Configure synthea-alldiseases for WES execution
- Rewrite params.json to match WES tool registry format - Update main.nf to use Harbor container image - Add k8s profile to nextflow.config for WES/Kubernetes execution - Use s3://omic/eureka paths for output
This commit is contained in:
146
main.nf
146
main.nf
@@ -2,127 +2,69 @@
|
||||
|
||||
nextflow.enable.dsl=2
|
||||
|
||||
/*
|
||||
* Synthea Disease Module Generator Pipeline
|
||||
*
|
||||
* A Nextflow pipeline to generate and manage Synthea disease modules
|
||||
*/
|
||||
|
||||
// Load API key from .env file if it exists
|
||||
def envFile = file('.env')
|
||||
if (envFile.exists()) {
|
||||
envFile.eachLine { line ->
|
||||
def (key, value) = line.tokenize('=')
|
||||
if (key && value && key.trim() == 'ANTHROPIC_API_KEY') {
|
||||
params.anthropic_api_key = value.trim()
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// Default parameters
|
||||
params.disease_name = null // Disease name to generate patients for
|
||||
params.output_dir = "/mnt/OmicNAS/private/old/olamide/synthea/output/new" // Output directory
|
||||
params.modules_dir = "src/main/resources/modules" // Directory for module files
|
||||
params.population = 100 // Number of patients to generate
|
||||
params.gender = 0.5 // Decimal representing proportion female (0.0-1.0)
|
||||
params.min_age = 0 // Minimum age of generated patients
|
||||
params.max_age = 90 // Maximum age of generated patients
|
||||
params.seed = null // Random seed for reproducibility
|
||||
params.help = false // Show help message
|
||||
|
||||
// Show help message
|
||||
if (params.help) {
|
||||
log.info """
|
||||
Synthea Patient Generator
|
||||
========================
|
||||
Usage: nextflow run main.nf --disease_name "Disease Name"
|
||||
|
||||
Required Arguments:
|
||||
--disease_name Disease name to generate patients for
|
||||
|
||||
Optional Arguments:
|
||||
--modules_dir Module directory (default: modules)
|
||||
--output_dir Output directory (default: output)
|
||||
--population Number of patients (default: 100)
|
||||
--gender Gender ratio - female proportion 0.0-1.0 (default: 0.5)
|
||||
--min_age Minimum age (default: 0)
|
||||
--max_age Maximum age (default: 90)
|
||||
--seed Random seed (default: random)
|
||||
"""
|
||||
exit 0
|
||||
}
|
||||
params.disease_name = null
|
||||
params.outdir = null
|
||||
params.population = 10
|
||||
params.gender = 0.5
|
||||
params.min_age = 0
|
||||
params.max_age = 90
|
||||
params.seed = null
|
||||
|
||||
// Validate required parameters
|
||||
if (!params.disease_name && !params.help) {
|
||||
if (!params.disease_name) {
|
||||
error "Disease name is required. Please specify with --disease_name"
|
||||
}
|
||||
|
||||
// Process to check if module exists and generate it if needed
|
||||
process checkAndGetModule {
|
||||
container 'synthea-module-generator'
|
||||
publishDir "${params.modules_dir}", mode: 'copy'
|
||||
|
||||
input:
|
||||
val diseaseName
|
||||
|
||||
output:
|
||||
path "*.json", emit: module_file
|
||||
|
||||
script:
|
||||
def moduleFilename = diseaseName.toLowerCase().replaceAll(' ', '_') + '.json'
|
||||
def fullPath = "/app/src/main/resources/modules/${moduleFilename}"
|
||||
"""
|
||||
echo "Looking for module at ${fullPath}"
|
||||
if [ -f "${fullPath}" ]; then
|
||||
echo "Module exists, copying..."
|
||||
cp "${fullPath}" .
|
||||
else
|
||||
echo "Module not found, generating..."
