Refactor and improve code style.
authorEvan Lezar <evan.lezar@zalando.de>
Thu, 18 Feb 2016 10:50:15 +0000 (11:50 +0100)
committerOscar Beijbom <oscar.beijbom@gmail.com>
Tue, 1 Mar 2016 03:09:59 +0000 (19:09 -0800)
Fix some typos. Correct imports. Refactor data layers. Apply PEP8 formatting.

examples/04-pascal_multilabel_with_datalayer.ipynb
examples/pycaffe/layers/pascal_multilabel_datalayers.py
examples/pycaffe/tools.py

index 6839841..43aa539 100644 (file)
@@ -11,9 +11,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In this tutorial we will do multilabel classification on PASCAL VOC 2012. \n",
+    "In this tutorial we will do multi-label classification on PASCAL VOC 2012.\n",
     "\n",
-    "Caffe supports multi-label classification through the SigmoidCrossEntropyLoss, and we will load data using a python data-layer. Data could also be provided through a HDF5 data-layer, but the python data-layer provide endless flexibility, so that's what we will use."
+    "Caffe supports multi-label classification through the SigmoidCrossEntropyLoss layer, and we will load data using a Python data layer. Data could also be provided through HDF5 or LMDB data layers, but the python data layer provides endless flexibility, so that's what we will use."
    ]
   },
   {
@@ -23,7 +23,7 @@
     "### Preliminaries\n",
     "\n",
     "First, make sure you compile caffe using \n",
-    "WITH_PYTHON_LAYER ;= 1\n",
+    "WITH_PYTHON_LAYER := 1\n",
     "\n",
     "Second, download PASCAL VOC 2012. It's available here: http://host.robots.ox.ac.uk/pascal/VOC/voc2012/index.html\n",
     "\n",
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {
-    "collapsed": true
+    "collapsed": false
    },
    "outputs": [],
    "source": [
-    "# set root directory, e.g:\n",
-    "pascal_root = '/data/pascal/VOC2012'\n",
-    "\n",
     "# import some modules\n",
     "import sys, os, caffe\n",
     "import numpy as np\n",
@@ -48,6 +45,9 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
+    "# set root directory, e.g:\n",
+    "pascal_root = os.path.join(caffe_root, 'data/pascal/VOC2012')\n",
+    "\n",
     "sys.path.append(\"pycaffe/layers\") # the datalayers we will use are in this directory.\n",
     "sys.path.append(\"pycaffe\") # the tools file is in this folder\n",
     "\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {
     "collapsed": false
    },
    "outputs": [],
    "source": [
     "workdir = './pascal_multilabel_with_datalayer'\n",
-    "os.makedirs(workdir)\n",
+    "if not os.path.isdir(workdir):\n",
+    "    os.makedirs(workdir)\n",
+    "\n",
     "solverprototxt = tools.CaffeSolver(trainnet_prototxt_path = osp.join(workdir, \"trainnet.prototxt\"), testnet_prototxt_path = osp.join(workdir, \"valnet.prototxt\"))\n",
     "solverprototxt.sp['display'] = \"1\"\n",
     "solverprototxt.sp['base_lr'] = \"0.0001\"\n",
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This net uses a python datalayer: PascalMultilabelDataLayerSync, which is defined in ./pycaffe/layers/pascal_multilabel_datalayers.py. Take a look at the codel. It's quite straight-forward, and gives you full control over data and labels.\n",
+    "This net uses a python datalayer: PascalMultilabelDataLayerSync, which is defined in ./pycaffe/layers/pascal_multilabel_datalayers.py. Take a look at the code. It's quite straight-forward, and gives you full control over data and labels.\n",
     "\n",
     "\n",
     "Now we can load the caffe solver as usual."
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "PascalMultilabelDataLayerSync initialized for split: train, with bs:128, im_shape:[227, 227], and 5717 images.\n",
-      "PascalMultilabelDataLayerSync initialized for split: val, with bs:128, im_shape:[227, 227], and 5823 images.\n"
+      "BatchLoader initialized with 5717 images\n",
+      "PascalMultilabelDataLayerSync initialized for split: train,         with bs: 128, im_shape: [227, 227].\n",
+      "BatchLoader initialized with 5823 images\n",
+      "PascalMultilabelDataLayerSync initialized for split: val,         with bs: 128, im_shape: [227, 227].\n"
      ]
     }
    ],
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Ground truth:  horse, person,\n"
+      "Ground truth:  horse, person, \n"
      ]
     },
     {
