Mercurial > repos > shellac > guppy_basecaller
annotate env/lib/python3.7/site-packages/gxformat2/converter.py @ 4:79f47841a781 draft
"planemo upload commit 2a0fe2cc28b09e101d37293e53e82f61762262ec"
author | shellac |
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date | Thu, 14 May 2020 16:47:39 -0400 |
parents | 26e78fe6e8c4 |
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1 """Functionality for converting a Format 2 workflow into a standard Galaxy workflow.""" |
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2 from __future__ import print_function |
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3 |
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4 import copy |
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5 import json |
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6 import logging |
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7 import os |
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8 import sys |
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9 import uuid |
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10 from collections import OrderedDict |
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11 |
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12 from ._labels import Labels |
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13 from ._yaml import ordered_load |
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14 |
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15 # source: step#output and $link: step#output instead of outputSource: step/output and $link: step/output |
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16 SUPPORT_LEGACY_CONNECTIONS = os.environ.get("GXFORMAT2_SUPPORT_LEGACY_CONNECTIONS") == "1" |
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17 STEP_TYPES = [ |
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18 "subworkflow", |
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19 "data_input", |
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20 "data_collection_input", |
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21 "tool", |
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22 "pause", |
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23 "parameter_input", |
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24 ] |
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25 |
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26 STEP_TYPE_ALIASES = { |
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27 'input': 'data_input', |
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28 'input_collection': 'data_collection_input', |
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29 'parameter': 'parameter_input', |
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30 } |
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31 |
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32 RUN_ACTIONS_TO_STEPS = { |
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33 'GalaxyWorkflow': 'run_workflow_to_step', |
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34 'GalaxyTool': 'run_tool_to_step', |
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35 } |
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36 |
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37 POST_JOB_ACTIONS = { |
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38 'hide': { |
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39 'action_class': "HideDatasetAction", |
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40 'default': False, |
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41 'arguments': lambda x: x, |
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42 }, |
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43 'rename': { |
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44 'action_class': 'RenameDatasetAction', |
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45 'default': {}, |
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46 'arguments': lambda x: {'newname': x}, |
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47 }, |
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48 'delete_intermediate_datasets': { |
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49 'action_class': 'DeleteIntermediatesAction', |
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50 'default': False, |
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51 'arguments': lambda x: x, |
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52 }, |
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53 'change_datatype': { |
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54 'action_class': 'ChangeDatatypeAction', |
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55 'default': {}, |
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56 'arguments': lambda x: {'newtype': x}, |
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57 }, |
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58 'set_columns': { |
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59 'action_class': 'ColumnSetAction', |
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60 'default': {}, |
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61 'arguments': lambda x: x, |
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62 }, |
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63 'add_tags': { |
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64 'action_class': 'TagDatasetAction', |
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65 'default': [], |
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66 'arguments': lambda x: {'tags': ",".join(x)}, |
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67 }, |
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68 'remove_tags': { |
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69 'action_class': 'RemoveTagDatasetAction', |
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70 'default': [], |
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71 'arguments': lambda x: {'tags': ",".join(x)}, |
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72 }, |
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73 } |
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74 |
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75 log = logging.getLogger(__name__) |
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76 |
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77 |
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78 def rename_arg(argument): |
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79 return argument |
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80 |
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81 |
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82 def clean_connection(value): |
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83 if value and "#" in value and SUPPORT_LEGACY_CONNECTIONS: |
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84 # Hope these are just used by Galaxy testing workflows and such, and not in production workflows. |
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85 log.warn("Legacy workflow syntax for connections [%s] will not be supported in the future" % value) |
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86 value = value.replace("#", "/", 1) |
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87 else: |
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88 return value |
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89 |
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90 |
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91 class ImportOptions(object): |
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92 |
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93 def __init__(self): |
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94 self.deduplicate_subworkflows = False |
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95 |
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96 |
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97 def yaml_to_workflow(has_yaml, galaxy_interface, workflow_directory, import_options=None): |
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98 """Convert a Format 2 workflow into standard Galaxy format from supplied stream.""" |
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99 as_python = ordered_load(has_yaml) |
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100 return python_to_workflow(as_python, galaxy_interface, workflow_directory, import_options=import_options) |
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101 |
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102 |
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103 def python_to_workflow(as_python, galaxy_interface, workflow_directory=None, import_options=None): |
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104 """Convert a Format 2 workflow into standard Galaxy format from supplied dictionary.""" |
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105 if "yaml_content" in as_python: |
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106 as_python = ordered_load(as_python["yaml_content"]) |
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107 |
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108 if workflow_directory is None: |