|
||||
python3 /app/module_generator/module_generator.py --disease "${diseaseName}" --output "${moduleFilename}"
|
||||
if [ -f "${moduleFilename}" ]; then
|
||||
echo "Successfully generated module"
|
||||
else
|
||||
echo "Error: Failed to generate module"
|
||||
exit 1
|
||||
fi
|
||||
fi
|
||||
"""
|
||||
if (!params.outdir) {
|
||||
error "Output directory is required. Please specify with --outdir"
|
||||
}
|
||||
|
||||
// Process to generate synthetic patients
|
||||
process generatePatients {
|
||||
container 'synthea-module-generator'
|
||||
publishDir "${params.output_dir}/${diseaseName.toLowerCase().replaceAll(' ', '_')}", mode: 'copy'
|
||||
|
||||
container 'harbor.cluster.omic.ai/omic/synthea-alldiseases:latest'
|
||||
publishDir params.outdir, mode: 'copy'
|
||||
|
||||
input:
|
||||
val diseaseName
|
||||
path moduleFile
|
||||
|
||||
|
||||
output:
|
||||
path "m/*", optional: true
|
||||
path "f/*", optional: true
|
||||
|
||||
path "fhir/*.json", optional: true, emit: fhir_output
|
||||
path "run.log", emit: log_file
|
||||
|
||||
script:
|
||||
def moduleBasename = diseaseName.toLowerCase().replaceAll(' ', '_')
|
||||
def genderArg = params.gender < 0.5 ? "M" : (params.gender > 0.5 ? "F" : "B")
|
||||
def seedValue = params.seed ?: new Random().nextInt(1000000)
|
||||
def seedArg = params.seed ? "-s ${params.seed}" : ""
|
||||
"""
|
||||
# Copy module and run Synthea
|
||||
cp "${moduleFile}" /app/modules/
|
||||
cd /app && ./run_synthea -p ${params.population} -g ${genderArg} -m ${moduleBasename} -a ${params.min_age}-${params.max_age} -s ${seedValue}
|
||||
|
||||
# Organize output by gender
|
||||
mkdir -p m f
|
||||
find /app/output/fhir -type f -name "*.json" ! -name "*hospital*" ! -name "*practitioner*" | xargs grep -l '"gender":"male"' | xargs -I{} cp {} m/
|
||||
find /app/output/fhir -type f -name "*.json" ! -name "*hospital*" ! -name "*practitioner*" | xargs grep -l '"gender":"female"' | xargs -I{} cp {} f/
|
||||
# Check if a custom module exists, otherwise use built-in Synthea modules
|
||||
MODULE_FILE="/app/src/main/resources/modules/${moduleBasename}.json"
|
||||
if [ -f "\${MODULE_FILE}" ]; then
|
||||
echo "Found custom module: \${MODULE_FILE}" | tee run.log
|
||||
else
|
||||
echo "Using built-in Synthea modules for: ${diseaseName}" | tee run.log
|
||||
fi
|
||||
|
||||
# Run Synthea patient generation
|
||||
cd /app && ./run_synthea \
|
||||
-p ${params.population} \
|
||||
-g ${genderArg} \
|
||||
-a ${params.min_age}-${params.max_age} \
|
||||
${seedArg} \
|
||||
-- ${diseaseName} 2>&1 | tee -a run.log
|
||||
|
||||
# Collect FHIR output
|
||||
mkdir -p fhir
|
||||
if [ -d /app/output/fhir ]; then
|
||||
cp /app/output/fhir/*.json fhir/ 2>/dev/null || true
|
||||
echo "Copied \$(ls fhir/*.json 2>/dev/null | wc -l) FHIR bundles" | tee -a run.log
|
||||
else
|
||||
echo "Warning: No FHIR output generated" | tee -a run.log
|
||||
fi
|
||||
"""
|
||||
}
|
||||
|
||||
// Define workflow
|
||||
// Workflow
|
||||
workflow {
|
||||
// First check if the module exists
|
||||
checkAndGetModule(params.disease_name)
|
||||
|
||||
// Then generate patients
|
||||
generatePatients(params.disease_name, checkAndGetModule.out.module_file)
|
||||
generatePatients(params.disease_name)
|
||||
}
|
||||
|
||||
@@ -1,54 +1,44 @@
|
||||
// Nextflow configuration file
|
||||
manifest {
|
||||
description = 'Synthea Module Generator Pipeline'
|
||||
name = 'synthea-alldiseases'
|
||||
description = 'Synthea synthetic patient generator pipeline'
|
||||
mainScript = 'main.nf'
|
||||
version = '1.0.0'
