annotate env/lib/python3.9/site-packages/cwltool/checker.py @ 0:4f3585e2f14b draft default tip

"planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """Static checking of CWL workflow connectivity."""
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2 from collections import namedtuple
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3 from typing import (
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4 Any,
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5 Dict,
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6 List,
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7 MutableMapping,
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8 MutableSequence,
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9 Optional,
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10 Sized,
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11 Union,
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12 cast,
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13 )
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14
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15 from schema_salad.exceptions import ValidationException
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16 from schema_salad.sourceline import SourceLine, bullets, strip_dup_lineno
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17 from schema_salad.utils import json_dumps
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18
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19 from .errors import WorkflowException
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20 from .loghandler import _logger
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21 from .process import shortname
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22 from .utils import CWLObjectType, CWLOutputAtomType, CWLOutputType, SinkType, aslist
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23
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24
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25 def _get_type(tp):
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26 # type: (Any) -> Any
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27 if isinstance(tp, MutableMapping):
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28 if tp.get("type") not in ("array", "record", "enum"):
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29 return tp["type"]
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30 return tp
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31
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32
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33 def check_types(
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34 srctype: SinkType,
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35 sinktype: SinkType,
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36 linkMerge: Optional[str],
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37 valueFrom: Optional[str],
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38 ) -> str:
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39 """
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40 Check if the source and sink types are correct.
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41
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42 Acceptable types are "pass", "warning", or "exception".
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43 """
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44 if valueFrom is not None:
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45 return "pass"
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46 if linkMerge is None:
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47 if can_assign_src_to_sink(srctype, sinktype, strict=True):
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48 return "pass"
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49 if can_assign_src_to_sink(srctype, sinktype, strict=False):
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50 return "warning"
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51 return "exception"
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52 if linkMerge == "merge_nested":
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53 return check_types(
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54 {"items": _get_type(srctype), "type": "array"},
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55 _get_type(sinktype),
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56 None,
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57 None,
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58 )
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59 if linkMerge == "merge_flattened":
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60 return check_types(
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61 merge_flatten_type(_get_type(srctype)), _get_type(sinktype), None, None
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62 )
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63 raise WorkflowException(f"Unrecognized linkMerge enum '{linkMerge}'")
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64
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65
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66 def merge_flatten_type(src: SinkType) -> CWLOutputType:
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67 """Return the merge flattened type of the source type."""
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68 if isinstance(src, MutableSequence):
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69 return [merge_flatten_type(cast(SinkType, t)) for t in src]
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70 if isinstance(src, MutableMapping) and src.get("type") == "array":
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71 return src
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72 return {"items": src, "type": "array"}
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73
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74
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75 def can_assign_src_to_sink(
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76 src: SinkType, sink: Optional[SinkType], strict: bool = False
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77 ) -> bool:
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78 """
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79 Check for identical type specifications, ignoring extra keys like inputBinding.
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80
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81 src: admissible source types
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82 sink: admissible sink types
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83
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84 In non-strict comparison, at least one source type must match one sink type.
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85 In strict comparison, all source types must match at least one sink type.
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86 """
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87 if src == "Any" or sink == "Any":
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88 return True
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89 if isinstance(src, MutableMapping) and isinstance(sink, MutableMapping):
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90 if sink.get("not_connected") and strict:
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91 return False
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92 if src["type"] == "array" and sink["type"] == "array":
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93 return can_assign_src_to_sink(
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94 cast(MutableSequence[CWLOutputAtomType], src["items"]),
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95 cast(MutableSequence[CWLOutputAtomType], sink["items"]),
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96 strict,
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97 )
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98 if src["type"] == "record" and sink["type"] == "record":
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99 return _compare_records(src, sink, strict)
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100 if src["type"] == "File" and sink["type"] == "File":
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101 for sinksf in cast(List[CWLObjectType], sink.get("secondaryFiles", [])):
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102 if not [
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103 1
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104 for srcsf in cast(
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105 List[CWLObjectType], src.get("secondaryFiles", [])
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106 )
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107 if sinksf == srcsf
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108 ]:
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109 if strict:
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110 return False
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111 return True
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112 return can_assign_src_to_sink(
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113 cast(SinkType, src["type"]), cast(Optional[SinkType], sink["type"]), strict
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114 )
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115 if isinstance(src, MutableSequence):
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116 if strict:
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117 for this_src in src:
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118 if not can_assign_src_to_sink(cast(SinkType, this_src), sink):
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119 return False
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120 return True
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121 for this_src in src:
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122 if can_assign_src_to_sink(cast(SinkType, this_src), sink):
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123 return True
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124 return False
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125 if isinstance(sink, MutableSequence):
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126 for this_sink in sink:
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127 if can_assign_src_to_sink(src, cast(SinkType, this_sink)):
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128 return True
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129 return False
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130 return bool(src == sink)
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131
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132
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133 def _compare_records(
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134 src: CWLObjectType, sink: CWLObjectType, strict: bool = False
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135 ) -> bool:
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136 """
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137 Compare two records, ensuring they have compatible fields.
