winval
Workflow inputs validation python library
- Currently, supports WDL workflows.
- Constraints on inputs can be written as specially tagged (#@wv) comments in the WDL inputs section.
- The syntax of constraints is a python-similar DSL, with ANTLR defined grammar.
- The WDL + inputs.json can be validated using a script/function before submitting a workflow.
Installation:
pip install winval
Usage:
validate_wdl_constraints
From python
from winval.validate_wdl_constraints import run_winval
is_validated = run_winval(wdl_file, json_file)
From unix command-line:
python winval/validate_wdl_constraints.py --wdl <wdl_file> --json <json_file>
cloud_files_validater
Make sure google-storage permissions are equivalent to the batch workers permissions
From python
from winval.cloud_files_validator import CloudFilesValidator
is_validated = CloudFilesValidator(args.wdl, args.json).validate()
From unix command-line:
python winval/cloud_files_validator.py --wdl <wdl_file> --json <json_file>
WDL constraints example
workflow MyWorkflow {
input {
File file
Int c
File* opt_file_1
File* opt_file_2
Array[File] files
Array[File] index_files
MyStruct struct_instance
#@wv defined(opt_file_1) <-> defined(opt_file_2)
#@wv defined(opt_file_1) -> c > 1
#@wv len(files) == len(index_files)
#@wv len(files) >= 0
#@wv len(index_files) >= 0
#@wv c <= 1 and c >= 0
#@wv suffix(file) == ".fasta"
#@wv suffix(files) <= {".bam", ".cram"}
#@wv prefix(index_files) == files
#@wv len(struct_instance['field_a']) > 0
}
...
}
struct MyStruct{
String field_a,
String field_b
}
Generate parsers from grammar:
cd <project_root>/winval
antlr4 -Dlanguage=Python3 winval.g4 -visitor -o antlr
Available atomic expressions:
- int: 5
- float: 5.6
- bool: True, False
- str: "some string", 'some_string'
- workflow_variable: my_var
- evaluates to value given by json conf, or None if not defined in json
- empty_set: {}
Available python operators
+
,-
,*
,**
,/
,&
,|
,%
and
, or
, in
<
, <=
, ==
, >=
, >
, !=
- Notice the following useful operators work for sets:
-
: set subtraction&
: set intersection|
: is set union<=
: subset
Available python functions
len()
, not()
basename()
, splitext()
(from os.path)
Available convenience functions and operators:
x <-> y
: if-and-only-if logical operator (if x is true if and only if y is true)x -> y
: implies logical operator (if x is true then y should be true)defined(x)
: if x a defined variableprefix(x)
: return path prefix of String/File or list of prefixes forsuffix(x)
: return path suffix of String/File or set of suffixes for Array[String]/Array[File]