|
||||
}
|
||||
|
||||
// Load parameters from params.json
|
||||
def paramsJson = new File("$baseDir/params.json").text
|
||||
def paramsData = new groovy.json.JsonSlurper().parseText(paramsJson)
|
||||
|
||||
// Keep work directories for debugging
|
||||
cleanup = false
|
||||
|
||||
// Merge with defaults
|
||||
params {
|
||||
local_output_dir = "$baseDir/local_output"
|
||||
disease_name = paramsData.disease_name
|
||||
modules_dir = paramsData.modules_dir ?: "/Users/richman/workspace/synthea-alldiseases/modules"
|
||||
output_dir = paramsData.output_dir ?: "/mnt/OmicNAS/private/old/olamide/synthea/output/new"
|
||||
population = paramsData.population ?: 100
|
||||
gender = paramsData.gender ?: 0.5
|
||||
min_age = paramsData.min_age ?: 0
|
||||
max_age = paramsData.max_age ?: 90
|
||||
seed = paramsData.seed
|
||||
generate_patients = paramsData.generate_patients ?: true
|
||||
publish_dir = paramsData.publish_dir ?: "published_output"
|
||||
// Additional params
|
||||
max_cost = 5.0
|
||||
timeout = 300
|
||||
anthropic_api_key = null
|
||||
batch_size = 1
|
||||
help = false
|
||||
}
|
||||
|
||||
docker {
|
||||
enabled = true
|
||||
runOptions = "-v $baseDir/$params.modules_dir:/app/src/main/resources/modules -v $baseDir/src/main/python:/app/src/main/python -v $baseDir/src/main/resources:/app/src/main/resources -v $baseDir/.env:/app/.env -v $baseDir/module_generator:/app/module_generator -v $baseDir/modules:/app/modules"
|
||||
}
|
||||
|
||||
process {
|
||||
container = 'synthea-module-generator'
|
||||
containerOptions = "-e MODULES_DIR=/app/src/main/resources/modules -e PYTHONPATH=/app -e ANTHROPIC_API_KEY=${params.anthropic_api_key}"
|
||||
}
|
||||
|
||||
trace {
|
||||
enabled = true
|
||||
overwrite = true
|
||||
file = "$baseDir/trace.txt"
|
||||
disease_name = null
|
||||
outdir = null
|
||||
population = 10
|
||||
gender = 0.5
|
||||
min_age = 0
|
||||
max_age = 90
|
||||
seed = null
|
||||
}
|
||||
|
||||
profiles {
|
||||
standard {
|
||||
process.executor = 'local'
|
||||
}
|
||||
standard {
|
||||
docker {
|
||||
enabled = true
|
||||
temp = 'auto'
|
||||
}
|
||||
}
|
||||
|
||||
k8s {
|
||||
process {
|
||||
executor = 'k8s'
|
||||
container = 'harbor.cluster.omic.ai/omic/synthea-alldiseases:latest'
|
||||
}
|
||||
docker {
|
||||
enabled = true
|
||||
}
|
||||
k8s {
|
||||
storageClaimName = 'eureka-pvc'
|
||||
storageMountPath = '/omic/eureka'
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
process {
|
||||
cpus = 2
|
||||
memory = '4 GB'
|
||||
}
|
||||
|
||||
127
params.json
127
params.json
@@ -1,14 +1,117 @@
|
||||
{
|
||||
"disease_name": "Parkinson's Disease",
|
||||
"modules_dir": "modules",
|
||||
"output_dir": "/mnt/OmicNAS/private/old/olamide/synthea/output/new",
|
||||
"generate_patients": true,
|
||||
"population": 10,
|
||||
"gender": 0.5,
|
||||
"min_age": 0,
|
||||
"max_age": 90,
|
||||
"analyze_patient_data": false,
|
||||
"report_format": "html",
|
||||
"force_generate": false,
|
||||
"publish_dir": "published_output"
|
||||
"params": {
|
||||
"disease_name": {
|
||||
"type": "string",
|
||||
"description": "Disease name to generate synthetic patients for",
|
||||
"default": "Diabetes",
|
||||
"required": true,
|
||||
"pipeline_io": "parameter",
|
||||
"var_name": "params.disease_name",
|
||||
"examples": [
|
||||
"Diabetes",
|
||||
"Hypertension",
|
||||
"Lung Cancer"
|
||||
],
|
||||
"pattern": ".*",
|
||||
"enum": [],
|
||||
"validation": {},
|
||||
"notes": "The disease name used to find or generate a Synthea disease module. Case-insensitive."