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POHXmNCtrqxx+8Qiz87ME7bh04RLDwQwrK0s434C4qPHFgxuwsG0Xu3ffyMxgyJlXjvPy8RfQ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iVCBXML70P6+vJLLzaIt2U0HoZUrbdEXdccHh5xfBwkt/b391lf+RqbG5ukScK3/vSP+J//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\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VQCYJpemoWk+jHo4GVNuKkQyRccDJ2YLtdt0vRkFiLUGa3Im26qZhu98ynY7BCkyrPasx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\nrkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f4ebd89cc90>"
+       "<matplotlib.figure.Figure at 0x7fc82127b590>"
       ]
      },
      "metadata": {},
    ],
    "source": [
     "% matplotlib inline\n",
-    "from pascal_multilabel_with_datalayer_tools import SimpleTransformer\n",
+    "from tools import SimpleTransformer\n",
     "from copy import copy\n",
     "transformer = SimpleTransformer() # this is simply to add back the bias, re-shuffle the color channels to RGB, and so on...\n",
     "\n",
     "for idx, val in enumerate(gtlist):\n",
     "    if val:\n",
     "        print classes[idx] + ',',\n",
-    "\n"
+    "print ''"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 13.9 s, sys: 363 ms, total: 14.2 s\n",
-      "Wall time: 14.2 s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "solver.step(10)"
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "BatchAdvancer initialized with 5717 images\n",
-      "PascalMultilabelDataLayerAsync initialized for split: train, with bs:128, im_shape:[227, 227].\n",
-      "BatchAdvancer initialized with 5823 images\n",
-      "PascalMultilabelDataLayerAsync initialized for split: val, with bs:128, im_shape:[227, 227].\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "workdir = './pascal_multilabel_with_datalayer'\n",
     "solverprototxt = tools.CaffeSolver(trainnet_prototxt_path = osp.join(workdir, \"trainnet_async.prototxt\"), testnet_prototxt_path = osp.join(workdir, \"valnet_async.prototxt\"))\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 15.7 s, sys: 476 ms, total: 16.1 s\n",
-      "Wall time: 16 s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "solver_async.step(10)"
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
     "def hamming_distance(gt, est):\n",
     "    return sum([1 for (g, e) in zip(gt, est) if g == e]) / float(len(gt))\n",
     "\n",
+    "\n",
     "def check_accuracy(net, num_batches, batch_size = 128):\n",
     "    acc = 0.0\n",
     "    for t in range(num_batches):\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "itt:0 accuracy:0.9430\n",
-      "itt:100 accuracy:0.9511\n",
-      "itt:200 accuracy:0.9573\n",
-      "itt:300 accuracy:0.9600\n",
-      "itt:400 accuracy:0.9583\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "for itt in range(500):\n",
     "    solver_async.step(1)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Baseline accuracy:0.9243\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def check_baseline_accuracy(net, num_batches, batch_size = 128):\n",
     "    acc = 0.0\n",
     "    for t in range(num_batches):\n",
     "        net.forward()\n",
     "        gts = net.blobs['label'].data\n",
-    "        ests = np.zeros((batch_size, 20))\n",
+    "        ests = np.zeros((batch_size, len(gts)))\n",
     "        for gt, est in zip(gts, ests): #for each ground truth and estimated label vector\n",
     "            acc += hamming_distance(gt, est)\n",
     "    return acc / (num_batches * batch_size)\n",
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ground truth:  bird, \n",
-      "Estimated:  bird,\n"
-     ]
-    },
-    {
-     "data": {
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-       "ogUA/wOLS9SCjyKcPwAAAABJRU5ErkJggg==\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f699c03b690>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "% matplotlib inline\n",
-    "from pascal_multilabel_with_datalayer_tutorial_tools import SimpleTransformer\n",
+    "from tools import SimpleTransformer\n",
     "from copy import copy\n",
     "transformer = SimpleTransformer() # this is simply to add back the bias, re-shuffle the color channels to RGB, and so on...\n",
     "\n",
     "    if val == 1:\n",
     "        print classes[idx] + ',',"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.10"
+   "version": "2.7.6"
   }
  },
  "nbformat": 4,
index 036d167..f0039ef 100644 (file)
@@ -1,5 +1,10 @@
 # imports
-import json, time, pickle, scipy.misc, skimage.io, caffe
+import json
+import time
+import pickle
+import scipy.misc
+import skimage.io
+import caffe
 