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109 workflow_directory = os.path.abspath(".") |
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110 |
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111 conversion_context = ConversionContext( |
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112 galaxy_interface, |
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113 workflow_directory, |
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114 import_options, |
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115 ) |
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116 as_python = _preprocess_graphs(as_python, conversion_context) |
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117 subworkflows = None |
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118 if conversion_context.import_options.deduplicate_subworkflows: |
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119 # TODO: import only required workflows... |
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120 # TODO: dag sort these... |
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121 subworkflows = OrderedDict() |
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122 for graph_id, subworkflow_content in conversion_context.graph_ids.items(): |
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123 if graph_id == "main": |
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124 continue |
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125 subworkflow_conversion_context = conversion_context.get_subworkflow_conversion_context_graph("#" + graph_id) |
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126 subworkflows[graph_id] = _python_to_workflow(copy.deepcopy(subworkflow_content), subworkflow_conversion_context) |
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127 converted = _python_to_workflow(as_python, conversion_context) |
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128 if subworkflows is not None: |
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129 converted["subworkflows"] = subworkflows |
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130 return converted |
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131 |
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132 |
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133 # move to a utils file? |
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134 def steps_as_list(format2_workflow, add_label=True): |
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135 """Return steps as a list, converting ID map to list representation if needed.""" |
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136 steps = format2_workflow["steps"] |
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137 steps = _convert_dict_to_id_list_if_needed(steps, add_label=True) |
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138 return steps |
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139 |
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140 |
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141 def ensure_step_position(step, order_index): |
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142 """Ensure step contains a position definition.""" |
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143 if "position" not in step: |
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144 step["position"] = { |
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145 "left": 10 * order_index, |
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146 "top": 10 * order_index |
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147 } |
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148 |
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149 |
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150 def _python_to_workflow(as_python, conversion_context): |
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151 |
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152 if "class" not in as_python: |
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153 raise Exception("This is not a not a valid Galaxy workflow definition, must define a class.") |
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154 |
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155 if as_python["class"] != "GalaxyWorkflow": |
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156 raise Exception("This is not a not a valid Galaxy workflow definition, 'class' must be 'GalaxyWorkflow'.") |
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157 |
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158 # .ga files don't have this, drop it so it isn't interpreted as a format 2 workflow. |
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159 as_python.pop("class") |
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160 |
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161 _ensure_defaults(as_python, { |
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162 "a_galaxy_workflow": "true", |
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163 "format-version": "0.1", |
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164 "name": "Workflow", |
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165 "uuid": str(uuid.uuid4()), |
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166 }) |
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167 _populate_annotation(as_python) |
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168 |
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169 steps = steps_as_list(as_python) |
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170 |
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171 convert_inputs_to_steps(as_python, steps) |
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172 |
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173 if isinstance(steps, list): |
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174 steps_as_dict = OrderedDict() |
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175 for i, step in enumerate(steps): |
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176 steps_as_dict[str(i)] = step |
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177 if "id" not in step: |
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178 step["id"] = i |
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179 |
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180 if "label" in step: |
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181 label = step["label"] |
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182 conversion_context.labels[label] = i |
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183 |
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184 # TODO: this really should be optional in Galaxy API. |
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185 ensure_step_position(step, i) |
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186 |
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187 as_python["steps"] = steps_as_dict |
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188 steps = steps_as_dict |
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189 |
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190 for step in steps.values(): |
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191 step_type = step.get("type", None) |
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192 if "run" in step: |
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193 if step_type is not None: |
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194 raise Exception("Steps specified as run actions cannot specify a type.") |
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195 run_action = step.get("run") |
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196 run_action = conversion_context.get_runnable_description(run_action) |
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197 if isinstance(run_action, dict): |
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198 run_class = run_action["class"] |
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199 run_to_step_function = eval(RUN_ACTIONS_TO_STEPS[run_class]) |
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200 |
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201 run_to_step_function(conversion_context, step, run_action) |
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202 else: |
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203 step["content_id"] = run_action |
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204 step["type"] = "subworkflow" |
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205 del step["run"] |
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206 |
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207 for step in steps.values(): |
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208 step_type = step.get("type", "tool") |
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209 step_type = STEP_TYPE_ALIASES.get(step_type, step_type) |
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210 if step_type not in STEP_TYPES: |
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211 raise Exception("Unknown step type encountered %s" % step_type) |
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212 step["type"] = step_type |
