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#!/usr/bin/env python3
# SPDX-License-Identifier: Apache-2.0
# Copyright 2018-2021 Michael R. Crusoe
"""CWL Expression refactoring tool for CWL v1.0 ."""
import copy
import hashlib
import uuid
from collections.abc import Mapping, MutableSequence, Sequence
from typing import Any, Optional, Union, cast
from ruamel import yaml
from schema_salad.sourceline import SourceLine
from schema_salad.utils import json_dumps
import cwl_utils.parser.cwl_v1_0 as cwl
import cwl_utils.parser.cwl_v1_0_utils as utils
from cwl_utils.errors import JavascriptException, WorkflowException
from cwl_utils.expression import do_eval, interpolate
from cwl_utils.types import CWLObjectType, CWLOutputType
def expand_stream_shortcuts(process: cwl.CommandLineTool) -> cwl.CommandLineTool:
"""Rewrite the "type: stdout" shortcut to use an explicit random filename."""
if not process.outputs:
return process
result = None
for index, output in enumerate(process.outputs):
if output.type_ == "stdout": # TODO: add 'stdin' for CWL v1.1
if not result:
result = copy.deepcopy(process)
stdout_path = process.stdout
if not stdout_path:
stdout_path = str(
hashlib.sha1( # nosec
json_dumps(cwl.save(process)).encode("utf-8")
).hexdigest()
)
result.stdout = stdout_path
result.outputs[index].type_ = "File"
output.outputBinding = cwl.CommandOutputBinding(stdout_path, None, None)
if result:
return result
return process
def escape_expression_field(contents: str) -> str:
"""Escape sequences similar to CWL expressions or param references."""
return contents.replace("${", "$/{").replace("$(", "$/(")
def clean_type_ids(
cwltype: Union[cwl.ArraySchema, cwl.InputRecordSchema],
) -> Union[cwl.ArraySchema, cwl.InputRecordSchema]:
"""Simplify type identifiers."""
result = copy.deepcopy(cwltype)
if isinstance(result, cwl.ArraySchema):
if isinstance(result.items, MutableSequence):
for item in result.items:
if hasattr(item, "id"):
item.id = item.id.split("#")[-1]
elif isinstance(result.items, cwl.InputRecordSchema):
if result.items.name:
result.items.name = result.items.name.split("/")[-1]
if result.items.fields:
for field in result.items.fields:
field.name = field.name.split("/")[-1]
elif isinstance(result, cwl.InputRecordSchema):
if result.name:
result.name = result.name.split("/")[-1]
if result.fields:
for field in result.fields:
field.name = field.name.split("/")[-1]
return result
def get_expression(
string: str, inputs: CWLObjectType, self: Optional[CWLOutputType]
) -> Optional[str]:
"""
Find and return a normalized CWL expression, if any.
CWL expressions in the $() form are converted to the ${} form.
"""
if not isinstance(string, str):
return None
if string.strip().startswith("${"):
return string
if "$(" in string:
runtime: CWLObjectType = {
"cores": 0,
"ram": 0,
"outdir": "/root",
"tmpdir": "/tmp", # nosec
"outdirSize": 0,
"tmpdirSize": 0,
}
try:
do_eval(
string,
inputs,
context=self,
requirements=[],
outdir="",
tmpdir="",
resources={},
)
except (WorkflowException, JavascriptException):
if (
string[0:2] != "$("
or not string.endswith(")")
or len(string.split("$(")) > 2
):
# then it is a string interpolation
return cast(
str,
interpolate(
scan=string,
rootvars={
"inputs": inputs,
"context": self,
"runtime": runtime,
},
fullJS=True,
escaping_behavior=2,
convert_to_expression=True,
),
)
else:
# it is a CWL Expression in $() with no string interpolation
return "${return " + string.strip()[2:-1] + ";}"
return None
def etool_to_cltool(
etool: cwl.ExpressionTool, expressionLib: Optional[list[str]] = None
) -> cwl.CommandLineTool:
"""Convert a ExpressionTool to a CommandLineTool."""
inputs = yaml.comments.CommentedSeq() # preserve the order
for inp in etool.inputs:
inputs.append(
cwl.CommandInputParameter(
id=inp.id,
label=inp.label,
secondaryFiles=inp.secondaryFiles,
streamable=inp.streamable,
doc=inp.doc,
format=inp.format,
default=inp.default,
type_=inp.type_,
extension_fields=inp.extension_fields,
loadingOptions=inp.loadingOptions,
)
)
outputs = yaml.comments.CommentedSeq()
for outp in etool.outputs:
outputs.append(
cwl.CommandOutputParameter(
id=outp.id,
label=outp.label,
secondaryFiles=outp.secondaryFiles,
streamable=outp.streamable,
doc=outp.doc,
format=outp.format,
type_=outp.type_,
extension_fields=outp.extension_fields,
loadingOptions=outp.loadingOptions,
)
)
contents = """"use strict";
var inputs=$(inputs);
var runtime=$(runtime);"""
if expressionLib:
contents += "\n" + "\n".join(expressionLib)
contents += (
"""
var ret = function(){"""
+ escape_expression_field(etool.expression.strip()[2:-1])
+ """}();
process.stdout.write(JSON.stringify(ret));"""
)
listing = [cwl.Dirent(entryname="expression.js", entry=contents, writable=None)]
iwdr = cwl.InitialWorkDirRequirement(listing)
containerReq = cwl.DockerRequirement(dockerPull="node:alpine")
softwareHint = cwl.SoftwareRequirement(
packages=[cwl.SoftwarePackage(package="nodejs")]
)
return cwl.CommandLineTool(
inputs=inputs,
outputs=outputs,
id=etool.id,
requirements=[iwdr],
hints=[containerReq, softwareHint],
label=etool.label,
doc=etool.doc,
cwlVersion=etool.cwlVersion,
baseCommand=["nodejs", "expression.js"],
stdout="cwl.output.json",
extension_fields=etool.extension_fields,
loadingOptions=etool.loadingOptions,
)
def traverse(
process: Union[cwl.CommandLineTool, cwl.ExpressionTool, cwl.Workflow],
replace_etool: bool,
inside: bool,
skip_command_line1: bool,
skip_command_line2: bool,
) -> tuple[Union[cwl.CommandLineTool, cwl.ExpressionTool, cwl.Workflow], bool]:
"""Convert the given process and any subprocesses."""
if not inside and isinstance(process, cwl.CommandLineTool):
process = expand_stream_shortcuts(process)
wf_inputs = []
wf_outputs = []
step_inputs = []
step_outputs = []
if process.inputs:
for inp in process.inputs:
inp_id = inp.id.split("#")[-1]
step_inputs.append(
cwl.WorkflowStepInput(
id=inp_id,
source=inp_id,
extension_fields=inp.extension_fields,
loadingOptions=inp.loadingOptions,
)
)
wf_inputs.append(
cwl.InputParameter(
id=inp_id,
label=inp.label,
secondaryFiles=inp.secondaryFiles,
streamable=inp.streamable,
doc=inp.doc,
format=inp.format,
default=inp.default,
type_=inp.type_,
extension_fields=inp.extension_fields,
loadingOptions=inp.loadingOptions,
)
)
if process.outputs:
for outp in process.outputs:
outp_id = outp.id.split("#")[-1]
step_outputs.append(outp_id)
wf_outputs.append(
cwl.WorkflowOutputParameter(
id=outp_id,
label=outp.label,
secondaryFiles=outp.secondaryFiles,
streamable=outp.streamable,
doc=outp.doc,
format=outp.format,
outputSource=f"main/{outp_id}",
type_=outp.type_,
extension_fields=outp.extension_fields,
loadingOptions=outp.loadingOptions,
)
)
step = cwl.WorkflowStep(
id="#main",
in_=step_inputs,
out=step_outputs,
run=copy.deepcopy(process),
)
workflow = cwl.Workflow(
inputs=wf_inputs,
outputs=wf_outputs,
steps=[step],
cwlVersion=process.cwlVersion,
)
result, modified = traverse_workflow(
workflow, replace_etool, skip_command_line1, skip_command_line2
)
if modified:
return result, True
else:
return process, False
if isinstance(process, cwl.ExpressionTool) and replace_etool:
expression = get_expression(process.expression, empty_inputs(process), None)
