annotate env/lib/python3.9/site-packages/galaxy/tool_util/deps/__init__.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 """
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2 Dependency management for tools.
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3 """
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4
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5 import json
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6 import logging
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7 import os.path
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8 import shutil
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9
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10 from galaxy.util import (
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11 hash_util,
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12 plugin_config,
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13 string_as_bool,
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14 )
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15 from galaxy.util.oset import OrderedSet
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16 from .container_resolvers import ContainerResolver
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17 from .dependencies import ToolInfo
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18 from .requirements import (
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19 ContainerDescription,
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20 ToolRequirement,
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21 ToolRequirements
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22 )
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23 from .resolvers import (
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24 ContainerDependency,
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25 NullDependency,
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26 )
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27 from .resolvers.tool_shed_packages import ToolShedPackageDependencyResolver
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28
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29 log = logging.getLogger(__name__)
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30
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31 CONFIG_VAL_NOT_FOUND = object()
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32
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33
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34 def build_dependency_manager(app_config_dict=None, resolution_config_dict=None, conf_file=None, default_tool_dependency_dir=None):
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35 """Build a DependencyManager object from app and/or resolution config.
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36
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37 If app_config_dict is specified, it should be application configuration information
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38 and configuration options are generally named to identify the context of dependency
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39 management (e.g. conda_prefix not prefix or use_cached_dependency_manager not cache).
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40 resolution_config_dict if specified is assumed to be the to_dict() version of a
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41 DependencyManager and should only contain dependency configuration options.
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42 """
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43
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44 if app_config_dict is None:
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45 app_config_dict = {}
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46 else:
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47 app_config_dict = app_config_dict.copy()
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48
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49 tool_dependency_dir = app_config_dict.get("tool_dependency_dir", default_tool_dependency_dir)
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50 if tool_dependency_dir and tool_dependency_dir.lower() == "none":
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51 app_config_dict["tool_dependency_dir"] = None
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52
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53 if resolution_config_dict is None and "dependency_resolution" in app_config_dict:
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54 resolution_config_dict = app_config_dict["dependency_resolution"]
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55
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56 if resolution_config_dict:
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57 # Convert local to_dict options into global ones.
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58
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59 # to_dict() has "cache", "cache_dir", "use", "default_base_path", "resolvers", "precache"
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60 app_config_props_from_resolution_config = {
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61 "use_tool_dependencies": resolution_config_dict.get("use", None),
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62 "tool_dependency_dir": resolution_config_dict.get("default_base_path", None),
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63 "dependency_resolvers": resolution_config_dict.get("resolvers", None),
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64 "tool_dependency_cache_dir": resolution_config_dict.get("cache_dir", None),
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65 "precache_dependencies": resolution_config_dict.get("precache", None),
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66 "use_cached_dependency_manager": resolution_config_dict.get("cache", None),
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67 }
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68
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69 for key, value in app_config_props_from_resolution_config.items():
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70 if value is not None:
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71 app_config_dict[key] = value
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72
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73 use_tool_dependencies = app_config_dict.get("use_tool_dependencies", None)
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74 # if we haven't set an explicit True or False, try to infer from config...
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75 if use_tool_dependencies is None:
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76 use_tool_dependencies = app_config_dict.get("tool_dependency_dir", default_tool_dependency_dir) is not None or \
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77 app_config_dict.get("dependency_resolvers") or \
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78 (conf_file and os.path.exists(conf_file))
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79
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80 if use_tool_dependencies:
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81 dependency_manager_kwds = {
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82 "default_base_path": app_config_dict.get("tool_dependency_dir", default_tool_dependency_dir),
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83 "conf_file": conf_file,
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84 "app_config": app_config_dict,
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85 }
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86 if string_as_bool(app_config_dict.get("use_cached_dependency_manager")):
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87 dependency_manager = CachedDependencyManager(**dependency_manager_kwds)
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88 else:
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89 dependency_manager = DependencyManager(**dependency_manager_kwds)
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90 else:
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91 dependency_manager = NullDependencyManager()
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92
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93 return dependency_manager
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94
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95
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96 class DependencyManager:
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97 """
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98 A DependencyManager attempts to resolve named and versioned dependencies by
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99 searching for them under a list of directories. Directories should be
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100 of the form:
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101
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102 $BASE/name/version/...
