Source code for renku.core.models.workflow.converters.cwl

# -*- coding: utf-8 -*-
# Copyright 2018-2021 - Swiss Data Science Center (SDSC)
# A partnership between École Polytechnique Fédérale de Lausanne (EPFL) and
# Eidgenössische Technische Hochschule Zürich (ETHZ).
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# See the License for the specific language governing permissions and
# limitations under the License.
"""Converter for workflows to cwl."""

import os
import tempfile
from collections import defaultdict
from pathlib import Path
from uuid import uuid4

import cwlgen

from renku.core.models.entities import Collection
from renku.core.models.workflow.parameters import CommandOutput

class CommandLineTool(cwlgen.CommandLineTool):
    """CommandLineTool that supports empty outputs."""

    def get_dict(self):
        """Set outputs to empty if not set."""
        d = super(CommandLineTool, self).get_dict()
        if "outputs" not in d:
            d["outputs"] = []
        return d

class WorkflowStep(cwlgen.WorkflowStep):
    """WorkflowStep that supports empty outputs."""

    def get_dict(self):
        """Set out to empty if not set."""
        d = super(WorkflowStep, self).get_dict()
        if "out" not in d:
            d["out"] = []
        return d

def _get_argument_type(value):
    """Get the type of a command line argument."""
    type_ = "string"

        value = int(value)
        type_ = "int"
    except ValueError:

    return value, type_

def _recurse_subprocesses(run, index):
    """Recursively get actual steps (not ``WorkflowRun``) for execution."""
    if not run.subprocesses:
        return [(index, run)], index + 1

    processes = []
    for s in sorted(run.subprocesses, key=lambda x: x.index):
        result, index = _recurse_subprocesses(s.process, index)