|
||||
},
|
||||
"population": {
|
||||
"type": "integer",
|
||||
"description": "Number of synthetic patients to generate",
|
||||
"default": 10,
|
||||
"required": false,
|
||||
"pipeline_io": "parameter",
|
||||
"var_name": "params.population",
|
||||
"examples": [
|
||||
10,
|
||||
100,
|
||||
1000
|
||||
],
|
||||
"pattern": "^\\d+$",
|
||||
"enum": [],
|
||||
"validation": {
|
||||
"min": 1,
|
||||
"max": 10000
|
||||
},
|
||||
"notes": "Higher numbers take longer to generate."
|
||||
},
|
||||
"gender": {
|
||||
"type": "number",
|
||||
"description": "Proportion of female patients (0.0 = all male, 1.0 = all female)",
|
||||
"default": 0.5,
|
||||
"required": false,
|
||||
"pipeline_io": "parameter",
|
||||
"var_name": "params.gender",
|
||||
"examples": [
|
||||
0.5,
|
||||
0.0,
|
||||
1.0
|
||||
],
|
||||
"pattern": "^[01]\\.?\\d*$",
|
||||
"enum": [],
|
||||
"validation": {
|
||||
"min": 0.0,
|
||||
"max": 1.0
|
||||
},
|
||||
"notes": "Decimal between 0.0 and 1.0 representing the proportion of female patients."
|
||||
},
|
||||
"min_age": {
|
||||
"type": "integer",
|
||||
"description": "Minimum age of generated patients",
|
||||
"default": 0,
|
||||
"required": false,
|
||||
"pipeline_io": "parameter",
|
||||
"var_name": "params.min_age",
|
||||
"examples": [
|
||||
0,
|
||||
18,
|
||||
40
|
||||
],
|
||||
"pattern": "^\\d+$",
|
||||
"enum": [],
|
||||
"validation": {
|
||||
"min": 0,
|
||||
"max": 140
|
||||
},
|
||||
"notes": "Minimum patient age in years."
|
||||
},
|
||||
"max_age": {
|
||||
"type": "integer",
|
||||
"description": "Maximum age of generated patients",
|
||||
"default": 90,
|
||||
"required": false,
|
||||
"pipeline_io": "parameter",
|
||||
"var_name": "params.max_age",
|
||||
"examples": [
|
||||
90,
|
||||
65,
|
||||
100
|
||||
],
|
||||
"pattern": "^\\d+$",
|
||||
"enum": [],
|
||||
"validation": {
|
||||
"min": 1,
|
||||
"max": 140
|
||||
},
|
||||
"notes": "Maximum patient age in years."
|
||||
},
|
||||
"outdir": {
|
||||
"type": "folder",
|
||||
"description": "Output directory for generated patient data",
|
||||
"default": "s3://omic/eureka/synthea-alldiseases/output",
|
||||
"required": true,
|
||||
"pipeline_io": "output",
|
||||
"var_name": "params.outdir",
|
||||
"examples": [
|
||||
"s3://omic/eureka/synthea-alldiseases/output",
|
||||
"s3://omic/eureka/synthea-alldiseases/results"
|
||||
],
|
||||
"pattern": ".*",
|
||||
"enum": [],
|
||||
"validation": {},
|
||||
"notes": "Directory where generated FHIR patient bundles will be stored."
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user