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ENH: add and update notebooks with user_docs from nipype main homepage
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‎index.ipynb

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"cells": [
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 1,
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"metadata": {
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"scrolled": false
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},
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6363
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_jupyter-notebook.ipynb\">Jupyter-Notebook</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_dataset.ipynb\">BIDS & Tutorial Dataset</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_docker.ipynb\">Docker</a>\n",
66+
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_neurodocker.ipynb\">Neurodocker</a>\n",
6667
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_python.ipynb\">Python</a>\n",
6768
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_showcase.ipynb\">Nipype Showcase</a>\n",
6869
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_quickstart.ipynb\">Nipype Quickstart</a>\n",
@@ -80,28 +81,22 @@
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_data_input_bids.ipynb\">Data Input with BIDS</a>\n",
8182
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_data_output.ipynb\">Data Output</a>\n",
8283
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_plugins.ipynb\">Execution Plugins</a>\n",
83-
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_function_nodes.ipynb\">Function Nodes</a>\n",
84+
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_function_interface.ipynb\">Function Interface</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_iteration.ipynb\">Iteration / Iterables</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_mapnodes.ipynb\">MapNodes</a>\n",
86-
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_joinnodes.ipynb\">JoinNodes</a>\n",
87+
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_joinnodes.ipynb\">JoinNode, synchronize & itersource</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_error_and_crashes.ipynb\">Errors & Crashes</a>\n",
88-
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_import_workflows.ipynb\">Import existing Workflows</a>\n",
89+
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_debug.ipynb\">Debugging Nipype Workflows</a>\n",
8990
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_model_specification_fmri.ipynb\">fMRI Model Specification</a>\n",
91+
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_execution_configuration.ipynb\">Execution Configuration</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_import_workflows.ipynb\">Import existing Workflows</a>\n",
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" </div>\n",
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" <p>This section will introduce you to all of the key players in Nipype. Basic concepts that you need to learn to\n",
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" fully understand and appreciate Nipype. Once you understand this section, you will know all that you need to know\n",
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" to create any kind of Nipype workflow.</p>\n",
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"\n",
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" <h2 class=\"domain-header color03\"><a class=\"domain-title\">Advanced Concepts</a></h2>\n",
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" <h2 class=\"domain-header color03\"><a class=\"domain-title\">Workflow Examples</a></h2>\n",
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" <div class=\"pure-g domain-table-container color03\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_create_interfaces.ipynb\">Create Interfaces</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_interfaces_caching.ipynb\">Interfaces Caching</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_execution_configuration.ipynb\">Execution Configuration</a>\n",
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" </div>\n",
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" <p>This section is for more advanced users and Nipype developers.</p>\n",
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"\n",
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" <h2 class=\"domain-header color04\"><a class=\"domain-title\">Workflow Examples</a></h2>\n",
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" <div class=\"pure-g domain-table-container color04\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/example_preprocessing.ipynb\">Example 1: Preprocessing</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/example_1stlevel.ipynb\">Example 1: 1st-level Analysis</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/example_normalize.ipynb\">Example 1: Normalize Data</a>\n",
@@ -111,6 +106,17 @@
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" </div>\n",
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" <p>In this section you will find some practical examples and hands-on that show you how to use Nipype in a \"real world\" scenario.</p>\n",
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"\n",
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" <h2 class=\"domain-header color04\"><a class=\"domain-title\">Advanced Concepts</a></h2>\n",
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" <div class=\"pure-g domain-table-container color04\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_create_interfaces.ipynb\">Create Interfaces</a>\n",
112+
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_interfaces_caching.ipynb\">Interfaces Caching</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_command_line_interface.ipynb\">Nipype Command Line Interface</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_aws.ipynb\">Amazon Web Services (AWS)</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_sphinx_ext.ipynb\">Sphinx extensions</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_spmmcr.ipynb\">SPM with MATLAB Common Runtime (MCR)</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_mipav.ipynb\">Using MIPAV, JIST, and CBS Tools</a> </div>\n",
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" <p>This section is for more advanced users and Nipype developers.</p>\n",
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"\n",
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" <h2 class=\"domain-header color05\"><a class=\"domain-title\">Useful Resources & Links</a></h2>\n",
