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* Use literalincludes almost exclusively within tutorial to make maintenance easier * Update non-tutorial documentation files to 1.0 syntax * Add more links to attributes like zip_lists and path * Update typing annotations within source code for more consistency, and to take advantage of auto-documentation. * Add instructions to download example dataset * Various formatting fixes
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Workflows | ||
========= | ||
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Snakebids workflows are constructed the same way as any other [Snakemake workflows](inv:snakemake#snakefiles/rules), but with a few additions that make it easier to work with BIDS datasets. | ||
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To get access to these additions, the base Snakefile for a snakebids workflow should begin with the following boilerplate: | ||
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```python | ||
import snakebids | ||
from snakebids import bids | ||
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configfile: 'config/snakebids.yml' | ||
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# Get input wildcards | ||
inputs = snakebids.generate_inputs( | ||
bids_dir=config["bids_dir"], | ||
pybids_inputs=config["pybids_inputs"], | ||
pybids_database_dir=config.get("pybids_db_dir"), | ||
pybids_reset_database=config.get("pybids_db_reset"), | ||
derivatives=config.get("derivatives"), | ||
participant_label=config.get("participant_label"), | ||
exclude_participant_label=config.get("exclude_participant_label"), | ||
use_bids_inputs=True, | ||
) | ||
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``` | ||
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Snakebids workflow features | ||
--------------------------- | ||
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The [](#snakebids.bids) function generates a properly-formatted BIDS filename with the specified entities, as documented in more detail elsewhere in this documentation. | ||
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[](#snakebids.generate_inputs) returns an instance of [](#snakebids.BidsDataset), a special [](#dict) with keys mapping to the {class}`~snakebids.BidsComponents` defined in [the config file](/bids_app/config). Each {class}`~snakebids.BidsComponent` contains a number of attributes to assist processing a BIDS dataset with snakemake. {func}`~snakebids.generate_inputs` should be called at the beginning of the workflow and assigned to a variable called `inputs`. | ||
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The {attr}`~snakebids.BidsComponent.path` member of [](#snakebids.BidsComponent) is generated by snakebids and contains a list of matched files for every input type. Often, the first rule to be invoked will use one or more entries in `inputs.path` as the input file specification. | ||
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The {attr}`~snakebids.BidsComponent.zip_lists` member of [](#snakebids.BidsComponent) is used with [`bids()`](#snakebids.bids) and [`expand()`](#snakefiles_expand) to fill the wildcards with corresponding values from input files. The usage pattern is as follows: | ||
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```py | ||
expand( | ||
bids( | ||
root="results", | ||
datatype="func", | ||
suffix="bold.nii.gz", | ||
**inputs.wildcards["bold"] | ||
), | ||
zip, | ||
**inputs.zip_lists["bold"] | ||
) | ||
``` | ||
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The {attr}`~snakebids.BidsComponent.wildcards` member of {class}`snakebids.BidsComponent` is generated by snakebids and contains a dictionary mapping the wildcards for each input type to snakemake-formatted wildcards, for convenient use in the ``bids`` function. | ||
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## Accessing the underlying *pybids* dataset | ||
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In addition to mapping all of the {class}`~snakebids.BidsComponents` to their names, {class}`~snakebids.BidsDataset` also has a {attr}`~snakebids.BidsDataset.layout` member which gives access to the underlying {class}`BIDSLayout <bids.layout.BIDSLayout>`. This can be used to access advanced pybids features not covered by `snakebids`. Note that if `custom_paths` are specified for every {class}`BidsComponent <snakebids.BidsComponent>`, pybids indexing will be skipped and `layout` will be set to `None`. If your workflow relies on accessing this `layout`, you must ensure your users do not provide a `custom_path` for every single component, either in the config file or [via the CLI](/running_snakebids/overview) (``--path_{component}``). |
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(running overview)= | ||
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Overview | ||
======== | ||
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|
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import snakebids | ||
from snakebids import bids | ||
from snakebids import bids, generate_inputs | ||
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configfile: 'config.yml' | ||
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config.update( | ||
snakebids.generate_inputs( | ||
bids_dir=config['bids_dir'], | ||
pybids_inputs=config['pybids_inputs'], | ||
) | ||
inputs = generate_inputs( | ||
bids_dir=config['bids_dir'], | ||
pybids_inputs=config['pybids_inputs'], | ||
use_bids_inputs=True, | ||
) | ||
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import pprint | ||
pprint.pp(config) | ||
print(inputs) | ||
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rule all: | ||
input: | ||
expand(bids(root='results', | ||
expand( | ||
bids(root='results', | ||
subject='{subject}', | ||
task='{task}', | ||
run='{run}', | ||
fwhm='{fwhm}', | ||
suffix='bold.nii.gz'), | ||
subject=config['subjects'], | ||
task=config['tasks'], | ||
run=config['runs'], | ||
fwhm=config['fwhm']) | ||
suffix='bold.nii.gz' | ||
), | ||
subject=config['subjects'], | ||
task=config['tasks'], | ||
run=config['runs'], | ||
fwhm=config['fwhm'] | ||
) | ||
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def calc_sigma_from_fwhm(wildcards): | ||
return f'{float(wildcards.fwhm)/2.355:0.2f}' | ||
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rule smooth: | ||
input: | ||
config['path']['bold'] | ||
inputs['bold'].path | ||
params: | ||
sigma = calc_sigma_from_fwhm | ||
output: | ||
bids(root='results', | ||
subject='{subject}', | ||
task='{task}', | ||
run='{run}', | ||
fwhm='{fwhm}', | ||
suffix='bold.nii.gz') | ||
bids( | ||
root='results', | ||
subject='{subject}', | ||
task='{task}', | ||
run='{run}', | ||
fwhm='{fwhm}', | ||
suffix='bold.nii.gz' | ||
) | ||
shell: | ||
'fslmaths {input} -s {params.sigma} {output}' |
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