annotate env/lib/python3.9/site-packages/galaxy/tool_util/deps/resolvers/conda.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 This is still an experimental module and there will almost certainly be backward
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3 incompatible changes coming.
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4 """
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5
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6 import logging
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7 import os
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8 import re
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9
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10 import galaxy.tool_util.deps.installable
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11 import galaxy.tool_util.deps.requirements
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12 from . import (
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13 Dependency,
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14 DependencyException,
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15 DependencyResolver,
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16 ListableDependencyResolver,
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17 MappableDependencyResolver,
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18 MultipleDependencyResolver,
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19 NullDependency,
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20 SpecificationPatternDependencyResolver,
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21 )
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22 from ..conda_util import (
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23 build_isolated_environment,
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24 cleanup_failed_install,
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25 cleanup_failed_install_of_environment,
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26 CondaContext,
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27 CondaTarget,
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28 hash_conda_packages,
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29 install_conda,
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30 install_conda_target,
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31 install_conda_targets,
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32 installed_conda_targets,
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33 is_conda_target_installed,
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34 USE_PATH_EXEC_DEFAULT,
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35 )
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36
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37
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38 DEFAULT_BASE_PATH_DIRECTORY = "_conda"
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39 DEFAULT_CONDARC_OVERRIDE = "_condarc"
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40 # Conda channel order from highest to lowest, following the one used in
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41 # https://github.com/bioconda/bioconda-recipes/blob/master/config.yml
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42 DEFAULT_ENSURE_CHANNELS = "conda-forge,bioconda,defaults"
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43 CONDA_SOURCE_CMD = """[ "$(basename "$CONDA_DEFAULT_ENV")" = "$(basename '{environment_path}')" ] || {{
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44 MAX_TRIES=3
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45 COUNT=0
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46 while [ $COUNT -lt $MAX_TRIES ]; do
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47 . '{activate_path}' '{environment_path}' > conda_activate.log 2>&1
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48 if [ $? -eq 0 ];then
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49 break
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50 else
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51 let COUNT=COUNT+1
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52 if [ $COUNT -eq $MAX_TRIES ];then
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53 echo "Failed to activate conda environment! Error was:"
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54 cat conda_activate.log
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55 exit 1
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56 fi
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57 sleep 10s
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58 fi
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59 done
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60 }} """
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61
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62
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63 log = logging.getLogger(__name__)
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64
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65
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66 class CondaDependencyResolver(DependencyResolver, MultipleDependencyResolver, ListableDependencyResolver, SpecificationPatternDependencyResolver, MappableDependencyResolver):
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67 dict_collection_visible_keys = DependencyResolver.dict_collection_visible_keys + ['prefix', 'versionless', 'ensure_channels', 'auto_install', 'auto_init', 'use_local']
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68 resolver_type = "conda"
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69 config_options = {
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70 'prefix': None,
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71 'exec': None,
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72 'debug': None,
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73 'ensure_channels': DEFAULT_ENSURE_CHANNELS,
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74 'auto_install': False,
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75 'auto_init': True,
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76 'copy_dependencies': False,
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77 'use_local': False,
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78 }
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79 _specification_pattern = re.compile(r"https\:\/\/anaconda.org\/\w+\/\w+")
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80
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81 def __init__(self, dependency_manager, **kwds):
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82 read_only = _string_as_bool(kwds.get('read_only', 'false'))
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83 self.read_only = read_only
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84 self._setup_mapping(dependency_manager, **kwds)
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85 self.versionless = _string_as_bool(kwds.get('versionless', 'false'))
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86 self.dependency_manager = dependency_manager
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87
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88 def get_option(name):
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89 return dependency_manager.get_resolver_option(self, name, explicit_resolver_options=kwds)
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90
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91 # Conda context options (these define the environment)
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92 conda_prefix = get_option("prefix")
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93 if conda_prefix is None:
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94 conda_prefix = os.path.join(
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95 dependency_manager.default_base_path, DEFAULT_BASE_PATH_DIRECTORY
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96 )
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97 conda_prefix = os.path.abspath(conda_prefix)
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98
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99 self.conda_prefix_parent = os.path.dirname(conda_prefix)
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100
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101 condarc_override = get_option("condarc_override")