 import numpy as np
 import os.path as osp
@@ -9,12 +14,14 @@ from random import shuffle
 from threading import Thread
 from PIL import Image
 
-from pascal_multilabel_with_datalayer_tools import SimpleTransformer
+from tools import SimpleTransformer
 
 
 class PascalMultilabelDataLayerSync(caffe.Layer):
+
     """
-    This is a simple syncronous datalayer for training a multilabel model on PASCAL. 
+    This is a simple syncronous datalayer for training a multilabel model on
+    PASCAL.
     """
 
     def setup(self, bottom, top):
@@ -22,78 +29,60 @@ class PascalMultilabelDataLayerSync(caffe.Layer):
         self.top_names = ['data', 'label']
 
         # === Read input parameters ===
-        
+
         # params is a python dictionary with layer parameters.
-        params = eval(self.param_str) 
-
-        # do some simple checks that we have the parameters we need.
-        assert 'batch_size' in params.keys(), 'Params must include batch size.'
-        assert 'split' in params.keys(), 'Params must include split (train, val, or test).'
-        assert 'pascal_root' in params.keys(), 'Params must include pascal_root.'
-        assert 'im_shape' in params.keys(), 'Params must include im_shape.'
+        params = eval(self.param_str)
+
+        # Check the paramameters for validity.
+        check_params(params)
+
         # store input as class variables
-        self.batch_size = params['batch_size'] 
-        self.im_shape = params['im_shape'] 
-        self.pascal_root = params['pascal_root']
-        self.im_shape = params['im_shape']
-        self.indexlist = [line.rstrip('\n') for line in open(osp.join(self.pascal_root, 'ImageSets/Main', params['split'] + '.txt'))] #get list of image indexes.
-        self._cur = 0 # current image
-        self.transformer = SimpleTransformer() #this class does some simple data-manipulations
+        self.batch_size = params['batch_size']
+
+        # Create a batch loader to load the images.
+        self.batch_loader = BatchLoader(params, None)
 
         # === reshape tops ===
-        top[0].reshape(self.batch_size, 3, self.im_shape[0], self.im_shape[1]) # since we use a fixed input image size, we can shape the data layer once. Else, we'd have to do it in the reshape call.
+        # since we use a fixed input image size, we can shape the data layer
+        # once. Else, we'd have to do it in the reshape call.
+        top[0].reshape(
+            self.batch_size, 3, params['im_shape'][0], params['im_shape'][1])
+        # Note the 20 channels (because PASCAL has 20 classes.)
         top[1].reshape(self.batch_size, 20)
 
-        print "PascalMultilabelDataLayerSync initialized for split: {}, with bs:{}, im_shape:{}, and {} images.".format(params['split'], params['batch_size'], params['im_shape'], len(self.indexlist))
-
-
-    def reshape(self, bottom, top):
-        """ no need to reshape each time sine the input is fixed size (rows and columns) """
-        pass 
+        print_info("PascalMultilabelDataLayerSync", params)
 
     def forward(self, bottom, top):
         """
-        Load data. 
+        Load data.
         """
         for itt in range(self.batch_size):
-
-            # Did we finish an epoch?
-            if self._cur == len(self.indexlist):
-                self._cur = 0
-                shuffle(self.indexlist)
-            
-            # Load an image
-            index = self.indexlist[self._cur] # Get the image index
-            im = np.asarray(Image.open(osp.join(self.pascal_root, 'JPEGImages', index + '.jpg'))) # load image
-            im = scipy.misc.imresize(im, self.im_shape) # resize
-            
-            # do a simple horizontal flip as data augmentation
-            flip = np.random.choice(2)*2-1
-            im = im[:, ::flip, :]
-
-            # Load and prepare ground truth
-            multilabel = np.zeros(20).astype(np.float32)
-            anns = load_pascal_annotation(index, self.pascal_root)
-            for label in anns['gt_classes']:
-                # in the multilabel problem we don't care how MANY instances there are of each class. Only if they are present.
-                multilabel[label - 1] = 1 # The "-1" is b/c we are not interested in the background class.
+            # Use the batch loader to load the next image.
+            im, multilabel = self.batch_loader.load_next_image()
 