# Why call get_expression on an ExpressionTool?
# It normalizes the form of $() CWL expressions into the ${} style
if expression:
process2 = copy.deepcopy(process)
process2.expression = expression
else:
process2 = process
return etool_to_cltool(process2), True
if isinstance(process, cwl.Workflow):
return traverse_workflow(
process, replace_etool, skip_command_line1, skip_command_line2
)
return process, False
def load_step(
step: cwl.WorkflowStep,
replace_etool: bool,
skip_command_line1: bool,
skip_command_line2: bool,
) -> bool:
"""If the step's Process is not inline, load and process it."""
modified = False
if isinstance(step.run, str):
step.run, modified = traverse(
cwl.load_document(step.run, baseuri=step.loadingOptions.fileuri),
replace_etool,
True,
skip_command_line1,
skip_command_line2,
)
return modified
def generate_etool_from_expr(
expr: str,
target: Union[cwl.CommandInputParameter, cwl.InputParameter],
no_inputs: bool = False,
self_type: Optional[
Union[
cwl.InputParameter,
cwl.CommandInputParameter,
list[Union[cwl.InputParameter, cwl.CommandInputParameter]],
]
] = None, # if the "self" input should be a different type than the "result" output
extra_processes: Optional[
Sequence[Union[cwl.Workflow, cwl.WorkflowStep, cwl.CommandLineTool]]
] = None,
) -> cwl.ExpressionTool:
"""Convert a CWL Expression into an ExpressionTool."""
inputs = yaml.comments.CommentedSeq()
if not no_inputs:
if not self_type:
self_type = target
if isinstance(self_type, list):
new_type: Union[
list[Union[cwl.ArraySchema, cwl.InputRecordSchema]],
Union[cwl.ArraySchema, cwl.InputRecordSchema],
] = [clean_type_ids(t.type_) for t in self_type if t.type_]
elif self_type.type_:
new_type = clean_type_ids(self_type.type_)
else:
raise WorkflowException(f"Don't know how to make type from {self_type!r}.")
inputs.append(
cwl.InputParameter(
id="self",
label=self_type.label if not isinstance(self_type, list) else None,
secondaryFiles=(
self_type.secondaryFiles
if not isinstance(self_type, list)
else None
),
streamable=(
self_type.streamable if not isinstance(self_type, list) else None
),
doc=self_type.doc if not isinstance(self_type, list) else None,
format=self_type.format if not isinstance(self_type, list) else None,
type_=new_type,
extension_fields=(
self_type.extension_fields
if not isinstance(self_type, list)
else None
),
loadingOptions=(
self_type.loadingOptions
if not isinstance(self_type, list)
else None
),
)
)
outputs = yaml.comments.CommentedSeq()
outputs.append(
cwl.ExpressionToolOutputParameter(
id="result",
label=target.label,
secondaryFiles=target.secondaryFiles,
streamable=target.streamable,
doc=target.doc,
format=target.format,
type_=target.type_,
extension_fields=target.extension_fields,
loadingOptions=target.loadingOptions,
)
)
expression = "${"
if not no_inputs:
expression += "\n var self=inputs.self;"
expression += (
"""
return {"result": function(){"""
+ expr[2:-2]
+ """}()};
}"""
)
inlineJSReq = cwl.InlineJavascriptRequirement(
find_expressionLib(extra_processes) if extra_processes else None
)
return cwl.ExpressionTool(
id="_:" + str(uuid.uuid4()),
inputs=inputs,
outputs=outputs,
expression=expression,
requirements=[inlineJSReq],
cwlVersion="v1.0",
)
def get_input_for_id(
name: str, tool: Union[cwl.CommandLineTool, cwl.Workflow]
) -> Optional[cwl.CommandInputParameter]:
"""Determine the CommandInputParameter for the given input name."""
name = name.split("/")[-1]
for inp in cast(list[cwl.CommandInputParameter], tool.inputs):
if inp.id and inp.id.split("#")[-1].split("/")[-1] == name:
return inp
if isinstance(tool, cwl.Workflow) and "/" in name:
stepname, stem = name.split("/", 1)
for step in tool.steps:
if step.id == stepname:
result = get_input_for_id(stem, step.run)
if result:
return result
return None
def find_expressionLib(
processes: Sequence[
Union[cwl.CommandLineTool, cwl.Workflow, cwl.ExpressionTool, cwl.WorkflowStep]
],
) -> Optional[list[str]]:
"""
Return the expressionLib from the highest priority InlineJavascriptRequirement.
processes: should be in order of least important to most important
(Workflow, WorkflowStep, ... CommandLineTool/ExpressionTool)
"""
for process in reversed(copy.copy(processes)):
if process.requirements:
for req in process.requirements:
if isinstance(req, cwl.InlineJavascriptRequirement):
return cast(Optional[list[str]], copy.deepcopy(req.expressionLib))
return None
def replace_expr_with_etool(
expr: str,
name: str,
workflow: cwl.Workflow,
target: Union[cwl.CommandInputParameter, cwl.InputParameter],
source: Optional[Union[str, list[Any]]],
replace_etool: bool = False,
extra_process: Optional[
Union[cwl.Workflow, cwl.WorkflowStep, cwl.CommandLineTool]
] = None,
source_type: Optional[cwl.CommandInputParameter] = None,
) -> None:
"""Modify the given workflow, replacing the expr with an standalone ExpressionTool."""
extra_processes: list[
Union[cwl.Workflow, cwl.WorkflowStep, cwl.CommandLineTool]
] = [workflow]
if extra_process:
extra_processes.append(extra_process)
etool: cwl.ExpressionTool = generate_etool_from_expr(
expr, target, source is None, source_type, extra_processes
)
if replace_etool:
processes: list[Union[cwl.WorkflowStep, cwl.Workflow, cwl.CommandLineTool]] = [
workflow
]
if extra_process:
processes.append(extra_process)
final_tool: Union[cwl.ExpressionTool, cwl.CommandLineTool] = etool_to_cltool(
etool, find_expressionLib(processes)
)
else:
final_tool = etool
inps = []
if source:
inps.append(cwl.WorkflowStepInput(id="self", source=source))
workflow.steps.append(
cwl.WorkflowStep(
id=name,
in_=inps,
out=[cwl.WorkflowStepOutput("result")],
run=final_tool,
)
)
def replace_wf_input_ref_with_step_output(
workflow: cwl.Workflow, name: str, target: str
) -> None:
"""Refactor all reference to a workflow input to the specified step output."""
if workflow.steps:
for step in workflow.steps:
if step.in_:
for inp in step.in_:
if inp.source:
if inp.source == name:
inp.source = target
if isinstance(inp.source, MutableSequence):
for index, source in enumerate(inp.source):
if source == name:
inp.source[index] = target
if workflow.outputs:
for outp in workflow.outputs:
if outp.outputSource:
if outp.outputSource == name:
outp.outputSource = target
if isinstance(outp.outputSource, MutableSequence):
for index, outputSource in enumerate(outp.outputSource):
if outputSource == name:
outp.outputSource[index] = target
def empty_inputs(
process_or_step: Union[
cwl.CommandLineTool, cwl.WorkflowStep, cwl.ExpressionTool, cwl.Workflow
],
parent: Optional[cwl.Workflow] = None,
) -> dict[str, Any]:
"""Produce a mock input object for the given inputs."""
result = {}
if isinstance(process_or_step, cwl.Process):
for param in process_or_step.inputs:
result[param.id.split("#")[-1]] = example_input(param.type_)
else:
for param in process_or_step.in_:
param_id = param.id.split("/")[-1]
if param.source is None and param.valueFrom:
result[param_id] = example_input("string")
elif param.source is None and param.default:
result[param_id] = param.default
else:
try:
result[param_id] = example_input(
utils.type_for_source(process_or_step.run, param.source, parent)
)
except WorkflowException:
pass
return result
def example_input(some_type: Any) -> Any:
"""Produce a fake input for the given type."""