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" <div class=\"pure-g domain-table-container color05\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/resources_installation.ipynb\">Install Nipype</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_jupyter-notebook.ipynb\">Jupyter-Notebook</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_dataset.ipynb\">BIDS & Tutorial Dataset</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_docker.ipynb\">Docker</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_neurodocker.ipynb\">Neurodocker</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_python.ipynb\">Python</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_showcase.ipynb\">Nipype Showcase</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/introduction_quickstart.ipynb\">Nipype Quickstart</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_data_input_bids.ipynb\">Data Input with BIDS</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_data_output.ipynb\">Data Output</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_plugins.ipynb\">Execution Plugins</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_function_nodes.ipynb\">Function Nodes</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_function_interface.ipynb\">Function Interface</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_iteration.ipynb\">Iteration / Iterables</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_mapnodes.ipynb\">MapNodes</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_joinnodes.ipynb\">JoinNodes</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_joinnodes.ipynb\">JoinNode, synchronize & itersource</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_error_and_crashes.ipynb\">Errors & Crashes</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_import_workflows.ipynb\">Import existing Workflows</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_debug.ipynb\">Debugging Nipype Workflows</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_model_specification_fmri.ipynb\">fMRI Model Specification</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_execution_configuration.ipynb\">Execution Configuration</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/basic_import_workflows.ipynb\">Import existing Workflows</a>\n",
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" </div>\n",
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" <p>This section will introduce you to all of the key players in Nipype. Basic concepts that you need to learn to\n",
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" fully understand and appreciate Nipype. Once you understand this section, you will know all that you need to know\n",
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" to create any kind of Nipype workflow.</p>\n",
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"\n",
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" <h2 class=\"domain-header color03\"><a class=\"domain-title\">Advanced Concepts</a></h2>\n",
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" <h2 class=\"domain-header color03\"><a class=\"domain-title\">Workflow Examples</a></h2>\n",
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" <div class=\"pure-g domain-table-container color03\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_create_interfaces.ipynb\">Create Interfaces</a>\n",
252-
" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_interfaces_caching.ipynb\">Interfaces Caching</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_execution_configuration.ipynb\">Execution Configuration</a>\n",
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" </div>\n",
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" <p>This section is for more advanced users and Nipype developers.</p>\n",
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"\n",
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" <h2 class=\"domain-header color04\"><a class=\"domain-title\">Workflow Examples</a></h2>\n",
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" <div class=\"pure-g domain-table-container color04\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/example_preprocessing.ipynb\">Example 1: Preprocessing</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/example_1stlevel.ipynb\">Example 1: 1st-level Analysis</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/example_normalize.ipynb\">Example 1: Normalize Data</a>\n",
@@ -265,6 +266,17 @@
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" </div>\n",
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" <p>In this section you will find some practical examples and hands-on that show you how to use Nipype in a \"real world\" scenario.</p>\n",
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"\n",
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" <h2 class=\"domain-header color04\"><a class=\"domain-title\">Advanced Concepts</a></h2>\n",
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" <div class=\"pure-g domain-table-container color04\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_create_interfaces.ipynb\">Create Interfaces</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_interfaces_caching.ipynb\">Interfaces Caching</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_command_line_interface.ipynb\">Nipype Command Line Interface</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_aws.ipynb\">Amazon Web Services (AWS)</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_sphinx_ext.ipynb\">Sphinx extensions</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_spmmcr.ipynb\">SPM with MATLAB Common Runtime (MCR)</a>\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/advanced_mipav.ipynb\">Using MIPAV, JIST, and CBS Tools</a> </div>\n",
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" <p>This section is for more advanced users and Nipype developers.</p>\n",
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"\n",
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" <h2 class=\"domain-header color05\"><a class=\"domain-title\">Useful Resources & Links</a></h2>\n",
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" <div class=\"pure-g domain-table-container color05\">\n",
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" <a class=\"subject-link pure-u-1-4\" target=\"_blank\" href=\"notebooks/resources_installation.ipynb\">Install Nipype</a>\n",

‎notebooks/advanced_aws.ipynb

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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Using Nipype with Amazon Web Services (AWS)\n",
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"\n",
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"Several groups have been successfully using Nipype on AWS. This procedure\n",
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"involves setting a temporary cluster using StarCluster and potentially\n",
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"transferring files to/from S3. The latter is supported by Nipype through\n",
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"`DataSink` and `S3DataGrabber`."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Using DataSink with S3\n",
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"\n",
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"The `DataSink` class now supports sending output data directly to an AWS S3\n",
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"bucket. It does this through the introduction of several input attributes to the\n",
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"`DataSink` interface and by parsing the `base_directory` attribute. This class\n",
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"uses the [boto3](https://boto3.readthedocs.org/en/latest/) and\n",
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"[botocore](https://botocore.readthedocs.org/en/latest/) Python packages to\n",
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"interact with AWS. To configure the `DataSink` to write data to S3, the user must\n",
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"set the ``base_directory`` property to an S3-style filepath.\n",
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"\n",