             # Add directly to the caffe data layer
-            top[0].data[itt, ...] = self.transformer.preprocess(im)
+            top[0].data[itt, ...] = im
             top[1].data[itt, ...] = multilabel
-            self._cur += 1
 
-    def backward(self, top, propagate_down, bottom):
-        """ this layer does not back propagate """
+    def reshape(self, bottom, top):
+        """
+        There is no need to reshape the data, since the input is of fixed size
+        (rows and columns)
+        """
         pass
 
-
+    def backward(self, top, propagate_down, bottom):
+        """
+        These layers does not back propagate
+        """
+        pass
 
 
 class PascalMultilabelDataLayerAsync(caffe.Layer):
+
     """
-    This is a simple asyncronous datalayer for training a multilabel model on PASCAL. 
+    This is a simple asyncronous datalayer for training a multilabel model on
+    PASCAL.
     """
 
     def setup(self, bottom, top):
@@ -101,51 +90,68 @@ class PascalMultilabelDataLayerAsync(caffe.Layer):
         self.top_names = ['data', 'label']
 
         # === Read input parameters ===
-        
+
         # params is a python dictionary with layer parameters.
-        params = eval(self.param_str) 
+        params = eval(self.param_str)
 
-        # do some simple checks that we have the parameters we need.
-        assert 'batch_size' in params.keys(), 'Params must include batch size.'
-        assert 'split' in params.keys(), 'Params must include split (train, val, or test).'
-        assert 'pascal_root' in params.keys(), 'Params must include pascal_root.'
-        assert 'im_shape' in params.keys(), 'Params must include im_shape.'
+        # Check the paramameters for validity.
+        check_params(params)
 
-        self.batch_size = params['batch_size'] # we need to store this as a local variable.
+        # we need to store this as a local variable.
+        self.batch_size = params['batch_size']
 
-        # === We are going to do the actual data processing in a seperate, helperclass, called BatchAdvancer. So let's forward the parame to that class ===
+        # === We are going to do the actual data processing in a seperate,
+        # helperclass, called BatchLoader. So let's forward the parameters
+        # to that class ===
         self.thread_result = {}
         self.thread = None
-        self.batch_advancer = BatchAdvancer(self.thread_result, params)
-        self.dispatch_worker() # Let it start fetching data right away.
+        self.batch_loader = BatchLoader(params, self.thread_result)
+        self.dispatch_worker()  # Let it start fetching data right away.
 
         # === reshape tops ===
-        top[0].reshape(self.batch_size, 3, params['im_shape'][0], params['im_shape'][1]) # since we use a fixed input image size, we can shape the data layer once. Else, we'd have to do it in the reshape call.
-        top[1].reshape(self.batch_size, 20) # Note the 20 channels (because PASCAL has 20 classes.)
-
-        print "PascalMultilabelDataLayerAsync initialized for split: {}, with bs:{}, im_shape:{}.".format(params['split'], params['batch_size'], params['im_shape'])
-
-
+        # since we use a fixed input image size, we can shape the data layer
+        # once. Else, we'd have to do it in the reshape call.
+        top[0].reshape(
+            self.batch_size, 3, params['im_shape'][0], params['im_shape'][1])
+        # Note the 20 channels (because PASCAL has 20 classes.)
+        top[1].reshape(self.batch_size, 20)
 
-    def reshape(self, bottom, top):
-        """ no need to reshape each time sine the input is fixed size (rows and columns) """
-        pass 
+        print_info("PascalMultilabelDataLayerAsync", params)
 
     def forward(self, bottom, top):
-        """ this is the forward pass, where we load the data into the blobs. Since we run the BatchAdvance asynchronously, we just wait for it, and then copy """
+        """
+        This is the forward pass, where we load the data into the blobs.
+        Since we run the BatchLoader asynchronously, we just wait for it,
+        and then copy
+        """
 
         if self.thread is not None:
-            self.join_worker() # wait until it is done.
+            self.join_worker()  # wait until it is done.
 