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138
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139 This handles normalizing record names, which will be relative to workflow
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140 step, so that they can be compared.
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141 """
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142
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143 def _rec_fields(
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144 rec,
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145 ): # type: (MutableMapping[str, Any]) -> MutableMapping[str, Any]
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146 out = {}
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147 for field in rec["fields"]:
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148 name = shortname(field["name"])
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149 out[name] = field["type"]
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150 return out
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151
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152 srcfields = _rec_fields(src)
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153 sinkfields = _rec_fields(sink)
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154 for key in sinkfields.keys():
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155 if (
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156 not can_assign_src_to_sink(
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157 srcfields.get(key, "null"), sinkfields.get(key, "null"), strict
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158 )
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159 and sinkfields.get(key) is not None
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160 ):
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161 _logger.info(
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162 "Record comparison failure for %s and %s\n"
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163 "Did not match fields for %s: %s and %s",
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164 src["name"],
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165 sink["name"],
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166 key,
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167 srcfields.get(key),
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168 sinkfields.get(key),
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169 )
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170 return False
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171 return True
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172
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173
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174 def missing_subset(fullset: List[Any], subset: List[Any]) -> List[Any]:
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175 missing = []
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176 for i in subset:
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177 if i not in fullset:
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178 missing.append(i)
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179 return missing
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180
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181
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182 def static_checker(
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183 workflow_inputs: List[CWLObjectType],
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184 workflow_outputs: MutableSequence[CWLObjectType],
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185 step_inputs: MutableSequence[CWLObjectType],
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186 step_outputs: List[CWLObjectType],
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187 param_to_step: Dict[str, CWLObjectType],
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188 ) -> None:
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189 """Check if all source and sink types of a workflow are compatible before run time."""
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190 # source parameters: workflow_inputs and step_outputs
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191 # sink parameters: step_inputs and workflow_outputs
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192
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193 # make a dictionary of source parameters, indexed by the "id" field
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194 src_parms = workflow_inputs + step_outputs
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195 src_dict = {} # type: Dict[str, CWLObjectType]
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196 for parm in src_parms:
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197 src_dict[cast(str, parm["id"])] = parm
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198
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199 step_inputs_val = check_all_types(src_dict, step_inputs, "source", param_to_step)
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200 workflow_outputs_val = check_all_types(
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201 src_dict, workflow_outputs, "outputSource", param_to_step
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202 )
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203
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204 warnings = step_inputs_val["warning"] + workflow_outputs_val["warning"]
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205 exceptions = step_inputs_val["exception"] + workflow_outputs_val["exception"]
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206
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207 warning_msgs = []
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208 exception_msgs = []
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209 for warning in warnings:
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210 src = warning.src
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211 sink = warning.sink
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212 linkMerge = warning.linkMerge
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213 sinksf = sorted(
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214 [
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215 p["pattern"]
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216 for p in sink.get("secondaryFiles", [])
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217 if p.get("required", True)
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218 ]
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219 )
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220 srcsf = sorted([p["pattern"] for p in src.get("secondaryFiles", [])])
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221 # Every secondaryFile required by the sink, should be declared
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222 # by the source
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223 missing = missing_subset(srcsf, sinksf)
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224 if missing:
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225 msg1 = "Parameter '{}' requires secondaryFiles {} but".format(
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226 shortname(sink["id"]),
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227 missing,
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228 )
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229 msg3 = SourceLine(src, "id").makeError(
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230 "source '%s' does not provide those secondaryFiles."
