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{
"$schema": "https://json-schema.org/draft/2020-12/schema",
"$id": "https://raw.githubusercontent.com/JaneliaSciComp/nf-cellpose/main/nextflow_schema.json",
"title": "JaneliaSciComp/nf-cellpose pipeline parameters",
"description": "Cellpose segmentation pipeline",
"type": "object",
"$defs": {
"input_output_options": {
"title": "Input/output options",
"type": "object",
"fa_icon": "fas fa-terminal",
"description": "Define where the pipeline should find input data and save output data.",
"required": ["input", "outdir"],
"properties": {
"input": {
"type": "string",
"description": "Input data location. It can be either a file or a directory.",
"help_text": "Path to the input data.",
"fa_icon": "fas fa-folder-open"
},
"input_pattern": {
"type": "string",
"description": "Input data glob pattern. If the input is a directory it process the segmentation on all files/dirs that match the pattern."
},
"input_subpath": {
"type": "string",
"description": "Specifies the input dataset if the input is a ZARR/N5/HDF5 container"
},
"input_mask": {
"type": "string",
"description": "Optional mask container restricting segmentation to masked regions of the input. When empty no mask is used."
},
"input_mask_subpath": {
"type": "string",
"description": "Specifies the mask dataset within input_mask if it is a ZARR/N5/HDF5 container."
},
"outdir": {
"type": "string",
"format": "directory-path",
"description": "The output directory where the results will be saved. You have to use absolute paths to storage on Cloud infrastructure.",
"fa_icon": "fas fa-folder-open"
},
"labels_container_suffix": {
"type": "string",
"description": "Suffix appended to the input container to create the labels container name."
},
"labels_container_ext": {
"type": "string",
"description": "Labels container extension. This could be used to save the labels as tiff when the input is a zarr container, or vice-versa."
},
"labels_group": {
"type": "string",
"description": "If the output is a ZARR/N5/HDF5 container, specifies the output labels group"
},
"email": {
"type": "string",
"description": "Email address for completion summary.",
"fa_icon": "fas fa-envelope",
"help_text": "Set this parameter to your e-mail address to get a summary e-mail with details of the run sent to you when the workflow exits. If set in your user config file (`~/.nextflow/config`) then you don't need to specify this on the command line for every run.",
"pattern": "^([a-zA-Z0-9_\\-\\.]+)@([a-zA-Z0-9_\\-\\.]+)\\.([a-zA-Z]{2,5})$"
}
}
},
"institutional_config_options": {
"title": "Institutional config options",
"type": "object",
"fa_icon": "fas fa-university",
"description": "Parameters used to describe centralised config profiles. These should not be edited.",
"help_text": "The centralised nf-core configuration profiles use a handful of pipeline parameters to describe themselves. This information is then printed to the Nextflow log when you run a pipeline. You should not need to change these values when you run a pipeline.",
"properties": {
"custom_config_version": {
"type": "string",
"description": "Git commit id for Institutional configs.",
"default": "master",
"hidden": true,
"fa_icon": "fas fa-users-cog"
},
"custom_config_base": {
"type": "string",
"description": "Base directory for Institutional configs.",
"default": "https://raw.githubusercontent.com/nf-core/configs/master",
"hidden": true,
"help_text": "If you're running offline, Nextflow will not be able to fetch the institutional config files from the internet. If you don't need them, then this is not a problem. If you do need them, you should download the files from the repo and tell Nextflow where to find them with this parameter.",
"fa_icon": "fas fa-users-cog"
},
"config_profile_name": {
"type": "string",
"description": "Institutional config name.",
"hidden": true,
"fa_icon": "fas fa-users-cog"
},
"config_profile_description": {
"type": "string",
"description": "Institutional config description.",
"hidden": true,
"fa_icon": "fas fa-users-cog"
},
"config_profile_contact": {
"type": "string",
"description": "Institutional config contact information.",
"hidden": true,
"fa_icon": "fas fa-users-cog"
},
"config_profile_url": {
"type": "string",
"description": "Institutional config URL link.",
"hidden": true,
"fa_icon": "fas fa-users-cog"
},
"lsf_opts": {
"type": "string",
"description": "Default LSF cluster options",
"hidden": true
}
}
},
"segmentation_options": {
"title": "Segmentation options",
"type": "object",
"description": "",
"required": ["input_channels"],
"properties": {
"cellpose_model": {
"type": "string",
"description": "Name of the cellpose model. If it's a full path the model is looked up in the corresponding location otherwise it uses cellpose_models_dir",
"default": "cpsam"
},
"cellpose_models_dir": {
"type": "string",
"description": "Location of the cellpose models"
},
"cellpose_log_config": {
"type": "string",
"description": "Cellpose log configuration."