# TODO: accept some sort of context object with local custom type definitions
if some_type == "Directory":
return {
"class": "Directory",
"location": "https://www.example.com/example",
"basename": "example",
"listing": [
{
"class": "File",
"basename": "example.txt",
"size": 23,
"contents": "hoopla",
"nameroot": "example",
"nameext": "txt",
}
],
}
if some_type == "File":
return {
"class": "File",
"location": "https://www.example.com/example.txt",
"basename": "example.txt",
"size": 23,
"contents": "hoopla",
"nameroot": "example",
"nameext": "txt",
}
if some_type == "int":
return 23
if some_type == "string":
return "hoopla!"
if some_type == "boolean":
return True
return None
EMPTY_FILE: CWLOutputType = {
"class": "File",
"basename": "em.pty",
"nameroot": "em",
"nameext": "pty",
}
TOPLEVEL_SF_EXPR_ERROR = (
"Input '{}'. Sorry, CWL Expressions as part of a secondaryFiles "
"specification in a Workflow level input or standalone CommandLine Tool "
"are not able to be refactored into separate ExpressionTool or "
"CommandLineTool steps."
)
TOPLEVEL_FORMAT_EXPR_ERROR = (
"Input '{}'. Sorry, CWL Expressions as part of a format "
"specification in a Workflow level input are not able to be refactored "
"into separate ExpressionTool/CommandLineTool steps."
)
def process_workflow_inputs_and_outputs(
workflow: cwl.Workflow, replace_etool: bool
) -> bool:
"""Do any needed conversions on the given Workflow's inputs and outputs."""
modified = False
inputs = empty_inputs(workflow)
for index, param in enumerate(workflow.inputs):
with SourceLine(workflow.inputs, index, WorkflowException):
if param.format and get_expression(param.format, inputs, None):
raise SourceLine(
param.loadingOptions.original_doc,
"format",
raise_type=WorkflowException,
).makeError(TOPLEVEL_FORMAT_EXPR_ERROR.format(param.id.split("#")[-1]))
if param.secondaryFiles:
if get_expression(param.secondaryFiles, inputs, EMPTY_FILE):
raise SourceLine(
param.loadingOptions.original_doc,
"secondaryFiles",
raise_type=WorkflowException,
).makeError(TOPLEVEL_SF_EXPR_ERROR.format(param.id.split("#")[-1]))
elif isinstance(param.secondaryFiles, MutableSequence):
for index2, entry in enumerate(param.secondaryFiles):
if get_expression(entry, inputs, EMPTY_FILE):
raise SourceLine(
param.loadingOptions.original_doc,
index2,
raise_type=WorkflowException,
).makeError(
f"Entry {index},"
+ TOPLEVEL_SF_EXPR_ERROR.format(param.id.split("#")[-1])
)
return modified
def process_workflow_reqs_and_hints(
workflow: cwl.Workflow, replace_etool: bool
) -> bool:
"""
Convert any expressions in a workflow's reqs and hints.
Each expression will be converted to an additional step.
The converted requirement will be copied to all workflow steps that don't have that
requirement type. Those affected steps will gain an additional input from the relevant
synthesized expression step.
"""
# TODO: consolidate the generated etools/cltools into a single "_expression_workflow_reqs" step
# TODO: support resourceReq.* references to Workflow.inputs?
# ^ By refactoring replace_expr_etool to allow multiple inputs,
# and connecting all workflow inputs to the generated step
modified = False
inputs = empty_inputs(workflow)
generated_res_reqs: list[tuple[str, Union[int, str]]] = []
generated_iwdr_reqs: list[tuple[str, Union[int, str]]] = []
generated_envVar_reqs: list[tuple[str, Union[int, str]]] = []
prop_reqs: tuple[
Union[
type[cwl.EnvVarRequirement],
type[cwl.ResourceRequirement],
type[cwl.InitialWorkDirRequirement],
],
...,
] = ()
resourceReq: Optional[cwl.ResourceRequirement] = None
envVarReq: Optional[cwl.EnvVarRequirement] = None
iwdr: Optional[cwl.InitialWorkDirRequirement] = None
if workflow.requirements is not None:
for req in cast(list[cwl.ProcessRequirement], workflow.requirements):
if req and isinstance(req, cwl.EnvVarRequirement):
if req.envDef:
for index, envDef in enumerate(req.envDef):
if envDef.envValue:
expression = get_expression(envDef.envValue, inputs, None)
if expression:
modified = True
target = cwl.InputParameter(
id=None,
type_="string",
)
etool_id = (
"_expression_workflow_EnvVarRequirement_{}".format(
index
)
)
replace_expr_with_etool(
expression,
etool_id,
workflow,
target,
None,
replace_etool,
)
if envVarReq is None:
envVarReq = copy.deepcopy(req)
prop_reqs += (cwl.EnvVarRequirement,)
newEnvDef = copy.deepcopy(envDef)
newEnvDef.envValue = f"$(inputs._envDef{index})"
envVarReq.envDef[index] = newEnvDef
generated_envVar_reqs.append((etool_id, index))
if req and isinstance(req, cwl.ResourceRequirement):
for attr in cwl.ResourceRequirement.attrs:
this_attr = getattr(req, attr, None)
if this_attr:
expression = get_expression(this_attr, inputs, None)
if expression:
modified = True
target = cwl.InputParameter(id=None, type_="long")
etool_id = (
"_expression_workflow_ResourceRequirement_{}".format(
attr
)
)
replace_expr_with_etool(
expression,
etool_id,
workflow,
target,
None,
replace_etool,
)
if not resourceReq:
resourceReq = cwl.ResourceRequirement(
loadingOptions=workflow.loadingOptions,
)
prop_reqs += (cwl.ResourceRequirement,)
setattr(resourceReq, attr, f"$(inputs._{attr})")
generated_res_reqs.append((etool_id, attr))
if req and isinstance(req, cwl.InitialWorkDirRequirement):
if req.listing:
if isinstance(req.listing, str):
expression = get_expression(req.listing, inputs, None)
if expression:
modified = True
target = cwl.InputParameter(
id=None,
type_=cwl.InputArraySchema(
["File", "Directory"], "array", None, None
),
)
etool_id = "_expression_workflow_InitialWorkDirRequirement"
replace_expr_with_etool(
expression,
etool_id,
workflow,
target,
None,
replace_etool,
)
iwdr = cwl.InitialWorkDirRequirement(
listing="$(inputs._iwdr_listing)",
loadingOptions=workflow.loadingOptions,
)
prop_reqs += (cwl.InitialWorkDirRequirement,)
else:
iwdr = copy.deepcopy(req)
for index, entry in enumerate(req.listing):
expression = get_expression(entry, inputs, None)
if expression:
modified = True
target = cwl.InputParameter(
id=None,
type_=cwl.InputArraySchema(
["File", "Directory"], "array", None, None
),
)
etool_id = "_expression_workflow_InitialWorkDirRequirement_{}".format(
index
)
replace_expr_with_etool(
expression,
etool_id,
workflow,
target,
None,
replace_etool,
)
iwdr.listing[index] = f"$(inputs._iwdr_listing_{index}"
generated_iwdr_reqs.append((etool_id, index))
elif isinstance(entry, cwl.Dirent):
if entry.entry:
expression = get_expression(
entry.entry, inputs, None
)
if expression:
expr: str = expression
expr_result = do_eval(
ex=entry.entry,
jobinput=inputs,
requirements=[],
outdir="",
tmpdir="",
resources={},
)
modified = True
if (
isinstance(expr_result, Mapping)
and "class" in expr_result
and (
expr_result["class"] == "File"
or expr_result["class"] == "Directory"
)
):
target = cwl.InputParameter(
id=None,
type_=expr_result["class"],
)
replace_expr_with_etool(
expr,
etool_id,
workflow,
target,
None,
replace_etool,
)
iwdr.listing[index] = (
"$(inputs._iwdr_listing_{}".format(
index
)
)
generated_iwdr_reqs.append(
(etool_id, index)
)
elif isinstance(expr_result, str):
target = cwl.InputParameter(
id=None,
type_=["File"],
)
if entry.entryname is None:
raise SourceLine(
entry.loadingOptions.original_doc,
index,
raise_type=WorkflowException,
).makeError(
f"Entry {index},"
+ "Invalid CWL, if 'entry' "
"is a string, then entryName must be specified."