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213 eval("transform_%s" % step_type)(conversion_context, step) |
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214 |
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215 outputs = as_python.get("outputs", []) |
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216 outputs = _convert_dict_to_id_list_if_needed(outputs) |
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217 |
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218 for output in outputs: |
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219 assert isinstance(output, dict), "Output definition must be dictionary" |
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220 assert "source" in output or "outputSource" in output, "Output definition must specify source" |
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221 |
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222 if "label" in output and "id" in output: |
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223 raise Exception("label and id are aliases for outputs, may only define one") |
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224 if "label" not in output and "id" not in output: |
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225 label = "" |
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226 |
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227 raw_label = output.pop("label", None) |
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228 raw_id = output.pop("id", None) |
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229 label = raw_label or raw_id |
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230 if Labels.is_anonymous_output_label(label): |
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231 label = None |
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232 source = clean_connection(output.get("outputSource")) |
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233 if source is None and SUPPORT_LEGACY_CONNECTIONS: |
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234 source = output.get("source").replace("#", "/", 1) |
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235 id, output_name = conversion_context.step_output(source) |
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236 step = steps[str(id)] |
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237 workflow_output = { |
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238 "output_name": output_name, |
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239 "label": label, |
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240 "uuid": output.get("uuid", None) |
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241 } |
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242 if "workflow_outputs" not in step: |
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243 step["workflow_outputs"] = [] |
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244 step["workflow_outputs"].append(workflow_output) |
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245 |
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246 return as_python |
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247 |
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248 |
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249 def _preprocess_graphs(as_python, conversion_context): |
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250 if not isinstance(as_python, dict): |
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251 raise Exception("This is not a not a valid Galaxy workflow definition.") |
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252 |
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253 format_version = as_python.get("format-version", "v2.0") |
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254 assert format_version == "v2.0" |
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255 |
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256 if "class" not in as_python and "$graph" in as_python: |
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257 for subworkflow in as_python["$graph"]: |
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258 if not isinstance(subworkflow, dict): |
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259 raise Exception("Malformed workflow content in $graph") |
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260 if "id" not in subworkflow: |
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261 raise Exception("No subworkflow ID found for entry in $graph.") |
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262 subworkflow_id = subworkflow["id"] |
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263 if subworkflow_id == "main": |
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264 as_python = subworkflow |
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265 |
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266 conversion_context.register_runnable(subworkflow) |
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267 |
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268 return as_python |
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269 |
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270 |
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271 def convert_inputs_to_steps(workflow_dict, steps): |
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272 """Convert workflow inputs to a steps in array - like in native Galaxy.""" |
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273 if "inputs" not in workflow_dict: |
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274 return |
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275 |
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276 inputs = workflow_dict["inputs"] |
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277 new_steps = [] |
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278 inputs = _convert_dict_to_id_list_if_needed(inputs) |
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279 for input_def_raw in inputs: |
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280 input_def = input_def_raw.copy() |
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281 |
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282 if "label" in input_def and "id" in input_def: |
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283 raise Exception("label and id are aliases for inputs, may only define one") |
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284 if "label" not in input_def and "id" not in input_def: |
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285 raise Exception("Input must define a label.") |
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286 |
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287 raw_label = input_def.pop("label", None) |
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288 raw_id = input_def.pop("id", None) |
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289 label = raw_label or raw_id |
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290 |
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291 if not label: |
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292 raise Exception("Input label must not be empty.") |
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293 |
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294 input_type = input_def.pop("type", "data") |
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295 if input_type in ["File", "data", "data_input"]: |
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296 step_type = "data_input" |
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297 elif input_type in ["collection", "data_collection", "data_collection_input"]: |
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298 step_type = "data_collection_input" |
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299 elif input_type in ["text", "integer", "float", "color", "boolean"]: |
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300 step_type = "parameter_input" |
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301 input_def["parameter_type"] = input_type |
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302 else: |
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303 raise Exception("Input type must be a data file or collection.") |
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304 |
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305 step_def = input_def |
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306 step_def.update({ |
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307 "type": step_type, |
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308 "label": label, |
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309 }) |
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310 new_steps.append(step_def) |
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311 |
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312 for i, new_step in enumerate(new_steps): |
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313 steps.insert(i, new_step) |
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314 |
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315 |
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316 def run_workflow_to_step(conversion_context, step, run_action): |