},
"z_axis": {
"type": "string",
"description": "Z axis index. This is the Z axis index after the timepoint dimension had been removed. For OME-ZARR input the axis is read from the OME metadata."
},
"channel_axis": {
"type": "string",
"description": "Channel axis index. This is the channel axis index after the timepoint dimension had been removed. For OME-ZARR input the axis is read from the OME metadata. If this is not set cellpose will automatically use the last axis (-1) as the channel."
},
"anisotropy": {
"type": "number",
"description": "Data anisotropy. If this is not provided - it will be computed from voxel spacing.",
"default": 0
},
"voxel_spacing": {
"type": "string",
"description": "Voxel spacing. If the input is a zarr container this is read from zarr attributes."
},
"expansion_factor": {
"type": "number",
"description": "Data expansion factor",
"default": 1
},
"timeindex": {
"type": "number",
"description": "Timepoint axis",
"default": 0,
"hidden": true
},
"cellpose_cpus": {
"type": "integer",
"description": "CPU(s) allocated for the cellpose driver",
"default": 1
},
"cellpose_mem_gb": {
"type": "integer",
"description": "Memory in GB allocated for the cellpose driver. If the the memory is computed using default_mem_gb_per_cpu*cellpose_cpus",
"default": 0
},
"input_channels": {
"type": ["string", "integer"],
"description": "Comma delimited list of 0-based channels used for segmentation."
},
"roi": {
"type": "string",
"description": "Restrict segmentation to a region of interest within the input (maps to --roi). When empty the whole input is processed."
},
"process_blocksize": {
"type": "string",
"description": "Define spatial block partitioning for distributing the work to a Dask cluster. Even for 4 or 5-dimensional arrays this only needs to specify the block partitioning in the 3D spatial dimensions only",
"default": "256,256,256"
},
"local_workers": {
"type": "integer",
"description": "Even when with_dask parameter is false, cellpose can still distribute the work to a local cluster if process_blocksize is defined. In that case this argument specifies the number of local workers to be used.",
"default": 1
},
"blocks_overlap": {
"type": "string",
"description": "Blocks overlap used for distributed processing"
},
"gpu_device": {
"type": ["integer", "string"],
"description": "which gpu device to use"
},
"do_3D": {
"type": "boolean",
"description": "Perform 3D segmentation",
"default": true,
"hidden": true
},
"use_gpu": {
"type": "boolean",
"description": "Whether to use GPU or not (cpsam is extremely slow if GPU is not used)",
"default": true,
"hidden": true
},
"skip_normalize": {
"type": "boolean",
"description": "Flag to skip normalization - not recommended for 3D",
"default": false,
"hidden": true
},
"norm_percentile": {
"type": "string",
"description": "low and high percentile for normalization",
"default": "1 99"
},
"stitch_threshold": {
"type": "number",
"description": "cellpose stitch_threshold parameter",
"default": 0
},
"cellprob_threshold": {
"type": "number",
"description": "cellpose cellprob_threshold parameter",
"default": 1
},
"flow3D_smooth": {
"type": "integer",
"description": "cellpose flow3D_smooth parameter",
"default": 1
},
"niter": {
"type": ["integer", "string"],
"description": "cellpose niter parameter (number of iterations for dynamics; 0 = auto)",
"default": 0
},
"cell_diameter": {
"type": ["integer", "string"],
"description": "cell diameter"
},
"min_size": {
"type": "integer",
"description": "cell minimum size",
"default": 15
},
"merge_labels_distance_th": {
"type": "integer",
"default": 1,
"description": "Distance threshold for merging labels across blocks when distributed cellppose is used.",
"hidden": true
},
"preprocessing_steps": {
"type": "string",
"description": "Comma delimited step names to run for block preprocessing.",
"hidden": true
},
"preprocessing_config": {
"type": "string",
"description": "Preprocessing YAML config file. This contains preprocessing steps configuration.",
"hidden": true
},
"run_cellposemasks": {
"type": "boolean",
"description": "If true run the cellpose model evaluation otherwise it will reuse the labels output from a prior run (only valid if the eval has been run before)."