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103
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104 and should each contain a file 'env.sh' which can be sourced to make the
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105 dependency available in the current shell environment.
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106 """
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107 cached = False
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108
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109 def __init__(self, default_base_path, conf_file=None, app_config=None):
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110 """
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111 Create a new dependency manager looking for packages under the paths listed
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112 in `base_paths`. The default base path is app.config.tool_dependency_dir.
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113 """
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114 if app_config is None:
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115 app_config = {}
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116 if not os.path.exists(default_base_path):
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117 log.warning("Path '%s' does not exist, ignoring", default_base_path)
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118 if not os.path.isdir(default_base_path):
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119 log.warning("Path '%s' is not directory, ignoring", default_base_path)
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120 self.__app_config = app_config
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121 self.default_base_path = os.path.abspath(default_base_path)
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122 self.resolver_classes = self.__resolvers_dict()
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123
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124 plugin_source = None
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125 dependency_resolver_dicts = app_config.get("dependency_resolvers")
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126 if dependency_resolver_dicts is not None:
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127 plugin_source = plugin_config.PluginConfigSource('dict', dependency_resolver_dicts)
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128 else:
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129 plugin_source = self.__build_dependency_resolvers_plugin_source(conf_file)
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130 self.dependency_resolvers = self.__parse_resolver_conf_plugins(plugin_source)
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131 self._enabled_container_types = []
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132 self._destination_for_container_type = {}
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133
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134 def set_enabled_container_types(self, container_types_to_destinations):
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135 """Set the union of all enabled container types."""
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136 self._enabled_container_types = [container_type for container_type in container_types_to_destinations.keys()]
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137 # Just pick first enabled destination for a container type, probably covers the most common deployment scenarios
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138 self._destination_for_container_type = container_types_to_destinations
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139
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140 def get_destination_info_for_container_type(self, container_type, destination_id=None):
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141 if destination_id is None:
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142 return next(iter(self._destination_for_container_type[container_type])).params
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143 else:
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144 for destination in self._destination_for_container_type[container_type]:
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145 if destination.id == destination_id:
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146 return destination.params
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147
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148 @property
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149 def enabled_container_types(self):
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150 """Returns the union of enabled container types."""
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151 return self._enabled_container_types
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152
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153 def get_resolver_option(self, resolver, key, explicit_resolver_options=None):
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154 """Look in resolver-specific settings for option and then fallback to global settings.
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155 """
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156 if explicit_resolver_options is None:
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157 explicit_resolver_options = {}
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158 default = resolver.config_options.get(key)
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159 config_prefix = resolver.resolver_type
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160 global_key = f"{config_prefix}_{key}"
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161 value = explicit_resolver_options.get(key, CONFIG_VAL_NOT_FOUND)
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162 if value is CONFIG_VAL_NOT_FOUND:
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163 value = self.get_app_option(global_key, default)
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164
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165 return value
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166
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167 def get_app_option(self, key, default=None):
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168 value = CONFIG_VAL_NOT_FOUND
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169 if isinstance(self.__app_config, dict):
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170 value = self.__app_config.get(key, CONFIG_VAL_NOT_FOUND)
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171 else:
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172 value = getattr(self.__app_config, key, CONFIG_VAL_NOT_FOUND)
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173 if value is CONFIG_VAL_NOT_FOUND and hasattr(self.__app_config, "config_dict"):
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174 value = self.__app_config.config_dict.get(key, CONFIG_VAL_NOT_FOUND)
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175 if value is CONFIG_VAL_NOT_FOUND:
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176 value = default
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177 return value
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178
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179 @property
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180 def precache(self):
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181 return string_as_bool(self.get_app_option("precache_dependencies", True))
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182
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183 def dependency_shell_commands(self, requirements, **kwds):
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184 requirements_to_dependencies = self.requirements_to_dependencies(requirements, **kwds)
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185 ordered_dependencies = OrderedSet(requirements_to_dependencies.values())
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186 return [dependency.shell_commands() for dependency in ordered_dependencies if not isinstance(dependency, ContainerDependency)]
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187
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188 def requirements_to_dependencies(self, requirements, **kwds):
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189 """
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190 Takes a list of requirements and returns a dictionary
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191 with requirements as key and dependencies as value caching
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192 these on the tool instance if supplied.