    return processes, index

[docs]class CWLConverter(object): """Converts a ``Run`` to cwl file(s)."""
[docs] @staticmethod def convert(run, client, path=None): """Convert the workflow to one ore more .cwl files.""" basedir = client.path filename = None if path: if os.path.isdir(path): tmpdir = path else: tmpdir = path.parent filename = path else: tmpdir = tempfile.mkdtemp() if hasattr(run, "subprocesses") and run.subprocesses: return CWLConverter._convert_composite(run, tmpdir, basedir, filename=filename) else: return CWLConverter._convert_step(run, tmpdir, basedir, filename=filename)
@staticmethod def _convert_composite(run, tmpdir, basedir, filename=None): """Converts a workflow made up of several steps.""" inputs = {} arguments = {} outputs = {} consumed_outputs = set() steps = [] input_index = 1 argument_index = 1 subprocesses, _ = _recurse_subprocesses(run, 1) # preprocess to add dummy outputs in case of output directories previous_output_dirs = defaultdict(list) for _, subprocess in subprocesses: for input in subprocess.inputs: entity = input.consumes key = (entity.commit.hexsha, entity.path) if key not in previous_output_dirs: continue for previous_process in previous_output_dirs[key]: new_output = CommandOutput( id=CommandOutput.generate_id(subprocess._id), produces=entity, create_folder=False ) previous_process.outputs.append(new_output) for output in subprocess.outputs: entity = output.produces if not isinstance(entity, Collection): continue for e in entity.entities: if e.commit.hexsha != entity.commit.hexsha: continue key = (e.commit.hexsha, e.path) previous_output_dirs[key].append(subprocess) # Convert workflow steps for i, subprocess in subprocesses: tool, path = CWLConverter._convert_step(subprocess, tmpdir, basedir) step = WorkflowStep("step_{}".format(i), path) for input in subprocess.inputs: input_path = input.consumes.path sanitized_id = input.sanitized_id.replace("/", "_") if input_path in inputs: # already used as top-level input elsewhere, reuse step.inputs.append(cwlgen.WorkflowStepInput(sanitized_id, source=inputs[input_path])) elif input_path in outputs: # output of a previous step, refer to it consumed_outputs.add(outputs[input_path][0]) step.inputs.append( cwlgen.WorkflowStepInput( sanitized_id, source="{}/{}".format(outputs[input_path][1], outputs[input_path][0]) ) ) else: # input isn't output and doesn't exist yet, add new inputs[input_path] = "input_{}".format(input_index) step.inputs.append(cwlgen.WorkflowStepInput(sanitized_id, source=inputs[input_path])) input_index += 1 for argument in subprocess.arguments: argument_id = "argument_{}".format(argument_index) arguments[argument_id] = argument.value step.inputs.append( cwlgen.WorkflowStepInput(argument.sanitized_id.replace("/", "_"), source=argument_id) ) argument_index += 1 for output in subprocess.outputs: sanitized_id = output.sanitized_id.replace("/", "_") if output.mapped_to: sanitized_id = "output_{}".format(output.mapped_to.stream_type) outputs[output.produces.path] = (sanitized_id, step.out.append(cwlgen.WorkflowStepOutput(sanitized_id)) steps.append(step) workflow_object = cwlgen.Workflow(str(uuid4()), cwl_version="v1.0") workflow_object.hints = [] workflow_object.requirements = [] # check types of paths and add as top level inputs/outputs for path, id_ in inputs.items(): type_ = "Directory" if os.path.isdir(path) else "File" workflow_object.inputs.append( cwlgen.InputParameter( id_, param_type=type_, default={"path": os.path.abspath(os.path.join(basedir, path)), "class": type_}, ) ) for id_, value in arguments.items(): value, type_ = _get_argument_type(value) workflow_object.inputs.append(cwlgen.InputParameter(id_, param_type=type_, default=value)) for index, (path, (id_, step_id)) in enumerate(outputs.items(), 1): type_ = "Directory" if os.path.isdir(path) else "File" workflow_object.outputs.append( cwlgen.WorkflowOutputParameter( "output_{}".format(index), output_source="{}/{}".format(step_id, id_), param_type=type_ ) ) workflow_object.steps.extend(steps) if not filename: filename = "parent_{}.cwl".format(uuid4()) path = os.path.join(tmpdir, filename) workflow_object.export(path) return workflow_object, path @staticmethod def _convert_step(step, tmpdir, basedir, filename=None): """Converts a single workflow step to a cwl file.""" stdin, stdout, stderr = None, None, None inputs = list(step.inputs) for output in step.outputs: if not output.mapped_to: continue if output.mapped_to.stream_type == "stderr": stderr = output.produces.path if output.mapped_to.stream_type == "stdout": stdout = output.produces.path tool_object = CommandLineTool( tool_id=str(uuid4()), base_command=step.command.split(" "), stdin=stdin, stderr=stderr, stdout=stdout, cwl_version="v1.0", ) workdir_req = cwlgen.InitialWorkDirRequirement([]) jsrequirement = False dirents = [] for output in step.outputs: path = output.produces.path if not os.path.isdir(path): path = str(Path(path).parent) if path != "." and path not in dirents and output.create_folder: # workflow needs to create subdirectory for output file, # if the directory was not already present workdir_req.listing.append( cwlgen.InitialWorkDirRequirement.Dirent( entry='$({"listing": [], "class": "Directory"})', entryname=path, writable=True ) ) dirents.append(path) jsrequirement = True outp, arg = CWLConverter._convert_output(output) tool_object.outputs.append(outp) if arg: tool_object.inputs.append(arg) for input_ in inputs: tool_input = CWLConverter._convert_input(input_, basedir) workdir_req.listing.append( cwlgen.InitialWorkDirRequirement.Dirent( entry="$(inputs.{})".format(, entryname=input_.consumes.path, writable=False ) ) tool_object.inputs.append(tool_input) if input_.mapped_to: tool_object.stdin = "$(inputs.{}.path)".format( jsrequirement = True for argument in step.arguments: tool_object.inputs.append(CWLConverter._convert_argument(argument)) workdir_req.listing.append( cwlgen.InitialWorkDirRequirement.Dirent( entry="$(inputs.input_renku_metadata)", entryname=".renku", writable=False ) ) tool_object.inputs.append( cwlgen.CommandInputParameter( "input_renku_metadata", param_type="Directory", input_binding=None, default={"path": os.path.abspath(os.path.join(basedir, ".renku")), "class": "Directory"}, ) ) # TODO: ".git" is not required once is done # because we won't need the git history to correctly load metadata. The following two statements can be removed. workdir_req.listing.append( cwlgen.InitialWorkDirRequirement.Dirent( entry="$(inputs.input_git_directory)", entryname=".git", writable=False ) ) tool_object.inputs.append( cwlgen.CommandInputParameter( "input_git_directory", param_type="Directory", input_binding=None, default={"path": os.path.abspath(os.path.join(basedir, ".git")), "class": "Directory"}, ) ) if workdir_req.listing: tool_object.requirements.append(workdir_req) if jsrequirement: tool_object.requirements.append(cwlgen.InlineJavascriptRequirement()) if not filename: filename = "{}.cwl".format(uuid4()) path = os.path.join(tmpdir, filename) tool_object.export(path) return tool_object, path @staticmethod def _convert_input(input, basedir): """Converts an input to a CWL input.""" entity = input.consumes type_ = "Directory" if isinstance(entity, Collection) else "File" sanitized_id = input.sanitized_id sanitized_id = sanitized_id.replace("/", "_") if input.mapped_to: sanitized_id = "input_stdin" separate = None prefix = None if input.prefix: prefix = input.prefix separate = False if prefix.endswith(" "): prefix = prefix[:-1] separate = True return cwlgen.CommandInputParameter( sanitized_id, param_type=type_, input_binding=cwlgen.CommandLineBinding(position=input.position, prefix=prefix, separate=separate), default={"path": os.path.abspath(os.path.join(basedir, entity.path)), "class": type_}, ) @staticmethod def _convert_output(output): """Converts an output to a CWL output.""" if output.mapped_to: return ( cwlgen.CommandOutputParameter( "output_{}".format(output.mapped_to.stream_type), param_type=output.mapped_to.stream_type, streamable=False, ), None, ) entity = output.produces type_ = "Directory" if isinstance(entity, Collection) else "File" sanitized_id = output.sanitized_id.replace("/", "_") if output.position: # output is specified as a parameter, create an input as well separate = None prefix = None if output.prefix: prefix = output.prefix separate = False if prefix.endswith(" "): prefix = prefix[:-1] separate = True arg = cwlgen.CommandInputParameter( "{}_arg".format(sanitized_id), param_type="string", input_binding=cwlgen.CommandLineBinding(position=output.position, prefix=prefix, separate=separate), default=entity.path, ) outp = cwlgen.CommandOutputParameter( sanitized_id, param_type=type_, output_binding=cwlgen.CommandOutputBinding(glob="$(inputs.{})".format(, ) return outp, arg return ( cwlgen.CommandOutputParameter( sanitized_id, param_type=type_, output_binding=cwlgen.CommandOutputBinding(glob=entity.path) ), None, ) @staticmethod def _convert_argument(argument): """Converts an argument to a CWL input.""" value, type_ = _get_argument_type(argument.value) separate = None prefix = None if argument.prefix: prefix = argument.prefix separate = False if prefix.endswith(" "): prefix = prefix[:-1] separate = True return cwlgen.CommandInputParameter( argument.sanitized_id.replace("/", "_"), param_type=type_, input_binding=cwlgen.CommandLineBinding(position=argument.position, prefix=prefix, separate=separate), default=value, )