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231 % (shortname(src["id"]))
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232 )
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233 msg4 = SourceLine(src.get("_tool_entry", src), "secondaryFiles").makeError(
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234 "To resolve, add missing secondaryFiles patterns to definition of '%s' or"
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235 % (shortname(src["id"]))
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236 )
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237 msg5 = SourceLine(
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238 sink.get("_tool_entry", sink), "secondaryFiles"
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239 ).makeError(
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240 "mark missing secondaryFiles in definition of '%s' as optional."
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241 % shortname(sink["id"])
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242 )
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243 msg = SourceLine(sink).makeError(
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244 "{}\n{}".format(msg1, bullets([msg3, msg4, msg5], " "))
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245 )
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246 elif sink.get("not_connected"):
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247 if not sink.get("used_by_step"):
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248 msg = SourceLine(sink, "type").makeError(
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249 "'%s' is not an input parameter of %s, expected %s"
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250 % (
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251 shortname(sink["id"]),
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252 param_to_step[sink["id"]]["run"],
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253 ", ".join(
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254 shortname(cast(str, s["id"]))
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255 for s in cast(
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256 List[Dict[str, Union[str, bool]]],
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257 param_to_step[sink["id"]]["inputs"],
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258 )
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259 if not s.get("not_connected")
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260 ),
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261 )
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262 )
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263 else:
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264 msg = ""
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265 else:
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266 msg = (
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267 SourceLine(src, "type").makeError(
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268 "Source '%s' of type %s may be incompatible"
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269 % (shortname(src["id"]), json_dumps(src["type"]))
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270 )
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271 + "\n"
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272 + SourceLine(sink, "type").makeError(
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273 " with sink '%s' of type %s"
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274 % (shortname(sink["id"]), json_dumps(sink["type"]))
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275 )
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276 )
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277 if linkMerge is not None:
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278 msg += "\n" + SourceLine(sink).makeError(
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279 " source has linkMerge method %s" % linkMerge
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280 )
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281
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282 if warning.message is not None:
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283 msg += "\n" + SourceLine(sink).makeError(" " + warning.message)
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284
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285 if msg:
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286 warning_msgs.append(msg)
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287
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288 for exception in exceptions:
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289 src = exception.src
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290 sink = exception.sink
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291 linkMerge = exception.linkMerge
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292 extra_message = exception.message
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293 msg = (
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294 SourceLine(src, "type").makeError(
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295 "Source '%s' of type %s is incompatible"
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296 % (shortname(src["id"]), json_dumps(src["type"]))
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297 )
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298 + "\n"
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299 + SourceLine(sink, "type").makeError(
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300 " with sink '%s' of type %s"
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301 % (shortname(sink["id"]), json_dumps(sink["type"]))
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302 )
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parents:
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303 )
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304 if extra_message is not None:
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305 msg += "\n" + SourceLine(sink).makeError(" " + extra_message)
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306
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307 if linkMerge is not None:
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308 msg += "\n" + SourceLine(sink).makeError(
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
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309 " source has linkMerge method %s" % linkMerge
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310 )
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311 exception_msgs.append(msg)
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312
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313 for sink in step_inputs:
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314 if (
4f3585e2f14b "planemo upload commit 60cee0fc7c0cda8592644e1aad72851dec82c959"
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315 "null" != sink["type"]
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316 and "null" not in sink["type"]
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diff changeset
317 and "source" not in sink
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diff changeset
318 and "default" not in sink
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319 and "valueFrom" not in sink
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320 ):
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321 msg = SourceLine(sink).makeError(
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322 "Required parameter '%s' does not have source, default, or valueFrom expression"
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323 % shortname(sink["id"])
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324 )
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325 exception_msgs.append(msg)
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326
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327 all_warning_msg = strip_dup_lineno("\n".join(warning_msgs))
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328 all_exception_msg = strip_dup_lineno("\n" + "\n".join(exception_msgs))
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329
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330 if all_warning_msg:
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331 _logger.warning("Workflow checker warning:\n%s", all_warning_msg)
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332 if exceptions:
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333 raise ValidationException(all_exception_msg)
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diff changeset
334
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335
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336 SrcSink = namedtuple("SrcSink", ["src", "sink", "linkMerge", "message"])
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337
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338
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339 def check_all_types(
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340 src_dict: Dict[str, CWLObjectType],
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341 sinks: MutableSequence[CWLObjectType],
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342 sourceField: str,
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343 param_to_step: Dict[str, CWLObjectType],
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344 ) -> Dict[str, List[SrcSink]]:
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345 """
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346 Given a list of sinks, check if their types match with the types of their sources.