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193 """
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194 requirement_to_dependency = self._requirements_to_dependencies_dict(requirements, **kwds)
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195
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196 if 'tool_instance' in kwds:
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197 kwds['tool_instance'].dependencies = [dep.to_dict() for dep in requirement_to_dependency.values()]
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198
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199 return requirement_to_dependency
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200
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201 def _requirements_to_dependencies_dict(self, requirements, search=False, **kwds):
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202 """Build simple requirements to dependencies dict for resolution."""
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203 requirement_to_dependency = {}
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204 index = kwds.get('index')
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205 install = kwds.get('install', False)
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206 resolver_type = kwds.get('resolver_type')
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207 include_containers = kwds.get('include_containers', False)
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208 container_type = kwds.get('container_type')
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209 require_exact = kwds.get('exact', False)
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210 return_null_dependencies = kwds.get('return_null', False)
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211
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212 resolvable_requirements = requirements.resolvable
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213
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214 tool_info_kwds = dict(requirements=resolvable_requirements)
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215 if 'tool_instance' in kwds:
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216 tool = kwds['tool_instance']
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217 tool_info_kwds['tool_id'] = tool.id
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218 tool_info_kwds['tool_version'] = tool.version
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219 tool_info_kwds['container_descriptions'] = tool.containers
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220 tool_info_kwds['requires_galaxy_python_environment'] = tool.requires_galaxy_python_environment
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221
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222 tool_info = ToolInfo(**tool_info_kwds)
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223
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224 for i, resolver in enumerate(self.dependency_resolvers):
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225
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226 if index is not None and i != index:
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227 continue
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228
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229 if resolver_type is not None and resolver.resolver_type != resolver_type:
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230 continue
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231
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232 if container_type is not None and getattr(resolver, "container_type", None) != container_type:
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233 continue
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234
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235 _requirement_to_dependency = {k: v for k, v in requirement_to_dependency.items() if not isinstance(v, NullDependency)}
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236
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237 if len(_requirement_to_dependency) == len(resolvable_requirements):
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238 # Shortcut - resolution complete.
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239 break
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240
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241 # Check requirements all at once
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242 all_unmet = len(_requirement_to_dependency) == 0
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243 if hasattr(resolver, "resolve_all"):
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244 resolve = resolver.resolve_all
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245 elif isinstance(resolver, ContainerResolver):
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246 if not include_containers:
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247 continue
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248 if not install and resolver.builds_on_resolution:
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249 # don't want to build images here
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250 continue
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251 if not resolver.resolver_type.startswith(('cached', 'explicit', 'fallback')) and not (search or install):
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252 # These would look up available containers using the quay API,
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253 # we only want to do this if we search for containers
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254 continue
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255 resolve = resolver.resolve
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256 else:
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257 resolve = None
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258 if all_unmet and resolve is not None:
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259 # TODO: Handle specs.
