{ "metadata": { "name": "", "signature": "sha256:a33fc032fc1639dd86d40607b07f570605b31af70a0be260da663ff2de8896cd" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Nipype Concepts: Workflows" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](http://nipy.sourceforge.net/nipype/_static/nipype-banner-bg.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this notebook is to introduce and illustrate the basic concepts underlying Workflows. Although it would be possible to write analysis scripts using just Nipype Interfaces, and this may provide some advantages over directly making command-line calls, the main benefits of Nipype will come by creating workflows.\n", "\n", "First we'll use our helper function from before." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from __future__ import print_function\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import nibabel as nib" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_slice(fname, z_idx=5):\n", "\n", " # Load the image and collect the data\n", " # and orientation information\n", " img = nib.load(fname)\n", " data = img.get_data()\n", " aff = img.get_affine()\n", "\n", " # Find the center of the brain matrix\n", " ctr = np.dot(np.linalg.inv(aff), [0, 0, 0, 1])[:3]\n", "\n", " # Plot the data\n", " vmin, vmax = (0, 1) if data.dtype == np.int16 else (30, 150)\n", " plt.imshow(np.rot90(data[:, :, ctr[2] + z_idx]),\n", " cmap=\"gray\", vmin=vmin, vmax=vmax)\n", " plt.gca().set_axis_off()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To motivate the need for and principles behind workflows, let's start with a simple bit of preprocessing. We'd like to perform the following steps of processing. \n", "\n", "- Skullstrip an image to obtain a mask\n", "- Smooth the original image\n", "- Mask the smoothed image\n", "\n", "Let's first see what this would look like with a shell script, using the Bash cell magic function. This is how FSL scripts are usually written." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%%bash\n", "bet data/T1 data/T1_brain -m\n", "fslmaths data/T1 -s 2 data/T1_smooth\n", "fslmaths data/T1_smooth -mas data/T1_brain_mask data/T1_smooth_mask" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is simple and straightforward. We can see that this does exactly what we wanted by plotting the three steps of processing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = plt.figure(figsize=(12, 4))\n", "for i, img in enumerate([\"T1\", \"T1_smooth\", \"T1_smooth_mask\"]):\n", " f.add_subplot(1, 3, i + 1)\n", " plot_slice(\"data/%s.nii.gz\" % img)\n", " plt.title(img)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/B2gOXDAYxHPPPYff/M3fxPPPP49yuYxms4n33nsP1WoV+/v7qNVqKBaLUiAWi8VEQZFr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\nQYNN7Xa7KW+0Wq2mMES9Xtdy+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NjY6KMQ8DkRCdETuLRyAzvcSY2I6msyNwwAfd+VDjj4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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting images are exactly what we would expect given the script. Before moving on, let's clean these intermediate files" ] }, { "cell_type": "code", "collapsed": false, "input": [ "!make clean" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see what this would look like if we used Nipype, but only the Interfaces functionality. It's simple enough to write a basic procedural script, this time in Python, to do basically the same thing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from nipype.interfaces import fsl\n", "\n", "skullstrip = fsl.BET(in_file=\"data/T1.nii.gz\", mask=True,\n", " out_file=\"data/T1_brain.nii.gz\")\n", "res = skullstrip.run()\n", "\n", "smooth = fsl.IsotropicSmooth(in_file=\"data/T1.nii.gz\", fwhm=4,\n", " out_file=\"data/T1_smooth.nii.gz\")\n", "smooth.run()\n", "\n", "mask = fsl.ApplyMask(in_file=\"data/T1_smooth.nii.gz\",\n", " mask_file=\"data/T1_brain_mask.nii.gz\",\n", " out_file=\"data/T1_smooth_mask.nii.gz\")\n", "mask.run()\n", "\n", "f = plt.figure(figsize=(12, 4))\n", "for i, img in enumerate([\"T1\", \"T1_smooth\", \"T1_smooth_mask\"]):\n", " f.add_subplot(1, 3, i + 1)\n", " plot_slice(\"data/%s.nii.gz\" % img)\n", " plt.title(img)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/Users/mwaskom/anaconda/lib/python2.7/site-packages/nipy/labs/glm/glm.py:7: FutureWarning: Module nipy.labs.utils.routines deprecated, will be removed\n", " from ..utils import mahalanobis\n", "/Users/mwaskom/anaconda/lib/python2.7/site-packages/nipype/interfaces/nipy/model.py:17: FutureWarning: Module nipy.labs.glm deprecated, will be removed. Please use nipy.modalities.fmri.glm instead.\n", " import nipy.labs.glm.glm as GLM\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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DuS9dxqmCDs8fT0Ne8/n8TPehra0tVKtVrK6uolgsio5LJpMIh8NCw6H8all9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MAAAg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\nWlc3aN3w5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Dgq7ffkRLhKpZLQaf8e94nGNffGiCbX28M27M3l5WVCBV6yonRk1hEX9+gd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\nAaIxpMEw+cDaWGrUiAaN121y0w8ylkS5dIWzNpI8H1OOOquj6UMUjSppQ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AzC6/VKdMr3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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is more verbose, although it does have its advantages. There's the automated input validation we saw previously, some of the options are named more meaningfully, and you don't need to remember, for example, that fslmaths' smoothing kernel is set in sigma instead of FWHM -- Nipype does that conversion behind the scenes.