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347
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348 sourceField is either "soure" or "outputSource"
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349 """
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350 validation = {"warning": [], "exception": []} # type: Dict[str, List[SrcSink]]
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351 for sink in sinks:
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parents:
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352 if sourceField in sink:
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353
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354 valueFrom = cast(Optional[str], sink.get("valueFrom"))
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355 pickValue = cast(Optional[str], sink.get("pickValue"))
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356
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357 extra_message = None
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parents:
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358 if pickValue is not None:
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diff changeset
359 extra_message = "pickValue is: %s" % pickValue
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parents:
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360
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parents:
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361 if isinstance(sink[sourceField], MutableSequence):
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parents:
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362 linkMerge = cast(
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parents:
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363 Optional[str],
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parents:
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364 sink.get(
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parents:
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365 "linkMerge",
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366 (
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367 "merge_nested"
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368 if len(cast(Sized, sink[sourceField])) > 1
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parents:
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369 else None
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parents:
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370 ),
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parents:
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371 ),
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parents:
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372 ) # type: Optional[str]
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373
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374 if pickValue in ["first_non_null", "the_only_non_null"]:
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parents:
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375 linkMerge = None
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376
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377 srcs_of_sink = [] # type: List[CWLObjectType]
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parents:
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378 for parm_id in cast(MutableSequence[str], sink[sourceField]):
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parents:
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379 srcs_of_sink += [src_dict[parm_id]]
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parents:
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380 if (
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381 is_conditional_step(param_to_step, parm_id)
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382 and pickValue is None
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383 ):
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384 validation["warning"].append(
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385 SrcSink(
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386 src_dict[parm_id],
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387 sink,
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388 linkMerge,
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389 message="Source is from conditional step, but pickValue is not used",
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390 )
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391 )
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392 else:
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393 parm_id = cast(str, sink[sourceField])
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394 srcs_of_sink = [src_dict[parm_id]]
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395 linkMerge = None
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396
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397 if pickValue is not None:
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398 validation["warning"].append(
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399 SrcSink(
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400 src_dict[parm_id],
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401 sink,
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402 linkMerge,
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403 message="pickValue is used but only a single input source is declared",
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404 )
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405 )
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406
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407 if is_conditional_step(param_to_step, parm_id):
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408 src_typ = aslist(srcs_of_sink[0]["type"])
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409 snk_typ = sink["type"]
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410
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411 if "null" not in src_typ:
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412 src_typ = ["null"] + cast(List[Any], src_typ)
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413
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414 if "null" not in cast(
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415 Union[List[str], CWLObjectType], snk_typ
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416 ): # Given our type names this works even if not a list
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417 validation["warning"].append(
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418 SrcSink(
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419 src_dict[parm_id],
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420 sink,
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421 linkMerge,
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422 message="Source is from conditional step and may produce `null`",
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423 )
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424 )
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425
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426 srcs_of_sink[0]["type"] = src_typ
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427
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428 for src in srcs_of_sink:
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429 check_result = check_types(src, sink, linkMerge, valueFrom)
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430 if check_result == "warning":
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431 validation["warning"].append(
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432 SrcSink(src, sink, linkMerge, message=extra_message)
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433 )
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434 elif check_result == "exception":
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435 validation["exception"].append(
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436 SrcSink(src, sink, linkMerge, message=extra_message)
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437 )
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438
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439 return validation
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440
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441
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442 def is_conditional_step(param_to_step: Dict[str, CWLObjectType], parm_id: str) -> bool:
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443 source_step = param_to_step.get(parm_id)
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444 if source_step is not None:
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445 if source_step.get("when") is not None:
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446 return True
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447 return False