         for top_index, name in zip(range(len(top)), self.top_names):
             for i in range(self.batch_size):
-                top[top_index].data[i, ...] = self.thread_result[name][i] #Copy the already-prepared data to caffe.
-        
-        self.dispatch_worker() # let's go again while the GPU process this batch.
+                # Copy the already-prepared data to caffe.
+                top[top_index].data[i, ...] = self.thread_result[name][i]
+
+        # let's go again while the GPU process this batch.
+        self.dispatch_worker()
+
+    def reshape(self, bottom, top):
+        """
+        There is no need to reshape the data, since the input is of fixed size
+        (rows and columns)
+        """
+        pass
+
+    def backward(self, top, propagate_down, bottom):
+        """
+        These layers does not back propagate
+        """
+        pass
 
     def dispatch_worker(self):
         assert self.thread is None
-        self.thread = Thread(target=self.batch_advancer)
+        self.thread = Thread(target=self.batch_loader)
         self.thread.start()
 
     def join_worker(self):
@@ -153,72 +159,96 @@ class PascalMultilabelDataLayerAsync(caffe.Layer):
         self.thread.join()
         self.thread = None
 
-    def backward(self, top, propagate_down, bottom):
-        """ this layer does not back propagate """
-        pass
 
+class BatchLoader(object):
 
-class BatchAdvancer():
     """
-    This is the class that is run asynchronously and actually does the work.
+    This class abstracts away the loading of images.
+    Images can either be loaded singly, or in a batch. The latter is used for
+    the asyncronous data layer to preload batches while other processing is
+    performed.
     """
-    def __init__(self, result, params):
+
+    def __init__(self, params, result):
         self.result = result
-        self.batch_size = params['batch_size'] 
-        self.im_shape = params['im_shape'] 
+        self.batch_size = params['batch_size']
         self.pascal_root = params['pascal_root']
         self.im_shape = params['im_shape']
-        self.indexlist = [line.rstrip('\n') for line in open(osp.join(self.pascal_root, 'ImageSets/Main', params['split'] + '.txt'))] #get list of image indexes.
-        self._cur = 0 # current image
-        self.transformer = SimpleTransformer() #this class does some simple data-manipulations
+        # get list of image indexes.
+        list_file = params['split'] + '.txt'
+        self.indexlist = [line.rstrip('\n') for line in open(
+            osp.join(self.pascal_root, 'ImageSets/Main', list_file))]
+        self._cur = 0  # current image
+        # this class does some simple data-manipulations
+        self.transformer = SimpleTransformer()
 
-        print "BatchAdvancer initialized with {} images".format(len(self.indexlist))
+        print "BatchLoader initialized with {} images".format(
+            len(self.indexlist))
 
     def __call__(self):
         """
-        This does the same stuff as the forward layer of the synchronous layer. Exept that we store the data and labels in the result dictionary (as lists of length batchsize).
+        This does the same stuff as the forward layer of the synchronous layer.
+        Exept that we store the data and labels in the result dictionary
+        (as lists of length batchsize).
         """
         self.result['data'] = []
         self.result['label'] = []
         for itt in range(self.batch_size):
 
-            # Did we finish an epoch?
-            if self._cur == len(self.indexlist):
-                self._cur = 0
-                shuffle(self.indexlist)
-            
-            # Load an image
-            index = self.indexlist[self._cur] # Get the image index
-            im = np.asarray(Image.open(osp.join(self.pascal_root, 'JPEGImages', index + '.jpg'))) # load image
-            im = scipy.misc.imresize(im, self.im_shape) # resize
-            
-            # do a simple horizontal flip as data augmentation
-            flip = np.random.choice(2)*2-1
-            im = im[:, ::flip, :]
-
-            # Load and prepare ground truth
-            multilabel = np.zeros(20).astype(np.float32)
-            anns = load_pascal_annotation(index, self.pascal_root)
-            for label in anns['gt_classes']:
-                # in the multilabel problem we don't care how MANY instances there are of each class. Only if they are present.
-                multilabel[label - 1] = 1 # The "-1" is b/c we are not interested in the background class.
+            # Get the next image in the batch
+            im, multilabel = self.load_next_image()
 