\n", "\n", "In this little script, we want the output of the BET command to be an input to the ApplyMask command. We accomplished this by manually ensuring that the two parameters are provided with the same filename. Let's use a little bit more of the Nipype Interfaces machinery to automate that processes somewhat." ] }, { "cell_type": "code", "collapsed": false, "input": [ "!make clean" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "skullstrip = fsl.BET(in_file=\"data/T1.nii.gz\", mask=True)\n", "bet_result = skullstrip.run()\n", "\n", "smooth = fsl.IsotropicSmooth(in_file=\"data/T1.nii.gz\", fwhm=4)\n", "smooth_result = smooth.run()\n", "\n", "mask = fsl.ApplyMask(in_file=smooth_result.outputs.out_file,\n", " mask_file=bet_result.outputs.mask_file)\n", "mask.run()\n", "\n", "f = plt.figure(figsize=(12, 4))\n", "for i, img in enumerate([\"data/T1\", \"T1_smooth\", \"T1_smooth_masked\"]):\n", " f.add_subplot(1, 3, i + 1)\n", " plot_slice(\"%s.nii.gz\" % img)\n", " plt.title(img)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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3+32pbWGWZTwe4+DgQAqZvTDGSCZGyyuDYX6/X4a+6FZ6H4a8OjwIZ9guAA3b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udKMjrIUea4IvPrYgoR8/H98nWIkRzoxI8h9fdyFMnX3g2BSAvF+PtGwa8Fv/5cfv3SKQlPzrAF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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we didn't need to name the intermediate files; Nipype did that behind the scenes, and then we passed the result object (which knows those names) onto the next step in the processing stream. This is somewhat more concsise than the first Nipype version, but it's still a procedural script, and the dependency relationship between the stages of processing is not particularly obvious. To address these issues, and to provide solutions to problems we might not know we have yet, Nipype offers **Workflows.**" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from nipype import Node, Workflow" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we've implicitly done above is to encode our processing stream as a directed acyclic graphs: each stage of processing is a node in this graph, and some nodes are unidirectionally dependent on others. In this case there is one input file and several output files, but there are no cycles -- there's a clear line of directionality to the processing. What the Node and Workflow classes do is make these relationships more explicit.\n", "\n", "The basic architecture is that the Node provides a light wrapper around an Interface. It exposes the inputs and outputs of the Interface as its own, but it add some additional functionality that allows you to connect Nodes into a Workflow. Let's rewrite the above script with these tools." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# For reasons that will later become clear, it's important to\n", "# pass filenames to Nodes as absolute paths\n", "from os.path import abspath\n", "in_file = abspath(\"data/T1.nii.gz\")\n", "\n", "skullstrip = Node(fsl.BET(in_file=in_file, mask=True), name=\"skullstrip\")\n", "\n", "smooth = Node(fsl.IsotropicSmooth(in_file=in_file, fwhm=4), name=\"smooth\")\n", "\n", "mask = Node(fsl.ApplyMask(), name=\"mask\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first argument to Node is the iterface object that it will wrap, and then each Node needs a unique name. This doesn't need to bear any particular relationship to the variable name you assign the Node object to, but it's probably good form to keep them the same.\n", "\n", "This looks mostly similar to what we did above, but we've left out the two crucial inputs to the ApppleMask step. We'll set those up by defining a Workflow object and then making *connections* among the Nodes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf = Workflow(name=\"smoothflow\") # Workflows need names too" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Workflow object has a method called ``connect`` that is going to do most of the work here. Let's look at its docstring." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print(wf.connect.__doc__)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Connect nodes in the pipeline.\n", "\n", " This routine also checks if inputs and outputs are actually provided by\n", " the nodes that are being connected.\n", "\n", " Creates edges in the directed graph using the nodes and edges specified\n", " in the `connection_list`. Uses the NetworkX method\n", " DiGraph.add_edges_from.\n", "\n", " Parameters\n", " ----------\n", "\n", " args : list or a set of four positional arguments\n", "\n", " Four positional arguments of the form::\n", "\n", " connect(source, sourceoutput, dest, destinput)\n", "\n", " source : nodewrapper node\n", " sourceoutput : string (must be in source.outputs)\n", " dest : nodewrapper node\n", " destinput : string (must be in dest.inputs)\n", "\n", " A list of 3-tuples of the following form::\n", "\n", " [(source, target,\n", " [('sourceoutput/attribute', 'targetinput'),\n", " ...]),\n", " ...]\n", "\n", " Or::\n", "\n", " [(source, target, [(('sourceoutput1', func, arg2, ...),\n", " 'targetinput'), ...]),\n", " ...]