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102 if condarc_override is None:
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103 condarc_override = os.path.join(
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104 dependency_manager.default_base_path, DEFAULT_CONDARC_OVERRIDE
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105 )
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106
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107 copy_dependencies = _string_as_bool(get_option("copy_dependencies"))
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108 use_local = _string_as_bool(get_option("use_local"))
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109 conda_exec = get_option("exec")
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110 debug = _string_as_bool(get_option("debug"))
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111 ensure_channels = get_option("ensure_channels")
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112 use_path_exec = get_option("use_path_exec")
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113 if use_path_exec is None:
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114 use_path_exec = USE_PATH_EXEC_DEFAULT
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115 else:
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116 use_path_exec = _string_as_bool(use_path_exec)
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117 if ensure_channels is None:
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118 ensure_channels = DEFAULT_ENSURE_CHANNELS
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119
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120 conda_context = CondaContext(
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121 conda_prefix=conda_prefix,
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122 conda_exec=conda_exec,
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123 debug=debug,
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124 ensure_channels=ensure_channels,
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125 condarc_override=condarc_override,
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126 use_path_exec=use_path_exec,
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127 copy_dependencies=copy_dependencies,
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128 use_local=use_local,
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129 )
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130 self.use_local = use_local
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131 self.ensure_channels = ensure_channels
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132
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133 # Conda operations options (these define how resolution will occur)
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134 auto_install = _string_as_bool(get_option("auto_install"))
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135 self.auto_init = _string_as_bool(get_option("auto_init"))
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136 self.conda_context = conda_context
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137 self.disabled = not galaxy.tool_util.deps.installable.ensure_installed(conda_context, install_conda, self.auto_init)
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138 if self.auto_init and not self.disabled:
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139 self.conda_context.ensure_conda_build_installed_if_needed()
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140 self.auto_install = auto_install
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141 self.copy_dependencies = copy_dependencies
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142
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143 def clean(self, **kwds):
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144 return self.conda_context.exec_clean()
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145
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146 def uninstall(self, requirements):
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147 """Uninstall requirements installed by install_all or multiple install statements."""
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148 all_resolved = [r for r in self.resolve_all(requirements) if r.dependency_type]
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149 if not all_resolved:
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150 all_resolved = [self.resolve(requirement) for requirement in requirements]
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151 all_resolved = [r for r in all_resolved if r.dependency_type]
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152 if not all_resolved:
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153 return None
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154 environments = {os.path.basename(dependency.environment_path) for dependency in all_resolved}
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155 return self.uninstall_environments(environments)
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156
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157 def uninstall_environments(self, environments):
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158 environments = [env if not env.startswith(self.conda_context.envs_path) else os.path.basename(env) for env in environments]
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159 return_codes = [self.conda_context.exec_remove([env]) for env in environments]
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160 final_return_code = 0
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161 for env, return_code in zip(environments, return_codes):
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162 if return_code == 0:
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163 log.debug("Conda environment '%s' successfully removed." % env)
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164 else:
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165 log.debug("Conda environment '%s' could not be removed." % env)
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166 final_return_code = return_code
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167 return final_return_code
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168
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169 def install_all(self, conda_targets):
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170 if self.read_only:
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171 return False
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172
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173 env = self.merged_environment_name(conda_targets)
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174 return_code = install_conda_targets(conda_targets, conda_context=self.conda_context, env_name=env)
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175 if return_code != 0:
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176 is_installed = False
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177 else:
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178 # Recheck if installed
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179 is_installed = self.conda_context.has_env(env)
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180
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181 if not is_installed:
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182 log.debug("Removing failed conda install of {}".format(str(conda_targets)))
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183 cleanup_failed_install_of_environment(env, conda_context=self.conda_context)
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184
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185 return is_installed
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186
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187 def resolve_all(self, requirements, **kwds):
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188 """
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189 Some combinations of tool requirements need to be resolved all at once, so that Conda can select a compatible
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190 combination of dependencies. This method returns a list of MergedCondaDependency instances (one for each requirement)
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191 if all requirements have been successfully resolved, or an empty list if any of the requirements could not be resolved.