)
expr = (
'${return {"class": "File", "basename": "'
+ entry.entryname
+ '", "contents": (function(){'
+ expr[2:-1]
+ "})() }; }"
)
etool_id = "_expression_workflow_InitialWorkDirRequirement_{}".format(
index
)
replace_expr_with_etool(
expr,
etool_id,
workflow,
target,
None,
replace_etool,
)
iwdr.listing[index] = (
f"$(inputs._iwdr_listing_{index}"
)
generated_iwdr_reqs.append((etool_id, index))
elif entry.entryname:
expression = get_expression(
entry.entryname, inputs, None
)
if expression:
modified = True
target = cwl.InputParameter(
id=None,
type_="string",
)
etool_id = "_expression_workflow_InitialWorkDirRequirement_{}".format(
index
)
replace_expr_with_etool(
expression,
etool_id,
workflow,
target,
None,
replace_etool,
)
iwdr.listing[index] = (
f"$(inputs._iwdr_listing_{index}"
)
generated_iwdr_reqs.append((etool_id, index))
if generated_iwdr_reqs:
prop_reqs += (cwl.InitialWorkDirRequirement,)
else:
iwdr = None
if envVarReq and workflow.steps:
for step in workflow.steps:
if step.id.split("#")[-1].startswith("_expression_"):
continue
if step.requirements:
for req in step.requirements:
if isinstance(req, cwl.EnvVarRequirement):
continue
else:
step.requirements = yaml.comments.CommentedSeq()
step.requirements.append(envVarReq)
for entry in generated_envVar_reqs:
step.in_.append(
cwl.WorkflowStepInput(
id=f"_envDef{entry[1]}",
source=f"{entry[0]}/result",
)
)
if resourceReq and workflow.steps:
for step in workflow.steps:
if step.id.split("#")[-1].startswith("_expression_"):
continue
if step.requirements:
for req in step.requirements:
if isinstance(req, cwl.ResourceRequirement):
continue
else:
step.requirements = yaml.comments.CommentedSeq()
step.requirements.append(resourceReq)
for entry in generated_res_reqs:
step.in_.append(
cwl.WorkflowStepInput(
id=f"_{entry[1]}",
source=f"{entry[0]}/result",
)
)
if iwdr and workflow.steps:
for step in workflow.steps:
if step.id.split("#")[-1].startswith("_expression_"):
continue
if step.requirements:
for req in step.requirements:
if isinstance(req, cwl.InitialWorkDirRequirement):
continue
else:
step.requirements = yaml.comments.CommentedSeq()
step.requirements.append(iwdr)
if generated_iwdr_reqs:
for entry in generated_iwdr_reqs:
step.in_.append(
cwl.WorkflowStepInput(
id=f"_iwdr_listing_{index}",
source=f"{entry[0]}/result",
)
)
else:
step.in_.append(
cwl.WorkflowStepInput(
id="_iwdr_listing",
source="_expression_workflow_InitialWorkDirRequirement/result",
)
)
if workflow.requirements:
workflow.requirements[:] = [
x for x in workflow.requirements if not isinstance(x, prop_reqs)
]
return modified
def process_level_reqs(
process: cwl.CommandLineTool,
step: cwl.WorkflowStep,
parent: cwl.Workflow,
replace_etool: bool,
skip_command_line1: bool,
skip_command_line2: bool,
) -> bool:
"""Convert expressions inside a process into new adjacent steps."""
# This is for reqs inside a Process (CommandLineTool, ExpressionTool)
# differences from process_workflow_reqs_and_hints() are:
# - the name of the generated ETools/CTools contains the name of the step, not "workflow"
# - Generated ETools/CTools are adjacent steps
# - Replace the CWL Expression inplace with a CWL parameter reference
# - Don't create a new Requirement, nor delete the existing Requirement
# - the Process is passed to replace_expr_with_etool for later searching for JS expressionLibs
# - in addition to adding the input to the step for the ETool/CTool result,
# add it to the Process.inputs as well
if not process.requirements:
return False
modified = False
target_process = step.run
inputs = empty_inputs(process)
generated_res_reqs: list[tuple[str, str]] = []
generated_iwdr_reqs: list[tuple[str, Union[int, str], Any]] = []
generated_envVar_reqs: list[tuple[str, Union[int, str]]] = []
if not step.id:
return False
step_name = step.id.split("#", 1)[-1]
for req_index, req in enumerate(process.requirements):
if req and isinstance(req, cwl.EnvVarRequirement):
if req.envDef:
for env_index, envDef in enumerate(req.envDef):
if envDef.envValue:
expression = get_expression(envDef.envValue, inputs, None)
if expression:
modified = True
target = cwl.InputParameter(id=None, type_="string")
etool_id = "_expression_{}_EnvVarRequirement_{}".format(
step_name, env_index
)
replace_expr_with_etool(
expression,
etool_id,
parent,
target,
None,
replace_etool,
process,
)
target_process.requirements[req_index][
env_index
].envValue = f"$(inputs._envDef{env_index})"
generated_envVar_reqs.append((etool_id, env_index))
if req and isinstance(req, cwl.ResourceRequirement):
for attr in cwl.ResourceRequirement.attrs:
this_attr = getattr(req, attr, None)
if this_attr:
expression = get_expression(this_attr, inputs, None)
if expression:
modified = True
target = cwl.InputParameter(id=None, type_="long")
etool_id = "_expression_{}_ResourceRequirement_{}".format(
step_name, attr
)
replace_clt_hintreq_expr_with_etool(
expression, etool_id, parent, target, step, replace_etool
)
setattr(
target_process.requirements[req_index],
attr,
f"$(inputs._{attr})",
)
generated_res_reqs.append((etool_id, attr))
if (
not skip_command_line2
and req
and isinstance(req, cwl.InitialWorkDirRequirement)
):
if req.listing:
if isinstance(req.listing, str):
expression = get_expression(req.listing, inputs, None)
if expression:
modified = True
target_type = cwl.InputArraySchema(
["File", "Directory"], "array", None, None
)
target = cwl.InputParameter(id=None, type_=target_type)
etool_id = "_expression_{}_InitialWorkDirRequirement".format(
step_name
)
replace_expr_with_etool(
expression,
etool_id,
parent,
target,
None,
replace_etool,
process,
)
target_process.requirements[req_index].listing = (
"$(inputs._iwdr_listing)",
)
step.in_.append(
cwl.WorkflowStepInput(
id="_iwdr_listing",
source=f"{etool_id}/result",
)
)
add_input_to_process(
target_process,
"_iwdr_listing",
target_type,
process.loadingOptions,
)
else:
for listing_index, entry in enumerate(req.listing):
expression = get_expression(entry, inputs, None)
if expression:
modified = True
target_type = cwl.InputArraySchema(
["File", "Directory"], "array", None, None
)
target = cwl.InputParameter(
id=None,
type_=target_type,
)
etool_id = (
"_expression_{}_InitialWorkDirRequirement_{}".format(
step_name, listing_index
)
)
replace_expr_with_etool(