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317 step["type"] = "subworkflow" |
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318 if conversion_context.import_options.deduplicate_subworkflows and _is_graph_id_reference(run_action): |
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319 step["content_id"] = run_action |
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320 else: |
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321 subworkflow_conversion_context = conversion_context.get_subworkflow_conversion_context(step) |
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322 step["subworkflow"] = _python_to_workflow( |
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323 copy.deepcopy(run_action), |
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324 subworkflow_conversion_context, |
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325 ) |
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326 |
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327 |
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328 def _is_graph_id_reference(run_action): |
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329 return run_action and not isinstance(run_action, dict) |
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330 |
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331 |
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332 def transform_data_input(context, step): |
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333 transform_input(context, step, default_name="Input dataset") |
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334 |
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335 |
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336 def transform_data_collection_input(context, step): |
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337 transform_input(context, step, default_name="Input dataset collection") |
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338 |
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339 |
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340 def transform_parameter_input(context, step): |
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341 transform_input(context, step, default_name="input_parameter") |
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342 |
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343 |
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344 def transform_input(context, step, default_name): |
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345 default_name = step.get("label", default_name) |
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346 _populate_annotation(step) |
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347 _ensure_inputs_connections(step) |
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348 |
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349 if "inputs" not in step: |
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350 step["inputs"] = [{}] |
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351 |
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352 step_inputs = step["inputs"][0] |
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353 if "name" in step_inputs: |
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354 name = step_inputs["name"] |
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355 else: |
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356 name = default_name |
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357 |
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358 _ensure_defaults(step_inputs, { |
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359 "name": name, |
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360 "description": "", |
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361 }) |
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362 tool_state = { |
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363 "name": name |
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364 } |
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365 for attrib in ["collection_type", "parameter_type", "optional", "default"]: |
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366 if attrib in step: |
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367 tool_state[attrib] = step[attrib] |
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368 |
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369 _populate_tool_state(step, tool_state) |
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370 |
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371 |
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372 def transform_pause(context, step, default_name="Pause for dataset review"): |
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373 default_name = step.get("label", default_name) |
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374 _populate_annotation(step) |
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375 |
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376 _ensure_inputs_connections(step) |
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377 |
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378 if "inputs" not in step: |
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379 step["inputs"] = [{}] |
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380 |
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381 step_inputs = step["inputs"][0] |
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382 if "name" in step_inputs: |
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383 name = step_inputs["name"] |
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384 else: |
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385 name = default_name |
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386 |
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387 _ensure_defaults(step_inputs, { |
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388 "name": name, |
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389 }) |
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390 tool_state = { |
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391 "name": name |
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392 } |
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393 |
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394 connect = _init_connect_dict(step) |
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395 _populate_input_connections(context, step, connect) |
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396 _populate_tool_state(step, tool_state) |
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397 |
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398 |
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399 def transform_subworkflow(context, step): |
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400 _populate_annotation(step) |
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401 |
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402 _ensure_inputs_connections(step) |
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403 |
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404 tool_state = { |
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405 } |
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406 |
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407 connect = _init_connect_dict(step) |
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408 _populate_input_connections(context, step, connect) |
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409 _populate_tool_state(step, tool_state) |
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410 |
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411 |
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412 def _runtime_value(): |
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413 return {"__class__": "RuntimeValue"} |
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414 |
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415 |
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416 def transform_tool(context, step): |
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417 if "tool_id" not in step: |
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418 raise Exception("Tool steps must define a tool_id.") |
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419 |
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420 _ensure_defaults(step, { |
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421 "name": step['tool_id'], |
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422 "post_job_actions": {}, |
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423 "tool_version": None, |
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424 }) |
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425 post_job_actions = step["post_job_actions"] |
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426 _populate_annotation(step) |
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427 |
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428 tool_state = { |
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429 # TODO: Galaxy should not require tool state actually specify a __page__. |
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430 "__page__": 0, |