             # Store in a result list.
-            self.result['data'].append(self.transformer.preprocess(im))
+            self.result['data'].append(im)
             self.result['label'].append(multilabel)
-            self._cur += 1
+
+    def load_next_image(self):
+        """
+        Load the next image in a batch.
+        """
+        # Did we finish an epoch?
+        if self._cur == len(self.indexlist):
+            self._cur = 0
+            shuffle(self.indexlist)
+
+        # Load an image
+        index = self.indexlist[self._cur]  # Get the image index
+        image_file_name = index + '.jpg'
+        im = np.asarray(Image.open(
+            osp.join(self.pascal_root, 'JPEGImages', image_file_name)))
+        im = scipy.misc.imresize(im, self.im_shape)  # resize
+
+        # do a simple horizontal flip as data augmentation
+        flip = np.random.choice(2)*2-1
+        im = im[:, ::flip, :]
+
+        # Load and prepare ground truth
+        multilabel = np.zeros(20).astype(np.float32)
+        anns = load_pascal_annotation(index, self.pascal_root)
+        for label in anns['gt_classes']:
+            # in the multilabel problem we don't care how MANY instances
+            # there are of each class. Only if they are present.
+            # The "-1" is b/c we are not interested in the background
+            # class.
+            multilabel[label - 1] = 1
+
+        self._cur += 1
+        return self.transformer.preprocess(im), multilabel
 
 
 def load_pascal_annotation(index, pascal_root):
     """
-    This code is borrowed from Ross Girshick's FAST-RCNN code (https://github.com/rbgirshick/fast-rcnn). It parses the PASCAL .xml metadata files. See publication for further details: (http://arxiv.org/abs/1504.08083).
+    This code is borrowed from Ross Girshick's FAST-RCNN code
+    (https://github.com/rbgirshick/fast-rcnn).
+    It parses the PASCAL .xml metadata files.
+    See publication for further details: (http://arxiv.org/abs/1504.08083).
 
     Thanks Ross!
 
     """
-    classes = ('__background__', # always index 0
-                         'aeroplane', 'bicycle', 'bird', 'boat',
-                         'bottle', 'bus', 'car', 'cat', 'chair',
+    classes = ('__background__',  # always index 0
+               'aeroplane', 'bicycle', 'bird', 'boat',
+               'bottle', 'bus', 'car', 'cat', 'chair',
                          'cow', 'diningtable', 'dog', 'horse',
                          'motorbike', 'person', 'pottedplant',
                          'sheep', 'sofa', 'train', 'tvmonitor')
@@ -226,6 +256,7 @@ def load_pascal_annotation(index, pascal_root):
 
     filename = osp.join(pascal_root, 'Annotations', index + '.xml')
     # print 'Loading: {}'.format(filename)
+
     def get_data_from_tag(node, tag):
         return node.getElementsByTagName(tag)[0].childNodes[0].data
 
@@ -247,16 +278,38 @@ def load_pascal_annotation(index, pascal_root):
         x2 = float(get_data_from_tag(obj, 'xmax')) - 1
         y2 = float(get_data_from_tag(obj, 'ymax')) - 1
         cls = class_to_ind[
-                str(get_data_from_tag(obj, "name")).lower().strip()]
+            str(get_data_from_tag(obj, "name")).lower().strip()]
         boxes[ix, :] = [x1, y1, x2, y2]
         gt_classes[ix] = cls
         overlaps[ix, cls] = 1.0
 
     overlaps = scipy.sparse.csr_matrix(overlaps)
 
-    return {'boxes' : boxes,
+    return {'boxes': boxes,
             'gt_classes': gt_classes,
-            'gt_overlaps' : overlaps,
-            'flipped' : False,
+            'gt_overlaps': overlaps,
+            'flipped': False,
             'index': index}
 