expression,
etool_id,
parent,
target,
None,
replace_etool,
process,
)
target_process.requirements[req_index].listing[
listing_index
] = f"$(inputs._iwdr_listing_{listing_index}"
generated_iwdr_reqs.append(
(etool_id, listing_index, target_type)
)
elif isinstance(entry, cwl.Dirent):
if entry.entry:
expression = get_expression(entry.entry, inputs, None)
if expression:
modified = True
if entry.entryname is not None:
entryname_expr = get_expression(
entry.entryname, inputs, None
)
entryname = (
entry.entryname
if entryname_expr
else f'"{entry.entryname}"' # noqa: B907
)
new_expression = (
"${var result; var entryname = "
+ entryname
+ "; var entry = "
+ entry.entry[2:-1]
+ """;
if (typeof entry === 'string' || entry instanceof String) {
result = {"class": "File", "basename": entryname, "contents": entry} ;
if (typeof entryname === 'string' || entryname instanceof String) {
result.basename = entryname ;
}
} else {
result = entry ;
}
return result; }"""
)
else:
new_expression = expression
d_target_type = ["File", "Directory"]
target = cwl.InputParameter(
id=None,
type_=d_target_type,
)
etool_id = "_expression_{}_InitialWorkDirRequirement_{}".format(
step_name, listing_index
)
replace_clt_hintreq_expr_with_etool(
new_expression,
etool_id,
parent,
target,
step,
replace_etool,
)
target_process.requirements[req_index].listing[
listing_index
].entry = "$(inputs._iwdr_listing_{})".format(
listing_index
)
generated_iwdr_reqs.append(
(etool_id, listing_index, d_target_type)
)
elif entry.entryname:
expression = get_expression(
entry.entryname, inputs, None
)
if expression:
modified = True
target = cwl.InputParameter(
id=None,
type_="string",
)
etool_id = "_expression_{}_InitialWorkDirRequirement_{}".format(
step_name, listing_index
)
replace_expr_with_etool(
expression,
etool_id,
parent,
target,
None,
replace_etool,
process,
)
target_process.requirements[req_index].listing[
listing_index
].entryname = "$(inputs._iwdr_listing_{})".format(
listing_index
)
generated_iwdr_reqs.append(
(etool_id, listing_index, "string")
)
for entry in generated_envVar_reqs:
name = f"_envDef{entry[1]}"
step.in_.append(cwl.WorkflowStepInput(id=name, source=f"{entry[0]}/result"))
add_input_to_process(target_process, name, "string", process.loadingOptions)
for entry in generated_res_reqs:
name = f"_{entry[1]}"
step.in_.append(cwl.WorkflowStepInput(id=name, source=f"{entry[0]}/result"))
add_input_to_process(target_process, name, "long", process.loadingOptions)
for entry in generated_iwdr_reqs:
name = f"_iwdr_listing_{entry[1]}"
step.in_.append(cwl.WorkflowStepInput(id=name, source=f"{entry[0]}/result"))
add_input_to_process(target_process, name, entry[2], process.loadingOptions)
return modified
def add_input_to_process(
process: cwl.Process, name: str, inptype: Any, loadingOptions: cwl.LoadingOptions
) -> None:
"""Add a new InputParameter to the given CommandLineTool."""
if isinstance(process, cwl.CommandLineTool):
process.inputs.append(
cwl.CommandInputParameter(
id=name,
type_=inptype,
loadingOptions=loadingOptions,
)
)
def traverse_CommandLineTool(
clt: cwl.CommandLineTool,
parent: cwl.Workflow,
step: cwl.WorkflowStep,
replace_etool: bool,
skip_command_line1: bool,
skip_command_line2: bool,
) -> bool:
"""Extract any CWL Expressions within the given CommandLineTool into sibling steps."""
modified = False
# don't modify clt, modify step.run
target_clt = step.run
inputs = empty_inputs(clt)
if not step.id:
return False
step_id = step.id.split("#")[-1]
if clt.arguments and not skip_command_line1:
for index, arg in enumerate(clt.arguments):
if isinstance(arg, str):
expression = get_expression(arg, inputs, None)
if expression:
modified = True
inp_id = f"_arguments_{index}"
etool_id = f"_expression_{step_id}{inp_id}"
target_type = "Any"
target = cwl.InputParameter(id=None, type_=target_type)
replace_step_clt_expr_with_etool(
expression, etool_id, parent, target, step, replace_etool
)
target_clt.arguments[index] = cwl.CommandLineBinding(
valueFrom=f"$(inputs.{inp_id})"
)
target_clt.inputs.append(
cwl.CommandInputParameter(
id=inp_id,
type_=target_type,
)
)
step.in_.append(
cwl.WorkflowStepInput(
f"{etool_id}/result", None, inp_id, None, None
)
)
remove_JSReq(target_clt, skip_command_line1)
elif isinstance(arg, cwl.CommandLineBinding) and arg.valueFrom:
expression = get_expression(arg.valueFrom, inputs, None)
if expression:
modified = True
inp_id = f"_arguments_{index}"
etool_id = f"_expression_{step_id}{inp_id}"
target_type = "Any"
target = cwl.InputParameter(id=None, type_=target_type)
replace_step_clt_expr_with_etool(
expression, etool_id, parent, target, step, replace_etool
)
target_clt.arguments[index].valueFrom = "$(inputs.{})".format(
inp_id
)
target_clt.inputs.append(
cwl.CommandInputParameter(
id=inp_id,
type_=target_type,
)
)
step.in_.append(
cwl.WorkflowStepInput(id=inp_id, source=f"{etool_id}/result")
)
remove_JSReq(target_clt, skip_command_line1)
for streamtype in "stdout", "stderr": # add 'stdin' for v1.1 version
stream_value = getattr(clt, streamtype)
if stream_value:
expression = get_expression(stream_value, inputs, None)
if expression:
modified = True
inp_id = f"_{streamtype}"
etool_id = f"_expression_{step_id}{inp_id}"
target_type = "string"
target = cwl.InputParameter(id=None, type_=target_type)
replace_step_clt_expr_with_etool(
expression, etool_id, parent, target, step, replace_etool
)
setattr(target_clt, streamtype, f"$(inputs.{inp_id})")
target_clt.inputs.append(
cwl.CommandInputParameter(id=inp_id, type_=target_type)
)
step.in_.append(
cwl.WorkflowStepInput(id=inp_id, source=f"{etool_id}/result")
)
for inp in clt.inputs:
if not skip_command_line1 and inp.inputBinding and inp.inputBinding.valueFrom:
expression = get_expression(
inp.inputBinding.valueFrom, inputs, example_input(inp.type_)
)
if expression:
modified = True
self_id = inp.id.split("#")[-1]
inp_id = f"_{self_id}_valueFrom"
etool_id = f"_expression_{step_id}{inp_id}"
replace_step_clt_expr_with_etool(
expression, etool_id, parent, inp, step, replace_etool, self_id
)
inp.inputBinding.valueFrom = f"$(inputs.{inp_id})"
target_clt.inputs.append(
cwl.CommandInputParameter(id=inp_id, type_=inp.type_)
)
step.in_.append(
cwl.WorkflowStepInput(id=inp_id, source=f"{etool_id}/result")
)
for outp in clt.outputs:
if outp.outputBinding:
if outp.outputBinding.glob:
expression = get_expression(outp.outputBinding.glob, inputs, None)
if expression:
modified = True
inp_id = "_{}_glob".format(outp.id.split("#")[-1])
etool_id = f"_expression_{step_id}{inp_id}"
glob_target_type = ["string", cwl.ArraySchema("string", "array")]
target = cwl.InputParameter(id=None, type_=glob_target_type)
replace_step_clt_expr_with_etool(
expression, etool_id, parent, target, step, replace_etool
)
outp.outputBinding.glob = f"$(inputs.{inp_id})"
target_clt.inputs.append(
cwl.CommandInputParameter(
id=inp_id,
type_=glob_target_type,
)
)
step.in_.append(
cwl.WorkflowStepInput(id=inp_id, source=f"{etool_id}/result")
)
if outp.outputBinding.outputEval and not skip_command_line2:
self: CWLOutputType = [
{
"class": "File",
"basename": "base.name",
"nameroot": "base",
"nameext": "name",
"path": "/tmp/base.name", # nosec
"dirname": "/tmp", # nosec
}
]
if outp.outputBinding.loadContents:
cast(dict[Any, Any], self)[0]["contents"] = "stuff"
expression = get_expression(outp.outputBinding.outputEval, inputs, self)
if expression:
modified = True
outp_id = outp.id.split("#")[-1]
inp_id = f"_{outp_id}_outputEval"
etool_id = f"expression{inp_id}"
sub_wf_outputs = cltool_step_outputs_to_workflow_outputs(
step, etool_id, outp_id
)
self_type = cwl.InputParameter(
id=None,
type_=cwl.InputArraySchema("File", "array", None, None),
)
etool = generate_etool_from_expr(
expression, outp, False, self_type, [clt, step, parent]
)
if outp.outputBinding.loadContents:
etool.inputs[0].type_.inputBinding = cwl.CommandLineBinding(
loadContents=True
)
etool.inputs.extend(cltool_inputs_to_etool_inputs(clt))
sub_wf_inputs = cltool_inputs_to_etool_inputs(clt)
orig_step_inputs = copy.deepcopy(step.in_)
for orig_step_input in orig_step_inputs:
orig_step_input.id = orig_step_input.id.split("/")[-1]
if isinstance(orig_step_input.source, MutableSequence):
for index, source in enumerate(orig_step_input.source):
orig_step_input.source[index] = source.split("#")[-1]
else:
orig_step_input.source = orig_step_input.source.split("#")[
-1
]
orig_step_inputs[:] = [
x for x in orig_step_inputs if not x.id.startswith("_")
]
for inp in orig_step_inputs:
inp.source = inp.id
inp.linkMerge = None
if replace_etool:
processes = [parent]
final_etool: Union[cwl.CommandLineTool, cwl.ExpressionTool] = (
etool_to_cltool(etool, find_expressionLib(processes))
)
else:
final_etool = etool
etool_step = cwl.WorkflowStep(
id=etool_id,
in_=orig_step_inputs,
out=[cwl.WorkflowStepOutput("result")],
run=final_etool,
scatterMethod=step.scatterMethod,
)
new_clt_step = copy.copy(
step
) # a deepcopy would be convenient, but params2.cwl gives it problems
new_clt_step.id = new_clt_step.id.split("#")[-1]
new_clt_step.run = copy.copy(step.run)
new_clt_step.run.id = None
remove_JSReq(new_clt_step.run, skip_command_line1)
for new_outp in new_clt_step.run.outputs:
if new_outp.id.split("#")[-1] == outp_id:
if isinstance(
new_outp,
(
cwl.WorkflowOutputParameter,
cwl.ExpressionToolOutputParameter,
),
):
new_outp.type_ = cwl.OutputArraySchema(
items="File", type_="array"
)
elif isinstance(new_outp, cwl.CommandOutputParameter):
if new_outp.outputBinding:
new_outp.outputBinding.outputEval = None
new_outp.outputBinding.loadContents = None
new_outp.type_ = cwl.CommandOutputArraySchema(
items="File",
type_="array",
)
else:
raise Exception(
"Unimplemented OutputParameter type: %s",
type(new_outp),
)
new_clt_step.in_ = copy.deepcopy(step.in_)
for inp in new_clt_step.in_:
inp.id = inp.id.split("/")[-1]
inp.source = inp.id
inp.linkMerge = None
for index, out in enumerate(new_clt_step.out):
new_clt_step.out[index] = out.split("/")[-1]
for tool_inp in new_clt_step.run.inputs:
tool_inp.id = tool_inp.id.split("#")[-1]
for tool_out in new_clt_step.run.outputs:
tool_out.id = tool_out.id.split("#")[-1]
sub_wf_steps = [new_clt_step, etool_step]
sub_workflow = cwl.Workflow(
inputs=sub_wf_inputs,
outputs=sub_wf_outputs,
steps=sub_wf_steps,
cwlVersion=parent.cwlVersion,
)
if step.scatter:
new_clt_step.scatter = None
step.run = sub_workflow
rename_step_source(
sub_workflow,
f"{step_id}/{outp_id}",
f"{etool_id}/result",
)
orig_step_inputs.append(
cwl.WorkflowStepInput(id="self", source=f"{step_id}/{outp_id}")
)
if not parent.requirements:
parent.requirements = [cwl.SubworkflowFeatureRequirement()]
else:
has_sub_wf_req = False
for req in parent.requirements:
if isinstance(req, cwl.SubworkflowFeatureRequirement):
has_sub_wf_req = True
if not has_sub_wf_req:
parent.requirements.append(
cwl.SubworkflowFeatureRequirement()
)
return modified
def rename_step_source(workflow: cwl.Workflow, old: str, new: str) -> None:
"""Update step source names to the new name."""
def simplify_wf_id(uri: str) -> str:
return uri.split("#")[-1].split("/", 1)[1]
def simplify_step_id(uri: str) -> str:
return uri.split("#")[-1]
for wf_outp in workflow.outputs:
if wf_outp.outputSource and simplify_wf_id(wf_outp.outputSource) == old:
wf_outp.outputSource = new
for step in workflow.steps:
if step.in_:
for inp in step.in_:
if inp.source:
if isinstance(inp.source, str):
source_id = (
simplify_step_id(inp.source)
if "#" in inp.source
else inp.source
)
if source_id == old:
inp.source = new
else:
for index, source in enumerate(inp.source):
if simplify_step_id(source) == old:
inp.source[index] = new
def remove_JSReq(
process: Union[cwl.CommandLineTool, cwl.WorkflowStep, cwl.Workflow],
skip_command_line1: bool,
) -> None:
"""Since the InlineJavascriptRequirement is longer needed, remove it."""
if skip_command_line1 and isinstance(process, cwl.CommandLineTool):
return
if process.hints:
process.hints[:] = [
hint
for hint in process.hints
if not isinstance(hint, cwl.InlineJavascriptRequirement)
]
if not process.hints:
process.hints = None
if process.requirements:
process.requirements[:] = [
req
for req in process.requirements
if not isinstance(req, cwl.InlineJavascriptRequirement)
]
if not process.requirements:
process.requirements = None
def replace_step_clt_expr_with_etool(
expr: str,
name: str,
workflow: cwl.Workflow,
target: cwl.InputParameter,
step: cwl.WorkflowStep,
replace_etool: bool,
self_name: Optional[str] = None,
) -> None:
"""Convert a step level CWL Expression to a sibling expression step."""