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260 dependencies = resolve(requirements=resolvable_requirements,
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261 enabled_container_types=self.enabled_container_types,
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262 destination_for_container_type=self.get_destination_info_for_container_type,
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263 tool_info=tool_info,
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264 **kwds)
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265 if dependencies:
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266 if isinstance(dependencies, ContainerDescription):
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267 dependencies = [ContainerDependency(dependencies, name=r.name, version=r.version, container_resolver=resolver) for r in resolvable_requirements]
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268 assert len(dependencies) == len(resolvable_requirements)
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269 for requirement, dependency in zip(resolvable_requirements, dependencies):
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270 log.debug(dependency.resolver_msg)
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271 requirement_to_dependency[requirement] = dependency
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272
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273 # Shortcut - resolution complete.
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274 break
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275
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276 if not isinstance(resolver, ContainerResolver):
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277
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278 # Check individual requirements
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279 for requirement in resolvable_requirements:
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280 if requirement in _requirement_to_dependency:
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281 continue
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282
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283 dependency = resolver.resolve(requirement, **kwds)
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284 if require_exact and not dependency.exact:
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285 continue
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286
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287 if not isinstance(dependency, NullDependency):
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288 log.debug(dependency.resolver_msg)
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289 requirement_to_dependency[requirement] = dependency
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290 elif return_null_dependencies:
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291 log.debug(dependency.resolver_msg)
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292 dependency.version = requirement.version
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293 requirement_to_dependency[requirement] = dependency
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294
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295 return requirement_to_dependency
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296
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297 def uses_tool_shed_dependencies(self):
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298 return any(map(lambda r: isinstance(r, ToolShedPackageDependencyResolver), self.dependency_resolvers))
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299
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300 def find_dep(self, name, version=None, type='package', **kwds):
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301 log.debug(f'Find dependency {name} version {version}')
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302 requirements = ToolRequirements([ToolRequirement(name=name, version=version, type=type)])
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303 dep_dict = self._requirements_to_dependencies_dict(requirements, **kwds)
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304 if len(dep_dict) > 0:
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305 return next(iter(dep_dict.values())) # get first dep
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306 else:
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307 return NullDependency(name=name, version=version)
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308
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309 def __build_dependency_resolvers_plugin_source(self, conf_file):
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310 if not conf_file:
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311 return self.__default_dependency_resolvers_source()
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312 if not os.path.exists(conf_file):
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313 log.debug("Unable to find config file '%s'", conf_file)
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314 return self.__default_dependency_resolvers_source()
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315 plugin_source = plugin_config.plugin_source_from_path(conf_file)
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316 return plugin_source
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317
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318 def __default_dependency_resolvers_source(self):
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319 return plugin_config.PluginConfigSource('dict', [
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320 {"type": "tool_shed_packages"},
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321 {"type": "galaxy_packages"},
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322 {"type": "conda"},
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323 {"type": "galaxy_packages", "versionless": True},
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324 {"type": "conda", "versionless": True},
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325 ])
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326
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327 def __parse_resolver_conf_plugins(self, plugin_source):
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328 """
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329 """
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330 extra_kwds = dict(dependency_manager=self)
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331 # Use either 'type' from YAML definition or 'resolver_type' from to_dict definition.