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192
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193 Parameters specific to this resolver are:
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194
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195 preserve_python_environment: Boolean, controls whether the python environment should be maintained during job creation for tools
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196 that rely on galaxy being importable.
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197
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198 install: Controls if `requirements` should be installed. If `install` is True and the requirements are not installed
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199 an attempt is made to install the requirements. If `install` is None requirements will only be installed if
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200 `conda_auto_install` has been activated and the requirements are not yet installed. If `install` is
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201 False will not install requirements.
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202 """
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203 if len(requirements) == 0:
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204 return []
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205
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206 if not os.path.isdir(self.conda_context.conda_prefix):
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207 return []
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208
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209 for requirement in requirements:
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210 if requirement.type != "package":
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211 return []
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212
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213 ToolRequirements = galaxy.tool_util.deps.requirements.ToolRequirements
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214 expanded_requirements = ToolRequirements([self._expand_requirement(r) for r in requirements])
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215 if self.versionless:
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216 conda_targets = [CondaTarget(r.name, version=None) for r in expanded_requirements]
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217 else:
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218 conda_targets = [CondaTarget(r.name, version=r.version) for r in expanded_requirements]
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219
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220 preserve_python_environment = kwds.get("preserve_python_environment", False)
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221
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222 env = self.merged_environment_name(conda_targets)
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223 dependencies = []
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224
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225 is_installed = self.conda_context.has_env(env)
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226 install = kwds.get('install', None)
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227 if install is None:
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228 # Default behavior, install dependencies if conda_auto_install is active.
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229 install = not is_installed and self.auto_install
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230 elif install:
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231 # Install has been set to True, install if not yet installed.
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232 install = not is_installed
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233 if install:
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234 is_installed = self.install_all(conda_targets)
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235
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236 if is_installed:
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237 for requirement in requirements:
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238 dependency = MergedCondaDependency(
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239 self.conda_context,
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240 self.conda_context.env_path(env),
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241 exact=not self.versionless or requirement.version is None,
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242 name=requirement.name,
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243 version=requirement.version,
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244 preserve_python_environment=preserve_python_environment,
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245 dependency_resolver=self,
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246 )
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247 dependencies.append(dependency)
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248
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249 return dependencies
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250
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251 def merged_environment_name(self, conda_targets):
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252 if len(conda_targets) > 1:
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253 # For continuity with mulled containers this is kind of nice.
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254 return "mulled-v1-%s" % hash_conda_packages(conda_targets)
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255 else:
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256 assert len(conda_targets) == 1
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257 return conda_targets[0].install_environment
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258
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259 def resolve(self, requirement, **kwds):
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260 requirement = self._expand_requirement(requirement)
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261 name, version, type = requirement.name, requirement.version, requirement.type
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262
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263 # Check for conda just not being there, this way we can enable
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264 # conda by default and just do nothing in not configured.