etool_inputs = cltool_inputs_to_etool_inputs(step.run)
temp_etool = generate_etool_from_expr2(
expr, target, etool_inputs, self_name, step.run, [workflow]
)
if replace_etool:
processes = [workflow]
etool: Union[cwl.ExpressionTool, cwl.CommandLineTool] = etool_to_cltool(
temp_etool, find_expressionLib(processes)
)
else:
etool = temp_etool
wf_step_inputs = copy.deepcopy(step.in_)
for wf_step_input in wf_step_inputs:
wf_step_input.id = wf_step_input.id.split("/")[-1]
wf_step_inputs[:] = [x for x in wf_step_inputs if not x.id.startswith("_")]
workflow.steps.append(
cwl.WorkflowStep(
id=name,
in_=wf_step_inputs,
out=[cwl.WorkflowStepOutput("result")],
run=etool,
)
)
def replace_clt_hintreq_expr_with_etool(
expr: str,
name: str,
workflow: cwl.Workflow,
target: cwl.InputParameter,
step: cwl.WorkflowStep,
replace_etool: bool,
self_name: Optional[str] = None,
) -> Union[cwl.CommandLineTool, cwl.ExpressionTool]:
"""Factor out an expression inside a CommandLineTool req or hint into a sibling step."""
# Same as replace_step_clt_expr_with_etool or different?
etool_inputs = cltool_inputs_to_etool_inputs(step.run)
temp_etool = generate_etool_from_expr2(
expr, target, etool_inputs, self_name, step.run, [workflow]
)
if replace_etool:
processes = [workflow]
etool: Union[cwl.CommandLineTool, cwl.ExpressionTool] = etool_to_cltool(
temp_etool, find_expressionLib(processes)
)
else:
etool = temp_etool
wf_step_inputs = copy.deepcopy(step.in_)
for wf_step_input in wf_step_inputs:
wf_step_input.id = wf_step_input.id.split("/")[-1]
wf_step_inputs[:] = [x for x in wf_step_inputs if not x.id.startswith("_")]
workflow.steps.append(
cwl.WorkflowStep(
id=name,
in_=wf_step_inputs,
out=[cwl.WorkflowStepOutput("result")],
run=etool,
)
)
return etool
def cltool_inputs_to_etool_inputs(
tool: cwl.CommandLineTool,
) -> list[cwl.InputParameter]:
"""Copy CommandLineTool input objects into the equivalent ExpressionTool input objects."""
inputs = yaml.comments.CommentedSeq()
if tool.inputs:
for clt_inp in tool.inputs:
clt_inp_id = clt_inp.id.split("#")[-1].split("/")[-1]
if not clt_inp_id.startswith("_"):
inputs.append(
cwl.InputParameter(
id=clt_inp_id,
label=clt_inp.label,
secondaryFiles=clt_inp.secondaryFiles,
streamable=clt_inp.streamable,
doc=clt_inp.doc,
format=clt_inp.format,
default=clt_inp.default,
type_=clt_inp.type_,
extension_fields=clt_inp.extension_fields,
loadingOptions=clt_inp.loadingOptions,
)
)
return inputs
def cltool_step_outputs_to_workflow_outputs(
cltool_step: cwl.WorkflowStep, etool_step_id: str, etool_out_id: str
) -> list[cwl.OutputParameter]:
"""
Copy CommandLineTool outputs into the equivalent Workflow output parameters.
Connects the outputSources for each of the new output parameters to the step
they came from.
"""
outputs = yaml.comments.CommentedSeq()
if not cltool_step.id:
raise WorkflowException(f"Missing step id from {cltool_step}.")
default_step_id = cltool_step.id.split("#")[-1]
if cltool_step.run.outputs:
for clt_out in cltool_step.run.outputs:
clt_out_id = clt_out.id.split("#")[-1].split("/")[-1]
if clt_out_id == etool_out_id:
outputSource = f"{etool_step_id}/result"
else:
outputSource = f"{default_step_id}/{clt_out_id}"
if not clt_out_id.startswith("_"):
outputs.append(
cwl.WorkflowOutputParameter(
id=clt_out_id,
label=clt_out.label,
secondaryFiles=clt_out.secondaryFiles,
streamable=clt_out.streamable,
doc=clt_out.doc,
format=clt_out.format,
outputSource=outputSource,
type_=clt_out.type_,
extension_fields=clt_out.extension_fields,
loadingOptions=clt_out.loadingOptions,
)
)
return outputs
def generate_etool_from_expr2(
expr: str,
target: cwl.InputParameter,
inputs: Sequence[Union[cwl.InputParameter, cwl.CommandInputParameter]],
self_name: Optional[str] = None,
process: Optional[Union[cwl.CommandLineTool, cwl.ExpressionTool]] = None,
extra_processes: Optional[
Sequence[Union[cwl.Workflow, cwl.WorkflowStep, cwl.CommandLineTool]]
] = None,
) -> cwl.ExpressionTool:
"""Generate an ExpressionTool to achieve the same result as the given expression."""
outputs = yaml.comments.CommentedSeq()
outputs.append(
cwl.ExpressionToolOutputParameter(
id="result",
label=target.label,
secondaryFiles=target.secondaryFiles,
streamable=target.streamable,
doc=target.doc,
format=target.format,
type_=target.type_,
)
)
expression = "${"
if self_name:
expression += f"\n var self=inputs.{self_name};"
expression += (
"""
return {"result": function(){"""
+ expr[2:-2]
+ """}()};
}"""
)
hints = None
procs: list[
Union[cwl.CommandLineTool, cwl.ExpressionTool, cwl.Workflow, cwl.WorkflowStep]
] = []
if process:
procs.append(process)
if extra_processes:
procs.extend(extra_processes)
inlineJSReq = cwl.InlineJavascriptRequirement(find_expressionLib(procs))
reqs = [inlineJSReq]
if process:
if process.hints:
hints = copy.deepcopy(process.hints)
hints[:] = [
x for x in hints if not isinstance(x, cwl.InitialWorkDirRequirement)
]
if process.requirements:
reqs.extend(copy.deepcopy(process.requirements))
reqs[:] = [
x for x in reqs if not isinstance(x, cwl.InitialWorkDirRequirement)
]
return cwl.ExpressionTool(
id="_:" + str(uuid.uuid4()),
inputs=inputs,
outputs=outputs,
expression=expression,
requirements=reqs,
cwlVersion="v1.0",
)
def traverse_step(
step: cwl.WorkflowStep,
parent: cwl.Workflow,
replace_etool: bool,
skip_command_line1: bool,
skip_command_line2: bool,
) -> bool:
"""Process the given WorkflowStep."""