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431 } |
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432 |
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433 connect = _init_connect_dict(step) |
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434 |
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435 def append_link(key, value): |
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436 if key not in connect: |
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437 connect[key] = [] |
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438 assert "$link" in value |
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439 link_value = value["$link"] |
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440 connect[key].append(clean_connection(link_value)) |
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441 |
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442 def replace_links(value, key=""): |
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443 if _is_link(value): |
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444 append_link(key, value) |
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445 # Filled in by the connection, so to force late |
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446 # validation of the field just mark as RuntimeValue. |
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447 # It would be better I guess if this were some other |
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448 # value dedicated to this purpose (e.g. a ficitious |
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449 # {"__class__": "ConnectedValue"}) that could be further |
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450 # validated by Galaxy. |
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451 return _runtime_value() |
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452 if isinstance(value, dict): |
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453 new_values = {} |
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454 for k, v in value.items(): |
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455 new_key = _join_prefix(key, k) |
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456 new_values[k] = replace_links(v, new_key) |
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457 return new_values |
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458 elif isinstance(value, list): |
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459 new_values = [] |
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460 for i, v in enumerate(value): |
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461 # If we are a repeat we need to modify the key |
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462 # but not if values are actually $links. |
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463 if _is_link(v): |
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464 append_link(key, v) |
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465 new_values.append(None) |
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466 else: |
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467 new_key = "%s_%d" % (key, i) |
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468 new_values.append(replace_links(v, new_key)) |
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469 return new_values |
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470 else: |
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471 return value |
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472 |
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473 # TODO: handle runtime inputs and state together. |
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474 runtime_inputs = step.get("runtime_inputs", []) |
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475 if "state" in step or runtime_inputs: |
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476 step_state = step.pop("state", {}) |
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477 step_state = replace_links(step_state) |
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478 |
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479 for key, value in step_state.items(): |
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480 tool_state[key] = json.dumps(value) |
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481 for runtime_input in runtime_inputs: |
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482 tool_state[runtime_input] = json.dumps(_runtime_value()) |
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483 elif "tool_state" in step: |
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484 tool_state.update(step.get("tool_state")) |
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485 |
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486 # Fill in input connections |
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487 _populate_input_connections(context, step, connect) |
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488 |
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489 _populate_tool_state(step, tool_state) |
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490 |
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491 # Handle outputs. |
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492 out = step.pop("out", None) |
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493 if out is None: |
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494 # Handle LEGACY 19.XX outputs key. |
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495 out = step.pop("outputs", []) |
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496 out = _convert_dict_to_id_list_if_needed(out) |
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497 for output in out: |
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498 name = output["id"] |
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499 for action_key, action_dict in POST_JOB_ACTIONS.items(): |
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500 action_argument = output.get(action_key, action_dict['default']) |
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501 if action_argument: |
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502 action_class = action_dict['action_class'] |
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503 action_name = action_class + name |
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504 action = _action( |
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505 action_class, |
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506 name, |
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507 arguments=action_dict['arguments'](action_argument) |
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508 ) |
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509 post_job_actions[action_name] = action |
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510 |
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511 |
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512 def run_tool_to_step(conversion_context, step, run_action): |
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513 tool_description = conversion_context.galaxy_interface.import_tool( |
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514 run_action |
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515 ) |
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516 step["type"] = "tool" |
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517 step["tool_id"] = tool_description["tool_id"] |
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518 step["tool_version"] = tool_description["tool_version"] |
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519 step["tool_hash"] = tool_description.get("tool_hash") |
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520 step["tool_uuid"] = tool_description.get("uuid") |
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521 |
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522 |
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523 class BaseConversionContext(object): |
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524 |
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525 def __init__(self): |
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526 self.labels = {} |
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527 self.subworkflow_conversion_contexts = {} |
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528 |
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529 def step_id(self, label_or_id): |
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530 if label_or_id in self.labels: |
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531 id = self.labels[label_or_id] |
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532 else: |
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533 id = label_or_id |
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534 return int(id) |
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535 |
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536 def step_output(self, value): |
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537 value_parts = str(value).split("/") |
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538 if len(value_parts) == 1: |