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265 if not os.path.isdir(self.conda_context.conda_prefix):
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266 return NullDependency(version=version, name=name)
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267
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268 if type != "package":
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269 return NullDependency(version=version, name=name)
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270
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271 exact = not self.versionless or version is None
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272 if self.versionless:
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273 version = None
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274
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275 conda_target = CondaTarget(name, version=version)
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276 is_installed = is_conda_target_installed(
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277 conda_target, conda_context=self.conda_context
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278 )
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279
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280 preserve_python_environment = kwds.get("preserve_python_environment", False)
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281
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282 job_directory = kwds.get("job_directory", None)
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283 install = kwds.get('install', None)
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284 if install is None:
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285 install = not is_installed and self.auto_install
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286 elif install:
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287 install = not is_installed
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288 if install:
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289 is_installed = self.install_dependency(name=name, version=version, type=type)
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290
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291 if not is_installed:
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292 return NullDependency(version=version, name=name)
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293
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294 # Have installed conda_target and job_directory to send it to.
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295 # If dependency is for metadata generation, store environment in conda-metadata-env
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296 if kwds.get("metadata", False):
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297 conda_env = "conda-metadata-env"
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298 else:
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299 conda_env = "conda-env"
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300
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301 if job_directory:
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302 conda_environment = os.path.join(job_directory, conda_env)
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303 else:
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304 conda_environment = self.conda_context.env_path(conda_target.install_environment)
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305
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306 return CondaDependency(
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307 self.conda_context,
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308 conda_environment,
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309 exact,
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310 name,
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311 version,
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312 preserve_python_environment=preserve_python_environment,
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313 )
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314
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315 def _expand_requirement(self, requirement):
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316 return self._expand_specs(self._expand_mappings(requirement))
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317
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318 def unused_dependency_paths(self, toolbox_requirements_status):
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319 """
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320 Identify all local environments that are not needed to build requirements_status.
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321
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322 We try to resolve the requirements, and we note every environment_path that has been taken.
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323 """
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324 used_paths = set()
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325 for dependencies in toolbox_requirements_status.values():
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326 for dependency in dependencies:
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327 if dependency.get('dependency_type') == 'conda':
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328 path = os.path.basename(dependency['environment_path'])
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329 used_paths.add(path)
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330 dir_contents = set(os.listdir(self.conda_context.envs_path) if os.path.exists(self.conda_context.envs_path) else [])
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331 unused_paths = dir_contents.difference(used_paths) # New set with paths in dir_contents but not in used_paths
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332 unused_paths = [os.path.join(self.conda_context.envs_path, p) for p in unused_paths]
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333 return unused_paths
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334
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335 def list_dependencies(self):
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336 for install_target in installed_conda_targets(self.conda_context):
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337 name = install_target.package
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338 version = install_target.version
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339 yield self._to_requirement(name, version)
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340
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341 def _install_dependency(self, name, version, type, **kwds):
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342 "Returns True on (seemingly) successfull installation"
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343 # should be checked before called
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344 assert not self.read_only
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345
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346 if type != "package":
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347 log.warning("Cannot install dependencies of type '%s'" % type)
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348 return False
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349
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350 if self.versionless:
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351 version = None
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352
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353 conda_target = CondaTarget(name, version=version)
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354
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355 is_installed = is_conda_target_installed(
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356 conda_target, conda_context=self.conda_context
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357 )
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358
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359 if is_installed:
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360 return is_installed
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361
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362 return_code = install_conda_target(conda_target, conda_context=self.conda_context)
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363 if return_code != 0:
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364 is_installed = False
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365 else:
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366 # Recheck if installed
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367 is_installed = is_conda_target_installed(
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368 conda_target, conda_context=self.conda_context
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369 )
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370 if not is_installed:
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371 log.debug(f"Removing failed conda install of {name}, version '{version}'")
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372 cleanup_failed_install(conda_target, conda_context=self.conda_context)
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373
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374 return is_installed
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375
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376 @property
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377 def prefix(self):
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378 return self.conda_context.conda_prefix
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379
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380
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381 class MergedCondaDependency(Dependency):
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382 dict_collection_visible_keys = Dependency.dict_collection_visible_keys + ['environment_path', 'name', 'version', 'dependency_resolver']
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383 dependency_type = 'conda'
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384
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385 def __init__(self, conda_context, environment_path, exact, name=None, version=None, preserve_python_environment=False, dependency_resolver=None):
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386 self.activate = conda_context.activate
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387 self.conda_context = conda_context
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388 self.environment_path = environment_path
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389 self._exact = exact
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390 self._name = name
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391 self._version = version
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392 self.cache_path = None
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393 self._preserve_python_environment = preserve_python_environment
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394 self.dependency_resolver = dependency_resolver
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395
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396 @property
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397 def exact(self):
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398 return self._exact
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399
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400 @property
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401 def name(self):
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402 return self._name
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403
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404 @property
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405 def version(self):
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406 return self._version
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407
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408 def shell_commands(self):
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409 if self._preserve_python_environment:
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410 # On explicit testing the only such requirement I am aware of is samtools - and it seems to work
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411 # fine with just appending the PATH as done below. Other tools may require additional
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412 # variables in the future.