},
"no_cellposemaskmerge": {
"type": "boolean",
"description": "If true pass --skip-merge-labels to distributed cellpose, skipping internal label merging",
"fa_icon": "fas fa-toggle-on"
},
"verbose": {
"type": "boolean",
"description": "Log verbosity"
},
"cellpose_runtime_opts": {
"type": "string",
"description": "Cellpose head job container runtime options. When cellpose is not distributed on a Dask cluster - it requires GPU so it may need '--nv' flag is singularity is used."
},
"cellpose_cluster_opts": {
"type": "string",
"description": "Cellpose head job cluster options. When cellpose is not distributed on a Dask cluster - the job needs to be dispatched on a GPU node."
}
}
},
"zarr_options": {
"title": "Zarr output options",
"type": "object",
"description": "Options controlling how Zarr output containers are written (format, chunking, sharding, compression).",
"default": "",
"properties": {
"zarr_format": {
"type": ["integer", "string"],
"default": 3,
"description": "Zarr format version used for output containers (e.g. 2 or 3)."
},
"zarr_chunksize": {
"type": "string",
"default": "64,64,64",
"description": "Output Zarr chunk size as a comma-separated list (maps to --output-blocksize)."
},
"zarr_sharding_factor": {
"type": "string",
"default": "4,4,4",
"description": "Output Zarr sharding factor as a comma-separated list (maps to --sharding-factor). Only used with Zarr format 3."
},
"zarr_compression": {
"type": "string",
"default": "zstd",
"description": "Compressor used for output Zarr arrays (maps to --compressor), e.g. zstd, blosc, gzip."
},
"zarr_compression_opts": {
"type": "string",
"default": "'{\"level\": 5}'",
"description": "Compressor options as a JSON string (maps to --compressor-opts), e.g. '{\"level\": 5}'."
}
}
},
"merge_labels_options": {
"title": "Merge labels options",
"type": "object",
"description": "Options for the distributed merge-labels step that runs after cellpose segmentation.",
"default": "",
"properties": {
"run_mergelabels": {
"type": "boolean",
"description": "If true run the distributed merge-labels step. By default merge-labels in the same process as cellpose segmentation right after mask generation."
},
"mergelabels_distance_th": {
"type": "integer",
"default": 1,
"description": "Distance threshold (--label-distance-threshold) for the standalone distributed merge-labels step."
},
"mergelabels_cpus": {
"type": "integer",
"default": 1,
"description": "Number of cpus for the merge-labels driver process."
},
"mergelabels_mem_gb": {
"type": "integer",
"default": 0,
"description": "Memory resource in GB for the merge-labels driver process."
}
}
},
"multiscale_options": {
"title": "Multiscale options",
"type": "object",
"description": "",
"default": "",
"properties": {
"run_multiscale": {
"type": "boolean",
"description": "If true run generating multiscale pyramid for segmented images"
},
"multiscale_cpus": {
"type": "integer",
"default": 1,
"description": "Number of cpus for multiscale"
},
"multiscale_mem_gb": {
"type": "integer",
"description": "Memory resource in GB for multiscale",
"default": 0
}
}
},
"distributed_processing_options": {
"title": "Distributed processing (Dask) options",
"type": "object",
"description": "Distributed processing options",
"default": "",
"properties": {
"with_dask": {
"type": "boolean",
"description": "Use a distributed Dask cluster for the segmentation"
},
"dask_config": {
"type": "string",
"description": "Dask configuration file",
"default": "${projectDir}/conf/dask_config.yml"
},
"dask_workers": {
"type": "integer",
"description": "Number of cellpose dask workers",
"default": 1
},
"dask_min_workers": {
"type": "integer",
"description": "Number of minimum cellpose dask workers that need to be available before the work starts.",
"default": 1
},
"dask_scheduler_port": {
"type": "integer",
"description": "Port used by the dask scheduler.",
"default": 0
},
"dask_dashboard_port": {
"type": "integer",
"description": "Port used by the dask dashboard.",
"default": 0
},
"dask_worker_cpus": {
"type": "integer",
"description": "CPU(s) allocated for the cellpose dask worker",
"default": 1
},
"dask_worker_mem_gb": {
"type": "integer",
"description": "Memory in GB allocated for the cellpose dask worker. If the the memory is computed using default_mem_gb_per_cpu*dask_worker_cpus",
"default": 0
},
"dask_start_timeout_secs": {
"type": "integer",
"description": "Timeout value (in seconds) for starting the Dask cluster",
"default": 300,
"hidden": true
},
"dask_worker_runtime_opts": {
"type": "string",
"description": "Runtime container for running dask workers. This is needed for example for apptainer or singularity to set the '--nv' flag"
},
"dask_worker_cluster_opts": {
"type": "string",
"description": "Cluster options for running dask workers or a GPU queue."