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"For example:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"from nipype.interfaces.io import DataSink\n",
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"ds = DataSink()\n",
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"ds.inputs.base_directory = 's3://mybucket/path/to/output/dir'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"With the `\"s3://\"` prefix in the path, the `DataSink` knows that the output\n",
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"directory to send files is on S3 in the bucket `\"mybucket\"`. `\"path/to/output/dir\"`\n",
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"is the relative directory path within the bucket `\"mybucket\"` where output data\n",
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"will be uploaded to (***Note***: if the relative path specified contains folders that\n",
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"don’t exist in the bucket, the `DataSink` will create them). The `DataSink` treats\n",
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"the S3 base directory exactly as it would a local directory, maintaining support\n",
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"for containers, substitutions, subfolders, `\".\"` notation, etc. to route output\n",
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"data appropriately.\n",
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"\n",
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"There are four new attributes introduced with S3-compatibility: ``creds_path``,\n",
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"``encrypt_bucket_keys``, ``local_copy``, and ``bucket``."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"ds.inputs.creds_path = '/home/neuro/aws_creds/credentials.csv'\n",
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"ds.inputs.encrypt_bucket_keys = True\n",
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"ds.local_copy = '/home/neuro/workflow_outputs/local_backup'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"``creds_path`` is a file path where the user's AWS credentials file (typically\n",
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"a csv) is stored. This credentials file should contain the AWS access key id and\n",
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"secret access key and should be formatted as one of the following (these formats\n",
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"are how Amazon provides the credentials file by default when first downloaded).\n",
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"\n",
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"Root-account user:\n",
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"\n",
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"\tAWSAccessKeyID=ABCDEFGHIJKLMNOP\n",
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"\tAWSSecretKey=zyx123wvu456/ABC890+gHiJk\n",
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"\n",
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"IAM-user:\n",
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"\n",
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"\tUser Name,Access Key Id,Secret Access Key\n",
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"\t\"username\",ABCDEFGHIJKLMNOP,zyx123wvu456/ABC890+gHiJk\n",
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"\n",
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"The ``creds_path`` is necessary when writing files to a bucket that has\n",
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"restricted access (almost no buckets are publicly writable). If ``creds_path``\n",
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"is not specified, the DataSink will check the ``AWS_ACCESS_KEY_ID`` and\n",
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"``AWS_SECRET_ACCESS_KEY`` environment variables and use those values for bucket\n",
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"access.\n",
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"\n",
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"``encrypt_bucket_keys`` is a boolean flag that indicates whether to encrypt the\n",
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"output data on S3, using server-side AES-256 encryption. This is useful if the\n",
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"data being output is sensitive and one desires an extra layer of security on the\n",
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"data. By default, this is turned off.\n",
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"\n",
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"``local_copy`` is a string of the filepath where local copies of the output data\n",
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"are stored in addition to those sent to S3. This is useful if one wants to keep\n",
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"a backup version of the data stored on their local computer. By default, this is\n",
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"turned off.\n",
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"\n",
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"``bucket`` is a boto3 Bucket object that the user can use to overwrite the\n",
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"bucket specified in their ``base_directory``. This can be useful if one has to\n",
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"manually create a bucket instance on their own using special credentials (or\n",
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"using a mock server like [fakes3](https://github.com/jubos/fake-s3)). This is\n",
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"typically used for developers unit-testing the DataSink class. Most users do not\n",
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"need to use this attribute for actual workflows. This is an optional argument.\n",
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"\n",
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"Finally, the user needs only to specify the input attributes for any incoming\n",
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"data to the node, and the outputs will be written to their S3 bucket."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"```python\n",
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"workflow.connect(inputnode, 'subject_id', ds, 'container')\n",
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"workflow.connect(realigner, 'realigned_files', ds, 'motion')\n",
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"```"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"So, for example, outputs for `sub001`’s `realigned_file1.nii.gz` will be in:\n",
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"\n",
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" s3://mybucket/path/to/output/dir/sub001/motion/realigned_file1.nii.gz"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Using S3DataGrabber\n",
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"Coming soon..."
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python [default]",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.6.5"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}

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