\n", " sourceoutput1 will always be the first argument to func\n", " and func will be evaluated and the results sent ot targetinput\n", "\n", " currently func needs to define all its needed imports within the\n", " function as we use the inspect module to get at the source code\n", " and execute it remotely\n", " \n" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that there are two ways to call `connect`. You can either make one connection at a time, or you can pass a list of several connections. In either case, you're providing it with four pieces of information to define the connection:\n", "\n", "- The source node object\n", "- The name of the output field from the source node\n", "- The destination node object\n", "- The name of the input field from the desination node\n", "\n", "We'll illustrate each method in the following cell:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# First the \"simple\", but more restricted method\n", "wf.connect(skullstrip, \"mask_file\", mask, \"mask_file\")\n", "\n", "# Now the more complicated method. Note this way you can define several connections at once,\n", "# and you can even define several connnections between two nodes in one smalller step\n", "wf.connect([(smooth, mask, [(\"out_file\", \"in_file\")])])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the workflow is complete. Above, we mentioned that the workflow can be thought of as a directed acyclic graph. In fact, that's literally how it's represented behind the scenes, and we can use that to explore the workflow visually:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf.write_graph(\"workflow_graph.dot\")\n", "from IPython.display import Image\n", "Image(filename=\"workflow_graph.dot.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Converting dotfile: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/workflow_graph.dot to png format\n" ] }, { "metadata": {}, "output_type": "pyout", "png": 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/nj17lkKhjNKbuZ9++klJSUkgEIwwHYFAoKqq+t///lckqvom3u/pEnoBnU7fvn17r1O0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\njc1mR0RELFmypKGhISoqSlN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"prompt_number": 14, "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This representation makes the dependency structure of the workflow obvious. (By the way, the names of the nodes in this graph are the names we gave our Node objects above, so pick something meaningful for those!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, all we've done is define the workflow. We haven't executed any code yet. Much like Interface objects, the Workflow object has a ``run`` method that we can call so that it executes. Let's do that and then examine the results." ] }, { "cell_type": "code", "collapsed": false, "input": [ "!make clean" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "wf.run()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running serially.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node smooth in dir: /var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmp4aVNLa/smoothflow/smooth\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz -s 1.69864 /private/var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmp4aVNLa/smoothflow/smooth/T1_smooth.nii.gz\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node skullstrip in dir: /var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmpkx0sCV/smoothflow/skullstrip\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: bet /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz /private/var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmpkx0sCV/smoothflow/skullstrip/T1_brain.nii.gz -m\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node mask in dir: /var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmp9lSuyp/smoothflow/mask\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /private/var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmp4aVNLa/smoothflow/smooth/T1_smooth.nii.gz -mas /private/var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmpkx0sCV/smoothflow/skullstrip/T1_brain_mask.nii.gz /private/var/folders/rr/svlz5yhs0tsdqnsp8g4qg65m0000gn/T/tmp9lSuyp/smoothflow/mask/T1_smooth_masked.nii.gz\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that executing the workflow prints some verbose logging information to the screen. If we look closely, we see that things are actually being executed over in /tmp. This is fundamental to the concept of Nodes/Workflows (and is why we needed to use absolute paths above). Unlike interfaces, which by default spit out results to the local directry, the Workflow engine executes things off in its own directory hierarchy. By default this is a temporary directory, but you can set it manually." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf.base_dir = \"working_dir\"\n", "wf.run()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running serially.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node smooth in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz -s 1.69864 /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth/T1_smooth.nii.gz\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node skullstrip in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/skullstrip\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: bet /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/skullstrip/T1_brain.nii.gz -m\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node mask in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/mask\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth/T1_smooth.nii.gz -mas /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/skullstrip/T1_brain_mask.nii.gz /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/mask/T1_smooth_masked.nii.gz\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the resulting images to convince ourselves we've done the same thing as before" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = plt.figure(figsize=(12, 4))\n", "for i, img in enumerate([\"data/T1.nii.gz\",\n", " \"working_dir/smoothflow/smooth/T1_smooth.nii.gz\",\n", " \"working_dir/smoothflow/mask/T1_smooth_masked.nii.gz\"]):\n", " f.add_subplot(1, 3, i + 1)\n", " plot_slice(img)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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BPUYqlWw2K/0iM5kMtra2kMvlRMlw9CWrO/liJJXRWd1wXTdj572awkfDlsR6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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When you start writing full-fledged analysis workflows, things can get quite complicated. Some aspects of neuroimaging analysis can be thought of as a coherent step at a level more abstract than the execution of a single command line binary. For instance, in the standard FEAT script in FSL, several calls are made in the process of using `susan` to perform nonlinear smoothing on an image. In Nipype, you can write *nested workflows*, where a sub-workflow can take the place of a Node in a given script. That way, you can write smaller, more self-contained \n", "\n", "Let's use the prepackaged `susan` workflow that ships with Nipype to replace our gaussian filtering node and demonstrate how this works." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from nipype.workflows.fmri.fsl import create_susan_smooth" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling this function will return a pre-written `Workflow` object:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "susan = create_susan_smooth(separate_masks=False)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's display the graph to see what happens here." ] }, { "cell_type": "code", "collapsed": false, "input": [ "susan.write_graph(\"susan_workflow.dot\")\n", "Image(filename=\"susan_workflow.dot.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Converting dotfile: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/susan_workflow.dot to png format\n" ] }, { "metadata": {}, "output_type": "pyout", "png": 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MpNFoa9euxWAwGzduDAgI8Pb2dnV17XlbOYVCQS4zmpqaPnnyZP78+S4uLsi0iujoaCwW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\nL5UPcXNTU9M9e/bk5uYePHjwv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"prompt_number": 21, "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the workflow has an `inputnode` and an `outputnode`. While not strictly necessary, this is standard practice for workflows (especially those that are intended to be used as nested workflows in the context of a longer analysis graph) and makes it more clear how to connect inputs and outputs from this workflow. Let's take a look at what those inputs and outputs are. Like Nodes, Workflows have `inputs` and `outputs` attributes that take a second subattribute corresponding to the specific node we want to make connections to." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print(\"Inputs:\")\n", "print(susan.inputs.inputnode)\n", "print(\"Outputs:\")\n", "print(susan.outputs.outputnode)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Inputs:\n", "\n", "fwhm = \n", "in_files = \n", "mask_file = \n", "\n", "Outputs:\n", "\n", "smoothed_files = None\n", "\n" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `inputnode` and `outputnode` are just conventions, and the Workflow object exposes connections to all of its component nodes:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print(susan.inputs.smooth)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "args = \n", "dimension = 3\n", "environ = {'FSLOUTPUTTYPE': 'NIFTI_GZ'}\n", "ignore_exception = False\n", "out_file = \n", "output_type = NIFTI_GZ\n", "terminal_output = stream\n", "use_median = 1\n", "\n" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see how we would write a new workflow that uses this nested smoothing step. The susan workflow actually expects to receive and output a list of files (it's intended to be executed on each of several runs of fMRI data. We'll cover exactly how that works in later tutorials, but for the moment we need to add an additional `Function` node to deal with the fact that `susan` is outputting a list. We can use a simple `lambda` function; this is trivial." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from nipype import Function\n", "extract_func = lambda l: l[0]\n", "list_extract = Node(Function(input_names=[\"l\"], output_names=[\"out\"],\n", " function=extract_func), name=\"list_extract\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "wf2 = Workflow(name=\"susanflow\", base_dir=\"working_dir\")\n", "skullstrip2 = Node(fsl.BET(in_file=in_file, mask=True), name=\"skullstrip\")\n", "mask2 = Node(fsl.ApplyMask(), name=\"mask\")\n", "\n", "\n", "wf2.connect([\n", " (skullstrip2, mask2, [(\"mask_file\", \"mask_file\")]),\n", " (skullstrip2, susan, [(\"mask_file\", \"inputnode.mask_file\")]),\n", " (susan, list_extract, [(\"outputnode.smoothed_files\", \"l\")]),\n", " (list_extract, mask2, [(\"out\", \"in_file\")])\n", " ])\n", "susan.inputs.inputnode.in_files = abspath(\"data/T1.nii.gz\")\n", "susan.inputs.inputnode.fwhm = 5" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's see what this new processing graph looks like." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf2.write_graph(\"./full_susan_flow.dot\")\n", "Image(filename=\"full_susan_flow.dot.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Converting dotfile: ./full_susan_flow.dot to png format\n" ] }, { "metadata": {}, "output_type": "pyout", "png": 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IIq8FBQUHvIE5OOrq6nbt2nXlypWVK1cGBgb2NIAB9htAEG+sXLkyOTkZh8OZmZl5eHj0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"prompt_number": 26, "text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see how there is a nested smoothing workflow in the place of our previous `smooth` node. This provides a very detailed view, but what if you just wanted to give a higher-level summary of the processing steps? After all, that is the purpose of encaupsulating smaller sterotyped streams in a nested workflow. That, fortunately, is an option when writing out the graph:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf2.write_graph(\"./full_susan_workflow_toplevel.dot\", \"orig\")\n", "Image(filename=\"full_susan_workflow_toplevel.dot.