I'm trying to test variations of CPU and memory for a specific process (`samtools sort`) to measure computational efficiency (measured only by time). To do this, I'd like to set the CPU and memory for a `Nextflow` `process` dynamically. **Ultimate question:** How can I dynamically set CPU and memory for many instances of a single `Nextflow` process definition? # Attempt 1 # The most obvious solution was to submit distinct `Nextflow` workflows for each combination of CPU and memory by specifying the CPU and memory on the command line (i.e., when calling `nextflow run ...`), where my `Nextflow` workflow has global parameters `params.samtools_total_threads` and `params.samtools_mem_per_thread`. This didn't work perfectly because there appeared to be 'collisions' between parent `Nextflow` instances trying to lock the history file. I got the following error: ``` Can't lock file: /path/to/project/.nextflow/history -- Nextflow needs to run in a file system that supports file locks ``` I could try delaying submissions, but I suspect that will still result in collisions. Here's the `SLURM` script that I'm using: ``` TOTAL_THREADS=$1 MEM_PER_THREAD=$2 nextflow run 02-SAMTOOLS_SORT.nf \ -with-report "reports/report.${TOTAL_THREADS}_threads.${MEM_PER_THREAD}_GB_per_thread.html" \ -with-trace "traces/trace.${TOTAL_THREADS}_threads.${MEM_PER_THREAD}_GB_per_thread.txt" \ --samtools_total_threads $TOTAL_THREADS \ --samtools_mem_per_thread $MEM_PER_THREAD ``` My workflow had the following global parameters: ``` /* * Make this pipeline a nextflow 2 implementation */ nextflow.enable.dsl=2 ... params.samtools_total_threads = '4' params.samtools_mem_per_thread = '8' ... ``` # Attempt 2 # After Attempt 1 failed, I figured the most 'Nextflow-like way' would be to generate tuples for each combination of CPU and memory that I want to test. Unfortunately, it doesn't appear that it's possible to set CPU and memory directives using parameters passed into the `process`, but only with global variables. I get the following `No such variable` error with the below code (note: most of this code is courtesy of @Steve): ``` N E X T F L O W ~ version 21.04.3 Launching `02-SAMTOOLS_SORT.nf` [desperate_aryabhata] - revision: fb9e79055a No such variable: total_threads -- Check script '02-SAMTOOLS_SORT.nf' at line: 33 or see '.nextflow.log' file for more details ``` **Process code** ``` process samtools_coordinate_sort_proc { tag { "${bam.baseName}" } executor='slurm' queue = 'normal' cpus = total_threads memory = total_mem.GB clusterOptions = "--time 5:00:00 --account coa_mteb223_uksr" /* delete files upon completion (I think) */ cleanup = true input: path(bam) val(total_threads) val(total_mem) output: path("${bam.baseName}.csorted.bam") script: def additional_threads = task.cpus - 1 def avail_mem = task.memory ? task.memory.toGiga().intdiv(task.cpus) : 0 println "avail_mem: $avail_mem" def mem_per_thread = avail_mem ? "${avail_mem}G" : '' println "mem_per_thread: $mem_per_thread" """ samtools sort \\ -@ "${additional_threads}" \\ -m ${mem_per_thread} \\ -o "${bam.baseName}.csorted.bam" \\ -T "${bam.baseName}.csorted" \\ --write-index \\ "${bam}" """ } ``` # Possible attempt 3 # Of course, it would be *super* easy to do this with a couple of `bash` scripts, but I'm trying to do it in `Nextflow` for two reasons: 1. To learn `Nextflow` better 2. Because the traces provided by `Nextflow` are super convenient (though I could get this information from `SLURM`, too).