modified = False
inputs = empty_inputs(step, parent)
if not step.id:
return False
step_id = step.id.split("#")[-1]
original_process = copy.deepcopy(step.run)
original_step_ins = copy.deepcopy(step.in_)
for inp in step.in_:
if inp.valueFrom:
if not inp.source:
self = None
else:
if isinstance(inp.source, MutableSequence):
self = []
for source in inp.source:
if not step.scatter:
self.append(
example_input(
utils.type_for_source(parent, source.split("#")[-1])
)
)
else:
scattered_source_type = utils.type_for_source(
parent, source
)
if isinstance(scattered_source_type, list):
for stype in scattered_source_type:
self.append(example_input(stype.type_))
else:
self.append(example_input(scattered_source_type.type_))
else:
if not step.scatter:
self = example_input(
utils.type_for_source(parent, inp.source.split("#")[-1])
)
else:
scattered_source_type2 = utils.type_for_source(
parent, inp.source
)
if isinstance(scattered_source_type2, list):
self = example_input(scattered_source_type2[0].type_)
else:
self = example_input(scattered_source_type2.type_)
expression = get_expression(inp.valueFrom, inputs, self)
if expression:
modified = True
etool_id = "_expression_{}_{}".format(step_id, inp.id.split("/")[-1])
target = get_input_for_id(inp.id, original_process)
if not target:
raise WorkflowException("target not found")
input_source_id = None
source_type: Optional[
Union[list[cwl.InputParameter], cwl.InputParameter]
] = None
if inp.source:
if isinstance(inp.source, MutableSequence):
input_source_id = []
source_types: list[cwl.InputParameter] = []
for source in inp.source:
source_id = source.split("#")[-1]
input_source_id.append(source_id)
temp_type = utils.type_for_source(
step.run, source_id, parent
)
if isinstance(temp_type, list):
for ttype in temp_type:
if ttype not in source_types:
source_types.append(ttype)
else:
if temp_type not in source_types:
source_types.append(temp_type)
source_type = cwl.InputParameter(
id=None,
type_=cwl.ArraySchema(source_types, "array"),
)
else:
input_source_id = inp.source.split("#")[-1]
source_type = utils.param_for_source_id(
step.run, input_source_id, parent
)
# target.id = target.id.split('#')[-1]
if isinstance(original_process, cwl.ExpressionTool):
found_JSReq = False
reqs: list[cwl.ProcessRequirement] = []
if original_process.hints:
reqs.extend(original_process.hints)
if original_process.requirements:
reqs.extend(original_process.requirements)
for req in reqs:
if isinstance(req, cwl.InlineJavascriptRequirement):
found_JSReq = True
if not found_JSReq:
if not step.run.requirements:
step.run.requirements = []
expr_lib = find_expressionLib([parent])
step.run.requirements.append(
cwl.InlineJavascriptRequirement(expr_lib)
)
replace_step_valueFrom_expr_with_etool(
expression,
etool_id,
parent,
target,
step,
inp,
original_process,
original_step_ins,
input_source_id,
replace_etool,
source_type,
)
inp.valueFrom = None
inp.source = f"{etool_id}/result"
# TODO: skip or special process for sub workflows?
process_modified = process_level_reqs(
original_process,
step,
parent,
replace_etool,
skip_command_line1,
skip_command_line2,
)
if process_modified:
modified = True
if isinstance(original_process, cwl.CommandLineTool):
clt_modified = traverse_CommandLineTool(
original_process,
parent,
step,
replace_etool,
skip_command_line1,
skip_command_line2,
)
if clt_modified:
modified = True
return modified
def workflow_step_to_InputParameters(
step_ins: list[cwl.WorkflowStepInput], parent: cwl.Workflow, except_in_id: str
) -> list[cwl.InputParameter]:
"""Create InputParameters to match the given WorkflowStep inputs."""
params = []
for inp in step_ins:
if not inp.id:
continue
inp_id = inp.id.split("#")[-1].split("/")[-1]
if inp.source and inp_id != except_in_id:
param = copy.deepcopy(
utils.param_for_source_id(parent, sourcenames=inp.source)
)
if isinstance(param, list):
for p in param:
if not p.type_:
raise WorkflowException(
f"Don't know how to get type id for {p!r}."
)
p.id = inp_id
p.type_ = clean_type_ids(p.type_)
params.append(p)
else:
if not param.type_:
raise WorkflowException(
f"Don't know how to get type id for {param!r}."
)
param.id = inp_id
param.type_ = clean_type_ids(param.type_)
params.append(param)
return params
def replace_step_valueFrom_expr_with_etool(
expr: str,
name: str,
workflow: cwl.Workflow,
target: Union[cwl.CommandInputParameter, cwl.InputParameter],
step: cwl.WorkflowStep,
step_inp: cwl.WorkflowStepInput,
original_process: Union[cwl.CommandLineTool, cwl.ExpressionTool],
original_step_ins: list[cwl.WorkflowStepInput],
source: Optional[Union[str, list[str]]],
replace_etool: bool,
source_type: Optional[Union[cwl.InputParameter, list[cwl.InputParameter]]] = None,
) -> None:
"""Replace a WorkflowStep level 'valueFrom' expression with a sibling ExpressionTool step."""
if not step_inp.id:
raise WorkflowException(f"Missing id in {step_inp}.")
step_inp_id = step_inp.id.split("/")[-1]
etool_inputs = workflow_step_to_InputParameters(
original_step_ins, workflow, step_inp_id
)
if source:
source_param = cwl.InputParameter(id="self", type_="Any")
# TODO: would be nicer to derive a proper type; but in the face of linkMerge, this is easier for now
etool_inputs.append(source_param)
temp_etool = generate_etool_from_expr2(
expr,
target,
etool_inputs,
"self" if source else None,
original_process,
[workflow, step],
)
if replace_etool:
processes: list[
Union[
cwl.Workflow, cwl.CommandLineTool, cwl.ExpressionTool, cwl.WorkflowStep
]
] = [
workflow,
step,
]
cltool = etool_to_cltool(temp_etool, find_expressionLib(processes))
etool: Union[cwl.ExpressionTool, cwl.CommandLineTool] = cltool
else:
etool = temp_etool
wf_step_inputs = copy.deepcopy(original_step_ins)
if source:
wf_step_inputs.append(cwl.WorkflowStepInput(id="self", source=step_inp.source))
for wf_step_input in wf_step_inputs:
wf_step_input.id = wf_step_input.id.split("/")[-1]
if wf_step_input.valueFrom:
wf_step_input.valueFrom = None
if wf_step_input.source:
if isinstance(wf_step_input.source, MutableSequence):
for index, inp_source in enumerate(wf_step_input.source):
wf_step_input.source[index] = inp_source.split("#")[-1]
else:
wf_step_input.source = wf_step_input.source.split("#")[-1]
wf_step_inputs[:] = [
x
for x in wf_step_inputs
if x.id and not (x.id.startswith("_") or x.id.endswith(step_inp_id))
]
scatter = copy.deepcopy(step.scatter)
if isinstance(scatter, str):
scatter = [scatter]
if isinstance(scatter, MutableSequence):
for index, entry in enumerate(scatter):
scatter[index] = entry.split("/")[-1]
if scatter and step_inp_id in scatter:
scatter = ["self"]
# do we still need to scatter?
else:
scatter = None
workflow.steps.append(
cwl.WorkflowStep(
id=name,
in_=wf_step_inputs,
out=[cwl.WorkflowStepOutput("result")],
run=etool,
scatter=scatter,
scatterMethod=step.scatterMethod,
)
)
def traverse_workflow(
workflow: cwl.Workflow,
replace_etool: bool,
skip_command_line1: bool,
skip_command_line2: bool,
) -> tuple[cwl.Workflow, bool]:
"""Traverse a workflow, processing each step."""
modified = False
for index, step in enumerate(workflow.steps):
if isinstance(step.run, cwl.ExpressionTool) and replace_etool:
workflow.steps[index].run = etool_to_cltool(step.run)
modified = True
else:
step_modified = load_step(
step, replace_etool, skip_command_line1, skip_command_line2
)
if step_modified:
modified = True
for step in workflow.steps:
if not step.id.startswith("_expression"):
step_modified = traverse_step(
step, workflow, replace_etool, skip_command_line1, skip_command_line2
)
if step_modified:
modified = True
if process_workflow_inputs_and_outputs(workflow, replace_etool):
modified = True
if process_workflow_reqs_and_hints(workflow, replace_etool):
modified = True
if workflow.requirements:
workflow.requirements[:] = [
x
for x in workflow.requirements
if not isinstance(
x, (cwl.InlineJavascriptRequirement, cwl.StepInputExpressionRequirement)
)
]
else:
workflow.requirements = None
return workflow, modified
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