}
}
},
"generic_options": {
"title": "Generic options",
"type": "object",
"fa_icon": "fas fa-file-import",
"description": "Less common options for the pipeline, typically set in a config file.",
"help_text": "These options are common to all nf-core pipelines and allow you to customise some of the core preferences for how the pipeline runs.\n\nTypically these options would be set in a Nextflow config file loaded for all pipeline runs, such as `~/.nextflow/config`.",
"properties": {
"help": {
"type": "boolean",
"description": "Display help text.",
"fa_icon": "fas fa-question-circle",
"hidden": true
},
"help_full": {
"type": "boolean",
"description": "Display full help text.",
"fa_icon": "fas fa-question-circle",
"hidden": true
},
"show_hidden": {
"type": "boolean",
"description": "Display all hidden parameters.",
"fa_icon": "fas fa-question-circle",
"hidden": true
},
"version": {
"type": "boolean",
"description": "Display version and exit.",
"fa_icon": "fas fa-question-circle",
"hidden": true
},
"publish_dir_mode": {
"type": "string",
"default": "copy",
"description": "Method used to save pipeline results to output directory.",
"help_text": "The Nextflow `publishDir` option specifies which intermediate files should be saved to the output directory. This option tells the pipeline what method should be used to move these files. See [Nextflow docs](https://www.nextflow.io/docs/latest/process.html#publishdir) for details.",
"fa_icon": "fas fa-copy",
"enum": ["symlink", "rellink", "link", "copy", "copyNoFollow", "move"],
"hidden": true
},
"email_on_fail": {
"type": "string",
"description": "Email address for completion summary, only when pipeline fails.",
"fa_icon": "fas fa-exclamation-triangle",
"pattern": "^([a-zA-Z0-9_\\-\\.]+)@([a-zA-Z0-9_\\-\\.]+)\\.([a-zA-Z]{2,5})$",
"help_text": "An email address to send a summary email to when the pipeline is completed - ONLY sent if the pipeline does not exit successfully.",
"hidden": true
},
"plaintext_email": {
"type": "boolean",
"description": "Send plain-text email instead of HTML.",
"fa_icon": "fas fa-remove-format",
"hidden": true
},
"monochrome_logs": {
"type": "boolean",
"description": "Do not use coloured log outputs.",
"fa_icon": "fas fa-palette",
"hidden": true
},
"validate_params": {
"type": "boolean",
"description": "Boolean whether to validate parameters against the schema at runtime",
"default": true,
"fa_icon": "fas fa-check-square",
"hidden": true
},
"pipelines_testdata_base_path": {
"type": "string",
"fa_icon": "far fa-check-circle",
"description": "Base URL or local path to location of pipeline test dataset files",
"default": "https://raw.githubusercontent.com/nf-core/test-datasets/",
"hidden": true
},
"trace_report_suffix": {
"type": "string",
"fa_icon": "far calendar",
"description": "Suffix to add to the trace report filename. Default is the date and time in the format yyyy-MM-dd_HH-mm-ss.",
"hidden": true
},
"workdir": {
"type": "string",
"description": "Working directory for saving dask logs or for intermediate labels zarr container."
},
"container_runtime_opts": {
"type": "string",
"description": "Global container runtime options",
"hidden": true
},
"default_mem_gb_per_cpu": {
"type": "integer",
"description": "Default memory for CPU core. This could be used to computed the required memory if only the CPUs are specified.",
"default": 15,
"hidden": true
},
"user_id": {
"type": "string",
"description": "User running docker/podman container. It defaults to the current user's id",
"hidden": true
},
"group_id": {
"type": "string",
"description": "Group running docker/podman container. It defaults to the current user's id",
"hidden": true
},
"singularity_cache_dir": {
"type": "string",
"description": "Singularity container cache directory",
"hidden": true
}
}
}
},
"allOf": [
{
"$ref": "#/$defs/input_output_options"
},
{
"$ref": "#/$defs/institutional_config_options"
},
{
"$ref": "#/$defs/segmentation_options"
},
{
"$ref": "#/$defs/zarr_options"
},
{
"$ref": "#/$defs/merge_labels_options"
},
{
"$ref": "#/$defs/multiscale_options"
},
{
"$ref": "#/$defs/distributed_processing_options"
},
{
"$ref": "#/$defs/generic_options"
}
]
}