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Creating detailed dot file: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/full_susan_workflow_toplevel_detailed.dot\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Creating dot file: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/full_susan_workflow_toplevel.dot\n" ] }, { "metadata": {}, "output_type": "pyout", "png": 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w8PBAECQiIiIvL0+KKWNIHT6ff/HixfHjx+NwuBUrVlCpVLQVDYbiGonL5erp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\ncDh58iSGNgnMBN+5djU1Nba2thcuXMDViyXR6XRMJrO6unq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"prompt_number": 27, "text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's much more managable. Now let's execute the workflow and examine the input and output:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf2.run()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running serially.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node skullstrip in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/skullstrip\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: bet /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/skullstrip/T1_brain.nii.gz -m\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node mask in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/mask\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node _mask0 in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/mask/mapflow/_mask0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz -mas /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/skullstrip/T1_brain_mask.nii.gz /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/mask/mapflow/_mask0/T1_mask.nii.gz\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node median in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/median\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node _median0 in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/median/mapflow/_median0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslstats /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz -k /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/skullstrip/T1_brain_mask.nii.gz -p 50 \n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:interface:stdout 2015-01-11T13:51:27.103853:78.463234 \n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node meanfunc2 in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/meanfunc2\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node _meanfunc20 in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/meanfunc2/mapflow/_meanfunc20\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/mask/mapflow/_mask0/T1_mask.nii.gz -Tmean /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/meanfunc2/mapflow/_meanfunc20/T1_mask_mean.nii.gz\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node merge in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/merge\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node smooth in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/smooth\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node _smooth0 in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/smooth/mapflow/_smooth0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: susan /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz 58.8474255000 2.1233045007 3 1 1 /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/meanfunc2/mapflow/_meanfunc20/T1_mask_mean.nii.gz 58.8474255000 /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/smooth/mapflow/_smooth0/T1_smooth.nii.gz\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node list_extract in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/list_extract\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node mask in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/mask\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/susan_smooth/smooth/mapflow/_smooth0/T1_smooth.nii.gz -mas /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/skullstrip/T1_brain_mask.nii.gz /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/susanflow/mask/T1_smooth_masked.nii.gz\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "f = plt.figure(figsize=(12, 4))\n", "for i, img in enumerate([\"data/T1.nii.gz\",\n", " \"working_dir/susanflow/mask/T1_smooth_masked.nii.gz\"]):\n", " f.add_subplot(1, 2, i + 1)\n", " plot_slice(img)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WX9hp2nVd7O3tyY2ZFxiJAvsZ+Xw+xONx6ajKfDSfrwfQMhWne2Xw2LqxGB+d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\nIC5duoQXXngBFy5cQC6Xw/T0NB4/foy5uTkcPXoU0WgUxWIR/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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, we've seen that you can build up rather complex analysis workflows. But at the moment, it's not been made clear why this is worth the extra trouble from writing a simple procedural script. To demonstrate the first added benefit of the Nipype, let's return to our original workflow and run it again." ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf.run()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running serially.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node smooth in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Collecting precomputed outputs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node skullstrip in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/skullstrip\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Collecting precomputed outputs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node mask in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/mask\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Collecting precomputed outputs\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That happened quickly! If you look at the log messages, you'll see `'Collecting precomputed outputs.'