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332 return plugin_config.load_plugins(self.resolver_classes, plugin_source, extra_kwds, plugin_type_keys=['type', 'resolver_type'])
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333
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334 def __resolvers_dict(self):
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335 import galaxy.tool_util.deps.resolvers
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336 return plugin_config.plugins_dict(galaxy.tool_util.deps.resolvers, 'resolver_type')
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337
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338 def to_dict(self):
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339 return {
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340 "use": True,
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341 "cache": self.cached,
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342 "precache": self.precache,
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343 "cache_dir": getattr(self, "tool_dependency_cache_dir", None),
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344 "default_base_path": self.default_base_path,
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345 "resolvers": [m.to_dict() for m in self.dependency_resolvers],
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346 }
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347
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348
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349 class CachedDependencyManager(DependencyManager):
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350 cached = True
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351
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352 def __init__(self, default_base_path, **kwd):
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353 super().__init__(default_base_path=default_base_path, **kwd)
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354 self.tool_dependency_cache_dir = self.get_app_option("tool_dependency_cache_dir") or os.path.join(default_base_path, "_cache")
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355
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356 def build_cache(self, requirements, **kwds):
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357 resolved_dependencies = self.requirements_to_dependencies(requirements, **kwds)
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358 cacheable_dependencies = [dep for dep in resolved_dependencies.values() if dep.cacheable]
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359 hashed_dependencies_dir = self.get_hashed_dependencies_path(cacheable_dependencies)
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360 if os.path.exists(hashed_dependencies_dir):
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361 if kwds.get('force_rebuild', False):
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362 try:
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363 shutil.rmtree(hashed_dependencies_dir)
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364 except Exception:
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365 log.warning("Could not delete cached dependencies directory '%s'" % hashed_dependencies_dir)
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366 raise
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367 else:
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368 log.debug("Cached dependencies directory '%s' already exists, skipping build", hashed_dependencies_dir)
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369 return
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370 [dep.build_cache(hashed_dependencies_dir) for dep in cacheable_dependencies]
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371
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372 def dependency_shell_commands(self, requirements, **kwds):
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373 """
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374 Runs a set of requirements through the dependency resolvers and returns
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375 a list of commands required to activate the dependencies. If dependencies
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376 are cacheable and the cache does not exist, will try to create it.
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377 If cached environment exists or is successfully created, will generate
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378 commands to activate it.
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379 """
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380 resolved_dependencies = self.requirements_to_dependencies(requirements, **kwds)
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381 cacheable_dependencies = [dep for dep in resolved_dependencies.values() if dep.cacheable]
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382 hashed_dependencies_dir = self.get_hashed_dependencies_path(cacheable_dependencies)
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383 if not os.path.exists(hashed_dependencies_dir) and self.precache:
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384 # Cache not present, try to create it
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385 self.build_cache(requirements, **kwds)
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386 if os.path.exists(hashed_dependencies_dir):
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387 [dep.set_cache_path(hashed_dependencies_dir) for dep in cacheable_dependencies]
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388 commands = [dep.shell_commands() for dep in resolved_dependencies.values()]
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389 return commands
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390
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391 def hash_dependencies(self, resolved_dependencies):
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392 """Return hash for dependencies"""
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393 resolved_dependencies = [(dep.name, dep.version, dep.exact, dep.dependency_type) for dep in resolved_dependencies]
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394 hash_str = json.dumps(sorted(resolved_dependencies))
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395 return hash_util.new_secure_hash(hash_str)[:8] # short hash
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396
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397 def get_hashed_dependencies_path(self, resolved_dependencies):
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398 """
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399 Returns the path to the hashed dependencies directory (but does not evaluate whether the path exists).
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400
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401 :param resolved_dependencies: list of resolved dependencies
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402 :type resolved_dependencies: list
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403
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404 :return: path
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405 :rtype: str
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406 """
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407 req_hashes = self.hash_dependencies(resolved_dependencies)
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408 return os.path.abspath(os.path.join(self.tool_dependency_cache_dir, req_hashes))
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409
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410
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411 class NullDependencyManager(DependencyManager):
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412 cached = False
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413
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414 def __init__(self, default_base_path=None, conf_file=None, app_config=None):
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415 if app_config is None:
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416 app_config = {}
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417 self.__app_config = app_config
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418 self.resolver_classes = set()
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419 self.dependency_resolvers = []
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420 self._enabled_container_types = []
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421 self._destination_for_container_type = {}
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422 self.default_base_path = None
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423
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424 def uses_tool_shed_dependencies(self):
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425 return False
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426
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427 def dependency_shell_commands(self, requirements, **kwds):
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428 return []
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429
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430 def find_dep(self, name, version=None, type='package', **kwds):
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431 return NullDependency(version=version, name=name)
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432
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433 def to_dict(self):
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434 return {"use": False}