -856,6 +857,20 @@
"'seurat_v3', ties are broken by the median (across batches) rank based on "
"within-batch normalized variance.",
),
click.option(
"--always-hv-genes-file",
"always_hv_genes_file",
type=click.Path(exists=True),
default=None,
help="If specified, the gene identifers in this file will be set as highly variable in the var dataframe after HVGs are computed.",
),
click.option(
"--never-hv-genes-file",
"never_hv_genes_file",
type=click.Path(exists=True),
default=None,
help="If specified, the gene identifers in this file will be removed from highly variable in the var dataframe (set to false) after HVGs are computed.",
),
],
"scale": [
*COMMON_OPTIONS["input"],
Expand Down
6 changes: 4 additions & 2 deletions scanpy_scripts/cmd_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -6,10 +6,11 @@
import pandas as pd
import scanpy as sc
import scanpy.external as sce

from .cmd_options import CMD_OPTIONS
from .lib._paga import plot_paga
from .obj_utils import _save_matrix
from .lib._scrublet import plot_scrublet
from .obj_utils import _save_matrix


def make_subcmd(cmd_name, func, cmd_desc, arg_desc, opt_set=None):
Expand Down Expand Up @@ -92,7 +93,7 @@ def _fix_booleans(df):

def _read_obj(input_obj, input_format="anndata", **kwargs):
if input_format == "anndata":
adata = sc.read(input_obj, **kwargs)
adata = sc.read_h5ad(input_obj, **kwargs)
elif input_format == "loom":
adata = sc.read_loom(input_obj, **kwargs)
else:
Expand Down Expand Up @@ -313,6 +314,7 @@ def plot_function(
showfig = True
if output_fig:
import os

import matplotlib.pyplot as plt

sc.settings.figdir = os.path.dirname(output_fig) or "."
Expand Down
37 changes: 34 additions & 3 deletions scanpy_scripts/lib/_diffexp.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,9 +2,11 @@
scanpy diffexp
"""

import logging
import math

import pandas as pd
import scanpy as sc
import logging


def diffexp(
Expand All @@ -22,6 +24,15 @@ def diffexp(
):
"""
Wrapper function for sc.tl.rank_genes_groups.
Test that we can load a single group.
>>> import os
>>> from pathlib import Path
>>> adata = sc.datasets.krumsiek11()
>>> tbl = diffexp(adata, groupby='cell_type', groups='Mo', reference='progenitor')
>>> # get the size of the data frame
>>> tbl.shape
(11, 8)
"""
if adata.raw is None:
use_raw = False
Expand Down Expand Up @@ -51,6 +62,11 @@ def diffexp(
"Singlet groups removed before passing to rank_genes_groups()"
)

# avoid issue when groups is a single group as a string simplified by click
# https://github.com/ebi-gene-expression-group/scanpy-scripts/issues/123
if groups != "all" and isinstance(groups, str):
groups = [groups]

sc.tl.rank_genes_groups(
adata,
use_raw=use_raw,
Expand All @@ -64,17 +80,32 @@ def diffexp(
de_tbl = extract_de_table(adata.uns[diff_key])

if isinstance(filter_params, dict):
key_filtered = diff_key + "_filtered"
sc.tl.filter_rank_genes_groups(
adata,
key=diff_key,
key_added=diff_key + "_filtered",
key_added=key_filtered,
use_raw=use_raw,
**filter_params,
)

de_tbl = extract_de_table(adata.uns[diff_key + "_filtered"])
# there are non strings on recarray object at this point, in
# adata.uns['rank_genes_groups_filtered']['names']
# for instance:
# adata.uns['rank_genes_groups_filtered']['names'][0]
# (nan, nan, 'NKG7', nan, nan, 'PPBP')
# this now upsets h5py > 3.0
de_tbl = extract_de_table(adata.uns[key_filtered])
de_tbl = de_tbl.loc[de_tbl.genes.astype(str) != "nan", :]

# change nan for strings in adata.uns['rank_genes_groups_filtered']['names']
# TODO on scanpy updates, check if this is not done within scanpy so that we can remove this
for row in range(0, len(adata.uns[key_filtered]["names"])):
for col in range(0, len(adata.uns[key_filtered]["names"][row])):
element = adata.uns[key_filtered]["names"][row][col]
if isinstance(element, float) and math.isnan(element):
adata.uns[key_filtered]["names"][row][col] = "nan"

if save:
de_tbl.to_csv(save, sep="\t", header=True, index=False)

Expand Down
2 changes: 1 addition & 1 deletion scanpy_scripts/lib/_filter.py
Original file line number Diff line number Diff line change
Expand Up @@ -37,7 +37,7 @@ def filter_anndata(
k_mito = gene_names.str.startswith("MT-")
if k_mito.sum() > 0:
adata.var["mito"] = k_mito
adata.var["mito"] = adata.var["mito"].astype("category")
# adata.var["mito"] = adata.var["mito"].astype("category")
else:
logging.warning(
"No MT genes found, skip calculating "
Expand Down
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