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539 value_parts.append("output") |
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540 id = self.step_id(value_parts[0]) |
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541 return id, value_parts[1] |
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542 |
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543 def get_subworkflow_conversion_context(self, step): |
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544 # TODO: sometimes this method takes format2 steps and some times converted native ones |
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545 # (for input connections) - redo this so the type signature is stronger. |
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546 step_id = step.get("id") |
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547 run_action = step.get("run") |
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548 if self.import_options.deduplicate_subworkflows and _is_graph_id_reference(run_action): |
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549 subworkflow_conversion_context = self.get_subworkflow_conversion_context_graph(run_action) |
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550 return subworkflow_conversion_context |
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551 if "content_id" in step: |
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552 subworkflow_conversion_context = self.get_subworkflow_conversion_context_graph(step["content_id"]) |
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553 return subworkflow_conversion_context |
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554 |
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555 if step_id not in self.subworkflow_conversion_contexts: |
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556 |
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557 subworkflow_conversion_context = SubworkflowConversionContext( |
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558 self |
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559 ) |
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560 self.subworkflow_conversion_contexts[step_id] = subworkflow_conversion_context |
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561 return self.subworkflow_conversion_contexts[step_id] |
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562 |
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563 def get_runnable_description(self, run_action): |
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564 if "@import" in run_action: |
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565 if len(run_action) > 1: |
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566 raise Exception("@import must be only key if present.") |
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567 |
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568 run_action_path = run_action["@import"] |
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569 runnable_path = os.path.join(self.workflow_directory, run_action_path) |
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570 with open(runnable_path, "r") as f: |
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571 runnable_description = ordered_load(f) |
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572 run_action = runnable_description |
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573 |
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574 if not self.import_options.deduplicate_subworkflows and _is_graph_id_reference(run_action): |
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575 run_action = self.graph_ids[run_action[1:]] |
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576 |
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577 return run_action |
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578 |
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579 |
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580 class ConversionContext(BaseConversionContext): |
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581 |
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582 def __init__(self, galaxy_interface, workflow_directory, import_options=None): |
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583 super(ConversionContext, self).__init__() |
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584 self.import_options = import_options or ImportOptions() |
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585 self.graph_ids = OrderedDict() |
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586 self.graph_id_subworkflow_conversion_contexts = {} |
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587 self.workflow_directory = workflow_directory |
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588 self.galaxy_interface = galaxy_interface |
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589 |
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590 def register_runnable(self, run_action): |
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591 assert "id" in run_action |
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592 self.graph_ids[run_action["id"]] = run_action |
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593 |
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594 def get_subworkflow_conversion_context_graph(self, graph_id): |
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595 if graph_id not in self.graph_id_subworkflow_conversion_contexts: |
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596 subworkflow_conversion_context = SubworkflowConversionContext( |
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597 self |
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598 ) |
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599 self.graph_id_subworkflow_conversion_contexts[graph_id] = subworkflow_conversion_context |
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600 return self.graph_id_subworkflow_conversion_contexts[graph_id] |
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601 |
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602 |
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603 class SubworkflowConversionContext(BaseConversionContext): |
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604 |
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605 def __init__(self, parent_context): |
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606 super(SubworkflowConversionContext, self).__init__() |
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607 self.parent_context = parent_context |
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608 |
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609 @property |
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610 def graph_ids(self): |
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611 return self.parent_context.graph_ids |
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612 |
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613 @property |
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614 def workflow_directory(self): |
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615 return self.parent_context.workflow_directory |
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616 |
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617 @property |
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618 def import_options(self): |
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619 return self.parent_context.import_options |
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620 |
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621 @property |
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622 def galaxy_interface(self): |
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623 return self.parent_context.galaxy_interface |
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624 |
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625 def get_subworkflow_conversion_context_graph(self, graph_id): |
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626 return self.parent_context.get_subworkflow_conversion_context_graph(graph_id) |
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627 |
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628 |
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629 def _action(type, name, arguments={}): |
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630 return { |
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631 "action_arguments": arguments, |
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632 "action_type": type, |
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633 "output_name": name, |
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634 } |
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635 |
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636 |
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637 def _is_link(value): |
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638 return isinstance(value, dict) and "$link" in value |
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639 |
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640 |
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641 def _join_prefix(prefix, key): |