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413 return """export PATH=$PATH:'{}/bin' """.format(
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414 self.environment_path,
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415 )
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416 else:
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417 return CONDA_SOURCE_CMD.format(
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418 activate_path=self.activate,
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419 environment_path=self.environment_path
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420 )
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421
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422
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423 class CondaDependency(Dependency):
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424 dict_collection_visible_keys = Dependency.dict_collection_visible_keys + ['environment_path', 'name', 'version', 'dependency_resolver']
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425 dependency_type = 'conda'
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426 cacheable = True
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427
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428 def __init__(self, conda_context, environment_path, exact, name=None, version=None, preserve_python_environment=False, dependency_resolver=None):
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429 self.activate = conda_context.activate
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430 self.conda_context = conda_context
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431 self.environment_path = environment_path
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432 self._exact = exact
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433 self._name = name
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434 self._version = version
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435 self.cache_path = None
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436 self._preserve_python_environment = preserve_python_environment
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437 self.dependency_resolver = dependency_resolver
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438
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439 @property
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440 def exact(self):
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441 return self._exact
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442
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443 @property
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444 def name(self):
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445 return self._name
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446
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447 @property
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448 def version(self):
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449 return self._version
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450
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451 def build_cache(self, cache_path):
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452 self.set_cache_path(cache_path)
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453 self.build_environment()
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454
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455 def set_cache_path(self, cache_path):
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456 self.cache_path = cache_path
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457 self.environment_path = cache_path
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458
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459 def build_environment(self):
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460 env_path, exit_code = build_isolated_environment(
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461 CondaTarget(self.name, self.version),
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462 conda_context=self.conda_context,
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463 path=self.environment_path,
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464 copy=self.conda_context.copy_dependencies,
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465 )
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466 if exit_code:
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467 if len(os.path.abspath(self.environment_path)) > 79:
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468 # TODO: remove this once conda_build version 2 is released and packages have been rebuilt.
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469 raise DependencyException("Conda dependency failed to build job environment. "
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470 "This is most likely a limitation in conda. "
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471 "You can try to shorten the path to the job_working_directory.")
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472 raise DependencyException("Conda dependency seemingly installed but failed to build job environment.")
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473
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474 def shell_commands(self):
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475 if not self.cache_path:
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476 # Build an isolated environment if not using a cached dependency manager
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477 self.build_environment()
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478 if self._preserve_python_environment:
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479 # On explicit testing the only such requirement I am aware of is samtools - and it seems to work
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480 # fine with just appending the PATH as done below. Other tools may require additional
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481 # variables in the future.
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482 return """export PATH=$PATH:'{}/bin' """.format(
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483 self.environment_path,
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484 )
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485 else:
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486 return CONDA_SOURCE_CMD.format(
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487 activate_path=self.activate,
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488 environment_path=self.environment_path
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489 )
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490
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491
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492 def _string_as_bool(value):
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493 return str(value).lower() == "true"
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494
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495
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496 __all__ = ('CondaDependencyResolver', 'DEFAULT_ENSURE_CHANNELS')