+
+def check_params(params):
+    """
+    A utility function to check the parameters for the data layers.
+    """
+    assert 'split' in params.keys(
+    ), 'Params must include split (train, val, or test).'
+
+    required = ['batch_size', 'pascal_root', 'im_shape']
+    for r in required:
+        assert r in params.keys(), 'Params must include {}'.format(r)
+
+
+def print_info(name, params):
+    """
+    Ouput some info regarding the class
+    """
+    print "{} initialized for split: {}, with bs: {}, im_shape: {}.".format(
+        name,
+        params['split'],
+        params['batch_size'],
+        params['im_shape'])
index 8e658b2..88b1834 100644 (file)
@@ -1,11 +1,14 @@
 import numpy as np
 
+
 class SimpleTransformer:
+
     """
-    SimpleTransformer is a simple class for preprocessing and deprocessing images for caffe.
+    SimpleTransformer is a simple class for preprocessing and deprocessing
+    images for caffe.
     """
 
-    def __init__(self, mean = [128, 128, 128]):
+    def __init__(self, mean=[128, 128, 128]):
         self.mean = np.array(mean, dtype=np.float32)
         self.scale = 1.0
 
@@ -23,15 +26,16 @@ class SimpleTransformer:
 
     def preprocess(self, im):
         """
-        preprocess() emulate the pre-processing occuring in the vgg16 caffe prototxt.
+        preprocess() emulate the pre-processing occuring in the vgg16 caffe
+        prototxt.
         """
-    
+
         im = np.float32(im)
-        im = im[:, :, ::-1] #change to BGR
+        im = im[:, :, ::-1]  # change to BGR
         im -= self.mean
         im *= self.scale
         im = im.transpose((2, 0, 1))
-        
+
         return im
 
     def deprocess(self, im):
@@ -41,33 +45,38 @@ class SimpleTransformer:
         im = im.transpose(1, 2, 0)
         im /= self.scale
         im += self.mean
-        im = im[:, :, ::-1] #change to RGB
-        
+        im = im[:, :, ::-1]  # change to RGB
+
         return np.uint8(im)
 
+
 class CaffeSolver:
+
     """
-    Caffesolver is a class for creating a solver.prototxt file. It sets default values and can export a solver parameter file.
-    Note that all parameters are stored as strings. Strings variables are stored as strings in strings.
+    Caffesolver is a class for creating a solver.prototxt file. It sets default
+    values and can export a solver parameter file.
+    Note that all parameters are stored as strings. Strings variables are
+    stored as strings in strings.
     """
 
-    def __init__(self, testnet_prototxt_path = "testnet.prototxt", trainnet_prototxt_path = "trainnet.prototxt", debug = False):
-        
+    def __init__(self, testnet_prototxt_path="testnet.prototxt",
+                 trainnet_prototxt_path="trainnet.prototxt", debug=False):
+
         self.sp = {}
 
         # critical:
         self.sp['base_lr'] = '0.001'
         self.sp['momentum'] = '0.9'
-        
+
         # speed:
         self.sp['test_iter'] = '100'
         self.sp['test_interval'] = '250'
-        
+
         # looks:
         self.sp['display'] = '25'
         self.sp['snapshot'] = '2500'
-        self.sp['snapshot_prefix'] = '"snapshot"' # string withing a string!
-        
+        self.sp['snapshot_prefix'] = '"snapshot"'  # string withing a string!
+
         # learning rate policy
         self.sp['lr_policy'] = '"fixed"'
 
@@ -80,8 +89,8 @@ class CaffeSolver:
         # pretty much never change these.
         self.sp['max_iter'] = '100000'
         self.sp['test_initialization'] = 'false'
-        self.sp['average_loss'] = '25' # this has to do with the display.
-        self.sp['iter_size'] = '1' #this is for accumulating gradients
+        self.sp['average_loss'] = '25'  # this has to do with the display.
+        self.sp['iter_size'] = '1'  # this is for accumulating gradients
 
         if (debug):
             self.sp['max_iter'] = '12'
@@ -91,7 +100,8 @@ class CaffeSolver:
 
     def add_from_file(self, filepath):
         """
-        Reads a caffe solver prototxt file and updates the Caffesolver instance parameters.
+        Reads a caffe solver prototxt file and updates the Caffesolver
+        instance parameters.
         """
         with open(filepath, 'r') as f:
             for line in f: