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author fubar
date Sun, 18 Apr 2021 02:01:06 +0000
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1 ## Breaking news! Docker container at https://github.com/fubar2/toolfactory-galaxy-docker recommended as at December 2020
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2
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3 ### New demonstration of planemo tool_factory command ![Planemo ToolFactory demonstration](images/lintplanemo-2021-01-08_18.02.45.mkv?raw=false "Demonstration inside Planemo")
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5 ## This is the original ToolFactory suitable for non-docker situations. Please use the docker container if you can because it's integrated with a Toolshed...
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6
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7 # WARNING
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8
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9 Install this tool to a throw-away private Galaxy or Docker container ONLY!
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10
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11 Please NEVER on a public or production instance where a hostile user may
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12 be able to gain access if they can acquire an administrative account login.
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13
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14 It only runs for server administrators - the ToolFactory tool will refuse to execute for an ordinary user since
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15 it can install new tools to the Galaxy server it executes on! This is not something you should allow other than
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16 on a throw away instance that is protected from potentially hostile users.
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17
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18 ## Short Story
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19
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20 Galaxy is easily extended to new applications by adding a new tool. Each new scientific computational package added as
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21 a tool to Galaxy requires an XML document describing how the application interacts with Galaxy.
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22 This is sometimes termed "wrapping" the package because the instructions tell Galaxy how to run the package
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23 as a new Galaxy tool. Any tool that has been wrapped is readily available to all the users through a consistent
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24 and easy to use interface once installed in the local Galaxy server.
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25
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26 Most Galaxy tool wrappers have been manually prepared by skilled programmers, many using Planemo because it
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27 automates much of the boilerplate and makes the process much easier.
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28 The ToolFactory (TF) now uses Planemo under the hood for testing, but hides the command
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29 line complexities. The user will still need appropriate skills in terms of describing the interface between
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30 Galaxy and the new application, but will be helped by a Galaxy tool form to collect all the needed
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31 settings, together with automated testing and uploading to a toolshed with optional local installation.
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32
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33
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34 ## ToolFactory generated tools are ordinary Galaxy tools
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35
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36 A TF generated tool that passes the Planemo test is ready to publish in any Galaxy Toolshed and ready to install in any running Galaxy instance.
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37 They are fully workflow compatible and work exactly like any hand-written tool. The user can select input files of the specified type(s) from their
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38 history and edit each of the specified parameters. The tool form will show all the labels and help text supplied when the tool was built. When the tool
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39 is executed, the dependent binary or script will be passed all the i/o files and parameters as specified, and will write outputs to the specified new
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40 history datasets - just like any other Galaxy tool.
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41
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42 ## Models for tool command line construction
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43
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44 The key to turning any software package into a Galaxy tool is the automated construction of a suitable command line.
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45
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46 The TF can build a new tool that will allow the tool user to select input files from their history, set any parameters and when run will send the
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47 new output files to the history as specified when the tool builder completed the form and built the new tool.
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48
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49 That tool can contain instructions to run any Conda dependency or a system executable like bash. Whether a bash script you have written or
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50 a Conda package like bwa, the executable will expect to find settings for input, output and parameters on a command line.
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51
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52 These are often passed as "--name value" (argparse style) or in a fixed order (positional style).
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53
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54 The ToolFactory allows either, or for "filter" applications that process input from STDIN and write processed output to STDOUT.
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55
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56 The simplest tool model wraps a simple script or Conda dependency package requiring only input and output files, with no user supplied settings illustrated by
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57 the Tacrev demonstration tool found in the Galaxy running in the ToolFactory docker container. It passes a user selected input file from the current history on STDIN
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58 to a bash script. The bash script runs the unix tac utility (reverse cat) piped to the unix rev (reverse lines in a text file) utility. It's a one liner:
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59
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60 `tac | rev`
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61
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62 The tool building form allows zero or more Conda package name(s) and version(s) and an optional script to be executed by either a system
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63 executable like ``bash`` or the first of any named Conda dependency package/version. Tacrev uses a tiny bash script shown above and uses the system
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64 bash. Conda bash can be specified if it is important to use the same version consistently for the tool.
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65
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66 On the tool form, the repeat section allowing zero or more input files was set to be a text file to be selected by the tool user and
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67 in the repeat section allowing one or more outputs, a new output file with special value `STDOUT` as the positional parameter, causes the TF to
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68 generate a command to capture STDOUT and send it to the new history file containing the reversed input text.
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69
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70 By reversed, we mean really, truly reversed.
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71
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72 That simple model can be made much more complicated, and can pass inputs and outputs as named or positional parameters,
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73 to allow more complicated scripts or dependent binaries that require:
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74
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75 1. Any number of input data files selected by the user from existing history data
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76 2. Any number of output data files written to the user's history
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77 3. Any number of user supplied parameters. These can be passed as command line arguments to the script or the dependency package. Either
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78 positional or named (argparse) style command line parameter passing can be used.
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79
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80 More complex models can be seen in the Sedtest, Pyrevpos and Pyrevargparse tools illustrating positional and argparse parameter passing.
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81
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82 The most complex demonstration is the Planemo advanced tool tutorial BWA tool. There is one version using a command-override to implement
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83 exactly the same command structure in the Planemo tutorial. A second version uses a bash script and positional parameters to achieve the same
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84 result. Some tool builders may find the bash version more familiar and cleaner but the choice is yours.
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85
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86 ## Overview
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87
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88 ![IHello example ToolFactory tool form](files/hello_toolfactory_form.png?raw=true "Part of the Hello world example ToolFactory tool form")
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89
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90
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91 Steps in building a new Galaxy tool are all conducted through Galaxy running in the docker container:
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92
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93 1. Login to the Galaxy running in the container at http://localhost:8080 using an admin account. They are specified in config/galaxy.yml and
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94 in the documentation at
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95 and the ToolFactory will error out and refuse to run for non-administrative tool builders as a minimal protection from opportunistic hostile use.
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96
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97 2. Start the TF and fill in the form, providing sample inputs and parameter values to suit the Conda package being wrapped.
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98
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99 3. Execute the tool to create a new XML tool wrapper using the sample inputs and parameter settings for the inbuilt tool test. Planemo runs twice.
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100 firstly to generate the test outputs and then to perform a proper test. The completed toolshed archive is written to the history
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101 together with the planemo test report. Optionally the new tool archive can be uploaded
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102 to the toolshed running in the same container (http://localhost:9009) and then installed inside the Galaxy in the container for further testing.
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103
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104 4. If the test fails, rerun the failed history job and correct errors on the tool form before rerunning until everything works correctly.
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105
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106 ![How it works](files/TFasIDE.png?raw=true "Overview of the ToolFactory as an Integrated Development Environment")
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107
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108 ## Planning and building new Galaxy tool wrappers.
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109
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110 It is best to have all the required planning done to wrap any new script or binary before firing up the TF.
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111 Conda is the only current dependency manager supported. Before starting, at the very least, the tool builder will need
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112 to know the required software package name in Conda and the version to use, how the command line for
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113 the package must be constructed, and there must be sample inputs in the working history for each of the required data inputs
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114 for the package, together with values for every parameter to suit these sample inputs. These are required on the TF form
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115 for preparing the inbuilt tool test. That test is run using Planemo, as part of the tool generation process.
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116
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117 A new tool is specified by filling in the usual Galaxy tool form.
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118
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119 The form starts with a new tool name. Most tools will need dependency packages and versions
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120 for the executable. Only Conda is currently supported.
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121
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122 If a script is needed, it can be pasted into a text box and the interpreter named. Available system executables
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123 can be used such as bash, or an interpreter such as python, perl or R can be nominated as conda dependencies
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124 to ensure reproducible analyses.
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125
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126 The tool form will be generated from the input data and the tool builder supplied parameters. The command line for the
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127 executable is built using positional or argparse (named e.g. --input_file /foo/baz) style
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128 parameters and is completely dependent on the executable. These can include:
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129
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130 1. Any number of input data sets needed by the executable. Each appears to the tool user on the run form and is included
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131 on the command line for the executable. The tool builder must supply a small representative sample for each one as
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132 an input for the automated tool test.
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133
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134 2. Any number of output data sets generated by the package can be added to the command line and will appear in
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135 the user's history at the end of the job
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136
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137 3. Any number of text or numeric parameters. Each will appear to the tool user on the run form and are included
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138 on the command line to the executable. The tool builder must supply a suitable representative value for each one as
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139 the value to be used for the automated tool test.
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140
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141 Once the form is completed, executing the TF will build a new XML tool wrapper
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142 including a functional test based on the sample settings and data.
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143
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144 If the Planemo test passes, the tool can be optionally uploaded to the local Galaxy used in the image for more testing.
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145
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146 A local toolshed runs inside the container to allow an automated installation, although any toolshed and any accessible
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147 Galaxy can be specified for this process by editing the default URL and API keys to provide appropriate credentials.
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148
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149 ## Generated Tool Dependency management
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150
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151 Conda is used for all dependency management although tools that use system utilities like sed, bash or awk
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152 may be available on job execution nodes. Sed and friends are available as Conda (conda-forge) dependencies if necessary.
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153 Versioned Conda dependencies are always baked-in to the tool and will be used for reproducible calculation.
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154
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155 ## Requirements
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156
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157 These are all managed automagically. The TF relies on galaxyxml to generate tool xml and uses ephemeris and
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158 bioblend to load tools to the toolshed and to Galaxy. Planemo is used for testing and runs in a biocontainer currently at
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159 https://quay.io/fubar2/planemo-biocontainer
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160
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161 ## Caveats
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162
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163 This docker image requires privileged mode so exposes potential security risks if hostile tool builders gain access.
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164 Please, do not run it in any situation where that is a problem - never, ever on a public facing Galaxy server.
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165 On a laptop or workstation should be fine in a non-hostile environment.
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166
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167
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168 ## Example generated XML
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169
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170 For the bwa-mem example, a supplied bash script is included as a configfile and so has escaped characters.
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171 ```
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172 <tool name="bwatest" id="bwatest" version="0.01">
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173 <!--Cite: Creating re-usable tools from scripts doi:10.1093/bioinformatics/bts573-->
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174 <!--Source in git at: https://github.com/fubar2/toolfactory-->
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175 <!--Created by admin@galaxy.org at 30/11/2020 07:12:10 using the Galaxy Tool Factory.-->
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176 <description>Planemo advanced tool building sample bwa mem mapper as a ToolFactory demo</description>
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177 <requirements>
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178 <requirement version="0.7.15" type="package">bwa</requirement>
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179 <requirement version="1.3" type="package">samtools</requirement>
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180 </requirements>
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181 <configfiles>
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182 <configfile name="runme"><![CDATA[
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183 REFFILE=\$1
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184 FASTQ=\$2
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185 BAMOUT=\$3
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186 rm -f "refalias"
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187 ln -s "\$REFFILE" "refalias"
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188 bwa index -a is "refalias"
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189 bwa mem -t "2" -v 1 "refalias" "\$FASTQ" > tempsam
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190 samtools view -Sb tempsam > temporary_bam_file.bam
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191 samtools sort -o "\$BAMOUT" temporary_bam_file.bam
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192
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193 ]]></configfile>
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194 </configfiles>
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195 <version_command/>
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196 <command><![CDATA[bash
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197 $runme
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198 $input1
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199 $input2
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200 $bam_output]]></command>
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201 <inputs>
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202 <param optional="false" label="Reference sequence for bwa to map the fastq reads against" help="" format="fasta" multiple="false" type="data" name="input1" argument="input1"/>
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203 <param optional="false" label="Reads as fastqsanger to align to the reference sequence" help="" format="fastqsanger" multiple="false" type="data" name="input2" argument="input2"/>
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204 </inputs>
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205 <outputs>
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206 <data name="bam_output" format="bam" label="bam_output" hidden="false"/>
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207 </outputs>
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208 <tests>
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209 <test>
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210 <output name="bam_output" value="bam_output_sample" compare="sim_size" format="bam" delta_frac="0.1"/>
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211 <param name="input1" value="input1_sample"/>
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212 <param name="input2" value="input2_sample"/>
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213 </test>
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214 </tests>
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215 <help><![CDATA[
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216
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217 **What it Does**
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218
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219 Planemo advanced tool building sample bwa mem mapper
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220
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221 Reimagined as a bash script for a ToolFactory demonstration
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222
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223
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224 ------
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225
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226 Script::
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227
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228 REFFILE=$1
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229 FASTQ=$2
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230 BAMOUT=$3
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231 rm -f "refalias"
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232 ln -s "$REFFILE" "refalias"
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233 bwa index -a is "refalias"
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234 bwa mem -t "2" -v 1 "refalias" "$FASTQ" > tempsam
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235 samtools view -Sb tempsam > temporary_bam_file.bam
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236 samtools sort -o "$BAMOUT" temporary_bam_file.bam
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237
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238 ]]></help>
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239 </tool>
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240
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241 ```
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242
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243
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244
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245 ## More Explanation
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246
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247 The TF is an unusual Galaxy tool, designed to allow a skilled user to make new Galaxy tools.
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248 It appears in Galaxy just like any other tool but outputs include new Galaxy tools generated
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249 using instructions provided by the user and the results of Planemo lint and tool testing using
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250 small sample inputs provided by the TF user. The small samples become tests built in to the new tool.
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251
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252 It offers a familiar Galaxy form driven way to define how the user of the new tool will
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253 choose input data from their history, and what parameters the new tool user will be able to adjust.
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254 The TF user must know, or be able to read, enough about the tool to be able to define the details of
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255 the new Galaxy interface and the ToolFactory offers little guidance on that other than some examples.
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256
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257 Tools always depend on other things. Most tools in Galaxy depend on third party
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258 scientific packages, so TF tools usually have one or more dependencies. These can be
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259 scientific packages such as BWA or scripting languages such as Python and are
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260 managed by Conda. If the new tool relies on a system utility such as bash or awk
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261 where the importance of version control on reproducibility is low, these can be used without
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262 Conda management - but remember the potential risks of unmanaged dependencies on computational
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263 reproducibility.
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264
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265 The TF user can optionally supply a working script where scripting is
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266 required and the chosen dependency is a scripting language such as Python or a system
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267 scripting executable such as bash. Whatever the language, the script must correctly parse the command line
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268 arguments it receives at tool execution, as they are defined by the TF user. The
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269 text of that script is "baked in" to the new tool and will be executed each time
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270 the new tool is run. It is highly recommended that scripts and their command lines be developed
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271 and tested until proven to work before the TF is invoked. Galaxy as a software development
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272 environment is actually possible, but not recommended being somewhat clumsy and inefficient.
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273
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274 Tools nearly always take one or more data sets from the user's history as input. TF tools
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275 allow the TF user to define what Galaxy datatypes the tool end user will be able to choose and what
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276 names or positions will be used to pass them on a command line to the package or script.
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277
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278 Tools often have various parameter settings. The TF allows the TF user to define how each
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279 parameter will appear on the tool form to the end user, and what names or positions will be
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280 used to pass them on the command line to the package. At present, parameters are limited to
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281 simple text and number fields. Pull requests for other kinds of parameters that galaxyxml
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282 can handle are welcomed.
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283
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284 Best practice Galaxy tools have one or more automated tests. These should use small sample data sets and
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285 specific parameter settings so when the tool is tested, the outputs can be compared with their expected
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286 values. The TF will automatically create a test for the new tool. It will use the sample data sets
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287 chosen by the TF user when they built the new tool.
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288
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289 The TF works by exposing *unrestricted* and therefore extremely dangerous scripting
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290 to all designated administrators of the host Galaxy server, allowing them to
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291 run scripts in R, python, sh and perl. For this reason, a Docker container is
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292 available to help manage the associated risks.
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293
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294 ## Scripting uses
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295
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296 To use a scripting language to create a new tool, you must first prepared and properly test a script. Use small sample
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297 data sets for testing. When the script is working correctly, upload the small sample datasets
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298 into a new history, start configuring a new ToolFactory tool, and paste the script into the script text box on the TF form.
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299
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300 ### Outputs
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301
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302 The TF will generate the new tool described on the TF form, and test it
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303 using planemo. Optionally if a local toolshed is running, it can be used to
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304 install the new tool back into the generating Galaxy.
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305
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306 A toolshed is built in to the Docker container and configured
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307 so a tool can be tested, sent to that toolshed, then installed in the Galaxy
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308 where the TF is running using the default toolshed and Galaxy URL and API keys.
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309
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310 Once it's in a ToolShed, it can be installed into any local Galaxy server
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311 from the server administrative interface.
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312
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313 Once the new tool is installed, local users can run it - each time, the
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314 package and/or script that was supplied when it was built will be executed with the input chosen
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315 from the user's history, together with user supplied parameters. In other words, the tools you generate with the
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316 TF run just like any other Galaxy tool.
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317
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318 TF generated tools work as normal workflow components.
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319
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320
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321 ## Limitations
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322
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323 The TF is flexible enough to generate wrappers for many common scientific packages
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324 but the inbuilt automation will not cope with all possible situations. Users can
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325 supply overrides for two tool XML segments - tests and command and the BWA
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326 example in the supplied samples workflow illustrates their use. It does not deal with
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327 repeated elements or conditional parameters such as allowing a user to choose to see "simple"
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328 or "advanced" parameters (yet) and there will be plenty of packages it just
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329 won't cover - but it's a quick and efficient tool for the other 90% of cases. Perfect for
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330 that bash one liner you need to get that workflow functioning correctly for this
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331 afternoon's demonstration!
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332
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333 ## Installation
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334
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335 The Docker container https://github.com/fubar2/toolfactory-galaxy-docker/blob/main/README.md
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336 is the best way to use the TF because it is preconfigured
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337 to automate new tool testing and has a built in local toolshed where each new tool
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338 is uploaded. If you grab the docker container, it should just work after a restart and you
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339 can run a workflow to generate all the sample tools. Running the samples and rerunning the ToolFactory
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340 jobs that generated them allows you to add fields and experiment to see how things work.
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341
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342 It can be installed like any other tool from the Toolshed, but you will need to make some
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343 configuration changes (TODO write a configuration). You can install it most conveniently using the
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344 administrative "Search and browse tool sheds" link. Find the Galaxy Main
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345 toolshed at https://toolshed.g2.bx.psu.edu/ and search for the toolfactory
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346 repository in the Tool Maker section. Open it and review the code and select the option to install it.
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347
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348 If not already there please add:
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349
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350 ```
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351 <datatype extension="tgz" type="galaxy.datatypes.binary:Binary" mimetype="multipart/x-gzip" subclass="True" />
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352 ```
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353
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354 to your local config/data_types_conf.xml.
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355
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356
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357 ## Restricted execution
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358
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359 The tool factory tool itself will ONLY run for admin users -
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360 people with IDs in config/galaxy.yml "admin_users".
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361
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362 *ONLY admin_users can run this tool*
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363
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364 That doesn't mean it's safe to install on a shared or exposed instance - please don't.
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365
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366 ## Generated tool Security
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367
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368 Once you install a generated tool, it's just
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369 another tool - assuming the script is safe. They just run normally and their
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370 user cannot do anything unusually insecure but please, practice safe toolshed.
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371 Read the code before you install any tool. Especially this one - it is really scary.
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372
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373 ## Attribution
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374
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375 Creating re-usable tools from scripts: The Galaxy Tool Factory
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376 Ross Lazarus; Antony Kaspi; Mark Ziemann; The Galaxy Team
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377 Bioinformatics 2012; doi: 10.1093/bioinformatics/bts573
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378
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379 http://bioinformatics.oxfordjournals.org/cgi/reprint/bts573?ijkey=lczQh1sWrMwdYWJ&keytype=ref
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380