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642 if prefix: |
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643 new_key = "%s|%s" % (prefix, key) |
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644 else: |
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645 new_key = key |
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646 return new_key |
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647 |
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648 |
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649 def _init_connect_dict(step): |
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650 if "connect" not in step: |
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651 step["connect"] = {} |
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652 |
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653 connect = step["connect"] |
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654 del step["connect"] |
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655 |
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656 # handle CWL-style in dict connections. |
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657 if "in" in step: |
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658 step_in = step["in"] |
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659 assert isinstance(step_in, dict) |
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660 connection_keys = set() |
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661 for key, value in step_in.items(): |
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662 # TODO: this can be a list right? |
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663 if isinstance(value, dict) and 'source' in value: |
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664 value = value["source"] |
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665 elif isinstance(value, dict) and 'default' in value: |
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666 continue |
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667 elif isinstance(value, dict): |
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668 raise KeyError('step input must define either source or default %s' % value) |
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669 connect[key] = [value] |
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670 connection_keys.add(key) |
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671 |
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672 for key in connection_keys: |
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673 del step_in[key] |
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674 |
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675 if len(step_in) == 0: |
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676 del step['in'] |
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677 |
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678 return connect |
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679 |
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680 |
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681 def _populate_input_connections(context, step, connect): |
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682 _ensure_inputs_connections(step) |
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683 input_connections = step["input_connections"] |
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684 is_subworkflow_step = step.get("type") == "subworkflow" |
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685 |
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686 for key, values in connect.items(): |
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687 input_connection_value = [] |
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688 if not isinstance(values, list): |
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689 values = [values] |
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690 for value in values: |
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691 if not isinstance(value, dict): |
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692 if key == "$step": |
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693 value += "/__NO_INPUT_OUTPUT_NAME__" |
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694 id, output_name = context.step_output(value) |
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695 value = {"id": id, "output_name": output_name} |
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696 if is_subworkflow_step: |
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697 subworkflow_conversion_context = context.get_subworkflow_conversion_context(step) |
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698 input_subworkflow_step_id = subworkflow_conversion_context.step_id(key) |
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699 value["input_subworkflow_step_id"] = input_subworkflow_step_id |
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700 input_connection_value.append(value) |
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701 if key == "$step": |
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702 key = "__NO_INPUT_OUTPUT_NAME__" |
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703 input_connections[key] = input_connection_value |
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704 |
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705 |
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706 def _populate_annotation(step): |
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707 if "annotation" not in step and "doc" in step: |
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708 annotation = step.pop("doc") |
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709 step["annotation"] = annotation |
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710 elif "annotation" not in step: |
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711 step["annotation"] = "" |
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712 |
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713 |
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714 def _ensure_inputs_connections(step): |
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715 if "input_connections" not in step: |
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716 step["input_connections"] = {} |
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717 |
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718 |
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719 def _ensure_defaults(in_dict, defaults): |
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720 for key, value in defaults.items(): |
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721 if key not in in_dict: |
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722 in_dict[key] = value |
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723 |
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724 |
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725 def _populate_tool_state(step, tool_state): |
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726 step["tool_state"] = json.dumps(tool_state) |
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727 |
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728 |
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729 def _convert_dict_to_id_list_if_needed(dict_or_list, add_label=False): |
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730 rval = dict_or_list |
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731 if isinstance(dict_or_list, dict): |
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732 rval = [] |
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733 for key, value in dict_or_list.items(): |
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734 if not isinstance(value, dict): |
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735 value = {"type": value} |
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736 if add_label: |
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737 value["label"] = key |
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738 else: |
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739 value["id"] = key |
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740 rval.append(value) |
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741 return rval |
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742 |
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743 |
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744 def main(argv): |
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745 print(json.dumps(yaml_to_workflow(argv[0]))) |
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746 |
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747 |
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748 if __name__ == "__main__": |
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749 main(sys.argv) |
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750 |
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751 __all__ = ( |
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752 'yaml_to_workflow', |
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753 'python_to_workflow', |
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754 ) |