annotate env/lib/python3.9/site-packages/gxformat2/abstract.py @ 0:4f3585e2f14b draft default tip

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author shellac
date Mon, 22 Mar 2021 18:12:50 +0000
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1 """Module for exporting Galaxy workflows to CWL abstract interface."""
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2 import argparse
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3 import sys
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4 from typing import Any, Dict
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5
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6 from gxformat2._scripts import ensure_format2
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7 from gxformat2.converter import steps_as_list
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8 from gxformat2.normalize import NormalizedWorkflow, walk_id_list_or_dict
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9 from gxformat2.yaml import ordered_dump_to_path, ordered_load
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10
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11 CWL_VERSION = "v1.2"
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12
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13 SCRIPT_DESCRIPTION = """
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14 This script converts the an executable Galaxy workflow (in either format -
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15 Format 2 or native .ga) into an abstract CWL representation.
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16
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17 In order to represent Galaxy tool executions in the Common Workflow Language
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18 workflow language, they are serialized as v1.2+ abstract 'Operation' classes.
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19 Because abstract 'Operation' classes are used, the resulting CWL workflow is
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20 not executable - either in Galaxy or by CWL implementations. The resulting CWL
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21 file should be thought of more as a common metadata specification describing
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22 the workflow structure.
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23 """
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24
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25
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26 def from_dict(workflow_dict: dict, subworkflow=False):
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27 """Convert dictified Galaxy workflow into abstract CWL representation."""
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28 # TODO: pass some sort of flag to ensure_format2 to make sure information
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29 # about step outputs that may be present in native format is not lost when
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30 # converting to Format2.
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31 workflow_dict = ensure_format2(workflow_dict)
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32 normalized_workflow = NormalizedWorkflow(workflow_dict)
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33 workflow_dict = normalized_workflow.normalized_workflow_dict
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34
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35 requirements = {} # type: Dict[str, Any]
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36 abstract_dict = {
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37 'class': 'Workflow',
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38 } # type: Dict[str, Any]
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39 if not subworkflow:
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40 abstract_dict["cwlVersion"] = CWL_VERSION
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41 # inputs and outputs already mostly in CWL format...
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42
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43 # TODO: add test case where format2 input without inputs declaration is used
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44 abstract_dict["inputs"] = _format2_inputs_to_abstract(workflow_dict.get("inputs", {}))
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45 abstract_dict["outputs"] = _format2_outputs_to_abstract(workflow_dict.get("outputs", {}))
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46 steps = {}
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47 for format2_step in steps_as_list(workflow_dict, add_ids=True, inputs_offset=len(abstract_dict["inputs"]), mutate=False):
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48 label = format2_step.get("label") or format2_step.get("id")
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49 assert label is not None
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50 label = str(label)
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51 steps[label] = _format2_step_to_abstract(format2_step, requirements=requirements)
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52
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53 abstract_dict["steps"] = steps
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54 if requirements:
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55 abstract_dict['requirements'] = requirements
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56 return abstract_dict
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57
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58
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59 def _format2_step_to_abstract(format2_step, requirements):
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60 """Convert Format2 step CWL 1.2+ abstract operation."""
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61 abstract_step = {}
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62 if "run" in format2_step:
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63 # probably encountered in subworkflow.
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64 format2_run = format2_step["run"]
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65 format2_run_class = format2_run["class"]
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66 requirements["SubworkflowFeatureRequirement"] = {}
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67 if format2_run_class == "GalaxyWorkflow":
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68 # preprocess to ensure it has outs - should the original call be recursive?
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69 step_run = from_dict(format2_run, subworkflow=True)
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70 abstract_step["run"] = step_run
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71 else:
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72 raise NotImplementedError("Unknown runnabled type encountered [%s]" % format2_run_class)
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73 else:
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74 step_run = {
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75 "class": "Operation",
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76 "doc": format2_step.get("doc", ""),
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77 "inputs": {}, # TODO
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78 "outputs": {}, # TODO
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79 }
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80 abstract_step["run"] = step_run
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81 abstract_step["in"] = _format2_in_to_abstract(format2_step.get("in", []))
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82 abstract_step["out"] = _format2_out_to_abstract(format2_step)
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83 return abstract_step
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84
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85
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86 def _format2_in_to_abstract(in_dict):
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87 """Convert Format2 'in' dict for step into CWL abstract 'in' dict."""
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88 return in_dict
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89
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90
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91 def _format2_out_to_abstract(format2_step, run=None):
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92 """Convert Format2 'out' list for step into CWL abstract 'out' list."""
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93 cwl_out = []
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94 if "out" in format2_step:
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95 out = format2_step.get("out")
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96 if isinstance(out, dict):
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97 for out_name, out_def in out.items():
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98 # discard PJA info when converting to abstract CWL
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99 cwl_out.append(out_name)
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100 else:
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101 cwl_out = out
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102
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103 return cwl_out
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104
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105
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106 def _format2_inputs_to_abstract(inputs):
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107 """Strip Galaxy extensions or namespace them."""
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108 abstract_inputs = {}
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109
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110 for input_name, input_def in walk_id_list_or_dict(inputs):
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111 if isinstance(input_def, dict):
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112 input_type = input_def.get("type")
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113 else:
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114 input_type = input_def
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115 input_def = {"type": input_type}
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116
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117 if input_type == "data":
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118 input_def["type"] = "File"
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119
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120 _format2_type_to_abstract(input_def)
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121
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122 # Strip off Galaxy extensions
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123 input_def.pop("position", None)
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124 abstract_inputs[input_name] = input_def
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125
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126 return abstract_inputs
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127
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128
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129 def _format2_type_to_abstract(has_type):
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130 format2_type = has_type.pop("type")
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131 if format2_type == "data":
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132 cwl_type = "File"
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133 elif format2_type == "collection":
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134 # TODO: handled nested collections, pairs, etc...
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135 cwl_type = "File[]"
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136 else:
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137 cwl_type = format2_type
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138 optional = has_type.pop("optional", False)
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139 if optional:
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140 cwl_type += "?"
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141 has_type["type"] = cwl_type
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142
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143
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144 def _format2_outputs_to_abstract(outputs):
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145 """Strip Galaxy extensions or namespace them."""
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146 for output_name, output in walk_id_list_or_dict(outputs):
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147 if "type" not in output:
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148 output["type"] = "File"
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149 return outputs
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150
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151
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152 def main(argv=None):
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153 """Entry point for script to export abstract interface."""
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154 if argv is None:
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155 argv = sys.argv[1:]
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156
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157 args = _parser().parse_args(argv)
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158
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159 workflow_path = args.input_path
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160 output_path = args.output_path or (workflow_path + ".abstract.cwl")
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161
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162 if workflow_path == "-":
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163 workflow_dict = ordered_load(sys.stdin)
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164 else:
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165 with open(workflow_path, "r") as f:
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166 workflow_dict = ordered_load(f)
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167
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168 abstract_dict = from_dict(workflow_dict)
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169 ordered_dump_to_path(abstract_dict, output_path)
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170 return 0
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171
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172
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173 def _parser():
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174 parser = argparse.ArgumentParser(description=SCRIPT_DESCRIPTION)
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175 parser.add_argument('input_path', metavar='INPUT', type=str,
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176 help='input workflow path (.ga/gxwf.yml)')
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177 parser.add_argument('output_path', metavar='OUTPUT', type=str, nargs="?",
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178 help='output workflow path (.cwl)')
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179 return parser
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180
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181
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182 if __name__ == "__main__":
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183 sys.exit(main())
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184
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185
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186 __all__ = ('main', 'from_dict')