` Workflows (actually this is handled by the Node code) are smart, and know if their inputs have changed from the last time they are run. If they have not, they don't recompute; they just turn around and pass out the resulting files from the previous run. This is done on a node-by-node basis, also. Here's what happened if we just tweak one thing:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf.inputs.smooth.fwhm = 1\n", "wf.run()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running serially.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node skullstrip in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/skullstrip\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Collecting precomputed outputs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node smooth in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/data/T1.nii.gz -s 0.42466 /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth/T1_smooth.nii.gz\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing node mask in dir: /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/mask\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running: fslmaths /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/smooth/T1_smooth.nii.gz -mas /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/skullstrip/T1_brain_mask.nii.gz /Users/mwaskom/Dropbox/Projects/Nipype_Concepts/working_dir/smoothflow/mask/T1_smooth_masked.nii.gz\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the smoothing stage was reexecuted, since its inputs had changed. This triggered a cascade such that any file depending on the ``smooth`` node (in this case, the ``mask`` node, also recomputed). However, the ``skullstrip`` node hasn't changed since the first time it ran, so it just coughed up its original files.\n", "\n", "That's the first main benefit of using Workflows: efficient recomputing. \n", "\n", "So far, when we've called `wf.run()`, each step in the workflow has executed in serial using a single compute core. Perhaps the principle advantage of Nipype is how easily you can scale up a workflow to an extremely parallel cluster computing environment. The `run` method takes as argument a `Plugin` string or class. See [here](http://nipy.sourceforge.net/nipype/users/plugins.html) for detailed documentation. Basically, it works like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf.run(\"MultiProc\")" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running in parallel.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Submitting 2 jobs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing: skullstrip ID: 0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:[Job finished] jobname: skullstrip jobid: 0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing: smooth ID: 1\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:[Job finished] jobname: smooth jobid: 1\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Submitting 1 jobs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing: mask ID: 2\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:[Job finished] jobname: mask jobid: 2\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also pass a dictionary of arguments that are relevant to the plugin; in the case of MultiProc, you can specify how large the worker pool should be:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "wf.run(\"MultiProc\", dict(n_procs=2))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:['check', 'execution', 'logging']\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Running in parallel.\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Submitting 2 jobs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing: smooth ID: 0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:[Job finished] jobname: smooth jobid: 0\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing: skullstrip ID: 1\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:[Job finished] jobname: skullstrip jobid: 1\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Submitting 1 jobs\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:Executing: mask ID: 2\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "INFO:workflow:[Job finished] jobname: mask jobid: 2\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 33, "text": [ "" ] } ], "prompt_number": 33 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `MultiProc` plugin uses the [multiprocessing](http://docs.python.org/library/multiprocessing.html) package in the standard library, and is the only parallel plugin that is garunteed to work right out of the box. However, Nipype comes provided with plugins to IPython's cluster architecture, SGE, PBS, and several other distributed engines. Because the workflow is represented as a directed graph, all Nodes with no parents or those whose parents have completed will run be executed simultaneously.\n", "\n", "In this case, that just means that the `skullstrip` and `smooth` Nodes execute together, but when you scale up to Workflows with many subjects and many runs per subject (we will discuss how to accomplish this in following tutorials), each can run together, such that (in the case of unlimited computing resources), you could process 50 subjects with 10 runs of functional data in esentially the time it would take to process a single run.\n", "\n", "To emphasize the contribution of Nipype here, you can write and test your workflow on one subject computing on your local CPU, where it is easier to debug. Then, with the change of a single function parameter, you can scale your processing up to a 1000+ node SGE cluster." ] }, { "cell_type": "code", "collapsed": false, "input": [ "!make clean" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 } ], "metadata": {} } ] }