[examples] sequence and revise notebooks
authorEvan Shelhamer <shelhamer@imaginarynumber.net>
Wed, 18 Mar 2015 02:01:02 +0000 (19:01 -0700)
committerEvan Shelhamer <shelhamer@imaginarynumber.net>
Tue, 30 Jun 2015 22:15:02 +0000 (15:15 -0700)
- combine classification + filter visualization
- order by classification, learning LeNet, brewing logreg, and
  fine-tuning to flickr style
- improve flow of content in classification + filter visualization
- include solver needed for learning LeNet
- edit notebook descriptions for site catalogue

19 files changed:
examples/00-classification.ipynb [new file with mode: 0644]
examples/01-learning-lenet.ipynb [moved from examples/python_solving.ipynb with 53% similarity]
examples/02-brewing-logreg.ipynb [new file with mode: 0644]
examples/03-fine-tuning.ipynb [new file with mode: 0644]
examples/Finetune with Flickr Style Data.ipynb [deleted file]
examples/classification.ipynb [deleted file]
examples/detection.ipynb
examples/filter_visualization.ipynb [deleted file]
examples/hdf5_classification.ipynb [deleted file]
examples/hdf5_classification/nonlinear_auto_test.prototxt [new file with mode: 0644]
examples/hdf5_classification/nonlinear_auto_train.prototxt [new file with mode: 0644]
examples/hdf5_classification/nonlinear_solver.prototxt [new file with mode: 0644]
examples/hdf5_classification/nonlinear_train_val.prototxt [moved from examples/hdf5_classification/train_val2.prototxt with 87% similarity]
examples/hdf5_classification/solver.prototxt
examples/hdf5_classification/solver2.prototxt [deleted file]
examples/hdf5_classification/train_val.prototxt
examples/mnist/lenet_auto_solver.prototxt [new file with mode: 0644]
examples/net_surgery.ipynb
examples/siamese/mnist_siamese.ipynb

diff --git a/examples/00-classification.ipynb b/examples/00-classification.ipynb
new file mode 100644 (file)
index 0000000..46bbb19
--- /dev/null
@@ -0,0 +1,13187 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Instant Recognition with Caffe\n",
+    "\n",
+    "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n",
+    "\n",
+    "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
+    "# Make sure that caffe is on the python path:\n",
+    "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
+    "import sys\n",
+    "sys.path.insert(0, caffe_root + 'python')\n",
+    "\n",
+    "import caffe\n",
+    "\n",
+    "plt.rcParams['figure.figsize'] = (10, 10)\n",
+    "plt.rcParams['image.interpolation'] = 'nearest'\n",
+    "plt.rcParams['image.cmap'] = 'gray'\n",
+    "\n",
+    "import os\n",
+    "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n",
+    "    print(\"Downloading pre-trained CaffeNet model...\")\n",
+    "    !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "caffe.set_mode_cpu()\n",
+    "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n",
+    "                caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n",
+    "                caffe.TEST)\n",
+    "\n",
+    "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n",
+    "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n",
+    "transformer.set_transpose('data', (2,0,1))\n",
+    "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n",
+    "transformer.set_raw_scale('data', 255)  # the reference model operates on images in [0,255] range instead of [0,1]\n",
+    "transformer.set_channel_swap('data', (2,1,0))  # the reference model has channels in BGR order instead of RGB"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# set net to batch size of 50\n",
+    "net.blobs['data'].reshape(50,3,227,227)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Feed in the image (with some preprocessing) and classify with a forward pass."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted class is #281.\n"
+     ]
+    }
+   ],
+   "source": [
+    "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n",
+    "out = net.forward()\n",
+    "print(\"Predicted class is #{}.\".format(out['prob'].argmax()))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "What did the input look like?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7f665b02ae90>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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+       "IBAI7BP/B0EEnTIvM42+AAAAAElFTkSuQmCC\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f66a46f8a10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.imshow(transformer.deprocess('data', net.blobs['data'].data[0]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Adorable, but was our classification correct?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n",
+      " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n",
+      " 'n02127052 lynx, catamount']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# load labels\n",
+    "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
+    "try:\n",
+    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
+    "except:\n",
+    "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
+    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
+    "\n",
+    "# sort top k predictions from softmax output\n",
+    "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n",
+    "print labels[top_k]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Indeed! But how long did it take?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1 loops, best of 3: 7.14 s per loop\n"
+     ]
+    }
+   ],
+   "source": [
+    "# CPU mode\n",
+    "net.forward()  # call once for allocation\n",
+    "%timeit net.forward()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "That's a while, even for a batch size of 50 images. Let's switch to GPU mode."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10 loops, best of 3: 90.9 ms per loop\n"
+     ]
+    }
+   ],
+   "source": [
+    "# GPU mode\n",
+    "caffe.set_device(0)\n",
+    "caffe.set_mode_gpu()\n",
+    "net.forward()  # call once for allocation\n",
+    "%timeit net.forward()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Much better. Now let's look at the net in more detail.\n",
+    "\n",
+    "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('data', (50, 3, 227, 227)),\n",
+       " ('conv1', (50, 96, 55, 55)),\n",
+       " ('pool1', (50, 96, 27, 27)),\n",
+       " ('norm1', (50, 96, 27, 27)),\n",
+       " ('conv2', (50, 256, 27, 27)),\n",
+       " ('pool2', (50, 256, 13, 13)),\n",
+       " ('norm2', (50, 256, 13, 13)),\n",
+       " ('conv3', (50, 384, 13, 13)),\n",
+       " ('conv4', (50, 384, 13, 13)),\n",
+       " ('conv5', (50, 256, 13, 13)),\n",
+       " ('pool5', (50, 256, 6, 6)),\n",
+       " ('fc6', (50, 4096)),\n",
+       " ('fc7', (50, 4096)),\n",
+       " ('fc8', (50, 1000)),\n",
+       " ('prob', (50, 1000))]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[(k, v.data.shape) for k, v in net.blobs.items()]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('conv1', (96, 3, 11, 11)),\n",
+       " ('conv2', (256, 48, 5, 5)),\n",
+       " ('conv3', (384, 256, 3, 3)),\n",
+       " ('conv4', (384, 192, 3, 3)),\n",
+       " ('conv5', (256, 192, 3, 3)),\n",
+       " ('fc6', (4096, 9216)),\n",
+       " ('fc7', (4096, 4096)),\n",
+       " ('fc8', (1000, 4096))]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[(k, v[0].data.shape) for k, v in net.params.items()]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Helper functions for visualization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# take an array of shape (n, height, width) or (n, height, width, channels)\n",
+    "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n",
+    "def vis_square(data, padsize=1, padval=0):\n",
+    "    data -= data.min()\n",
+    "    data /= data.max()\n",
+    "    \n",
+    "    # force the number of filters to be square\n",
+    "    n = int(np.ceil(np.sqrt(data.shape[0])))\n",
+    "    padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n",
+    "    data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n",
+    "    \n",
+    "    # tile the filters into an image\n",
+    "    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n",
+    "    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
+    "    \n",
+    "    plt.imshow(data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The input image"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first layer filters, `conv1`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+       "EXCWLhlLmgDeAhYpyzc+b6Hs+05u+xIRERFRQ64jEREREVFDmqiIiIiIGtJERURERNSQJioiIiKi\n",
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffaf3877710>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# the parameters are a list of [weights, biases]\n",
+    "filters = net.params['conv1'][0].data\n",
+    "vis_square(filters.transpose(0, 2, 3, 1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+       "PSJupCIiIiIiIiIi9oi4kYqIiIiIiIiI2CPiRioiIiIiIiIiYo+IG6mIiIiIiIiIiD0ibqQiIiIi\n",
+       "IiIiIvaI/w/CAMCOMj3yxQAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01f952d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['conv1'].data[0, :36]\n",
+    "vis_square(feat, padval=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The second layer filters, `conv2`\n",
+    "\n",
+    "There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+       "KBQKhUJhg6jK5oVCoVAoFAobRB2kCoVCoVAoFDaIOkgVCoVCoVAobBB1kCoUCoVCoVDYIOogVSgU\n",
+       "CoVCobBB1EGqUCgUCoVCYYOog1ShUCgUCoXCBlEHqUKhUCgUCoUN4v8BaJ+sNGqpC6EAAAAASUVO\n",
+       "RK5CYII=\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01f42290>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "filters = net.params['conv2'][0].data\n",
+    "vis_square(filters[:48].reshape(48**2, 5, 5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01f42310>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['conv2'].data[0, :36]\n",
+    "vis_square(feat, padval=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The third layer output, `conv3` (rectified, all 384 channels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01dfb3d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['conv3'].data[0]\n",
+    "vis_square(feat, padval=0.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The fourth layer output, `conv4` (rectified, all 384 channels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": [
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01cf9110>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['conv4'].data[0]\n",
+    "vis_square(feat, padval=0.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The fifth layer output, `conv5` (rectified, all 256 channels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+       "rCAXUmZmZmYF/Q0kXnLFpKb3UQAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01c2f0d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['conv5'].data[0]\n",
+    "vis_square(feat, padval=0.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The fifth layer after pooling, `pool5`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+       "14rIL0Xk9+TyexXnIweq+rBc/qBeEZHXRORfi0iLcD4yoapPiMh9IrJFLvc//QcR+YGsc/xV9U9E\n",
+       "5F+JyJJcbhX5cQ5pZ4bvzgMAAIhQ0fMbAAAASoUiCgAAIAJFFAAAQASKKAAAgAgUUQAAABEoogAA\n",
+       "ACJQRAEAAET4/wEtHY5P7rJ1tgAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01bbe590>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['pool5'].data[0]\n",
+    "vis_square(feat, padval=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first fully connected layer, `fc6` (rectified)\n",
+    "\n",
+    "We show the output values and the histogram of the positive values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01ae5a90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['fc6'].data[0]\n",
+    "plt.subplot(2, 1, 1)\n",
+    "plt.plot(feat.flat)\n",
+    "plt.subplot(2, 1, 2)\n",
+    "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The second fully connected layer, `fc7` (rectified)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
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+       "kisAAIBAJFcAAACBSK4AAAAC/f9A40wIgLpJlQAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb01953f90>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['fc7'].data[0]\n",
+    "plt.subplot(2, 1, 1)\n",
+    "plt.plot(feat.flat)\n",
+    "plt.subplot(2, 1, 2)\n",
+    "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The final probability output, `prob`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7ffb01f12a50>]"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7ffb019b9dd0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "feat = net.blobs['prob'].data[0]\n",
+    "plt.plot(feat.flat)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's see the top 5 predicted labels."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n",
+      " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n",
+      " 'n02127052 lynx, catamount']\n"
+     ]
+    }
+   ],
+   "source": [
+    "# load labels\n",
+    "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
+    "try:\n",
+    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
+    "except:\n",
+    "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
+    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
+    "\n",
+    "# sort top k predictions from softmax output\n",
+    "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n",
+    "print labels[top_k]"
+   ]
+  }
+ ],
+ "metadata": {
+  "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.",
+  "example_name": "Image Classification and Filter Visualization",
+  "include_in_docs": true,
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.9"
+  },
+  "priority": 1
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
similarity index 53%
rename from examples/python_solving.ipynb
rename to examples/01-learning-lenet.ipynb
index de6c401..3562c7a 100644 (file)
      "output_type": "stream",
      "text": [
       "Downloading...\n",
-      "--2015-03-12 11:54:02--  http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
+      "--2015-06-30 14:41:56--  http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
       "Resolving yann.lecun.com... 128.122.47.89\n",
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       "Saving to: 'train-images-idx3-ubyte.gz'\n",
       "\n",
-      "train-images-idx3-u 100%[=====================>]   9.45M   194KB/s   in 51s    \n",
+      "train-images-idx3-u 100%[=====================>]   9.45M   146KB/s   in 57s    \n",
       "\n",
-      "2015-03-12 11:54:54 (188 KB/s) - 'train-images-idx3-ubyte.gz' saved [9912422/9912422]\n",
+      "2015-06-30 14:42:53 (171 KB/s) - 'train-images-idx3-ubyte.gz' saved [9912422/9912422]\n",
       "\n",
-      "--2015-03-12 11:54:54--  http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
+      "--2015-06-30 14:42:53--  http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
       "Resolving yann.lecun.com... 128.122.47.89\n",
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       "HTTP request sent, awaiting response... 200 OK\n",
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       "Saving to: 'train-labels-idx1-ubyte.gz'\n",
       "\n",
-      "train-labels-idx1-u 100%[=====================>]  28.20K   104KB/s   in 0.3s   \n",
+      "train-labels-idx1-u 100%[=====================>]  28.20K   107KB/s   in 0.3s   \n",
       "\n",
-      "2015-03-12 11:54:55 (104 KB/s) - 'train-labels-idx1-ubyte.gz' saved [28881/28881]\n",
+      "2015-06-30 14:42:53 (107 KB/s) - 'train-labels-idx1-ubyte.gz' saved [28881/28881]\n",
       "\n",
-      "--2015-03-12 11:54:55--  http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
+      "--2015-06-30 14:42:53--  http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
       "Resolving yann.lecun.com... 128.122.47.89\n",
       "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n",
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       "\n",
-      "t10k-images-idx3-ub 100%[=====================>]   1.57M   224KB/s   in 9.2s   \n",
+      "t10k-images-idx3-ub 100%[=====================>]   1.57M   205KB/s   in 8.2s   \n",
       "\n",
-      "2015-03-12 11:55:04 (176 KB/s) - 't10k-images-idx3-ubyte.gz' saved [1648877/1648877]\n",
+      "2015-06-30 14:43:02 (197 KB/s) - 't10k-images-idx3-ubyte.gz' saved [1648877/1648877]\n",
       "\n",
-      "--2015-03-12 11:55:04--  http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
+      "--2015-06-30 14:43:02--  http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
       "Resolving yann.lecun.com... 128.122.47.89\n",
       "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n",
       "HTTP request sent, awaiting response... 200 OK\n",
       "Length: 4542 (4.4K) [application/x-gzip]\n",
       "Saving to: 't10k-labels-idx1-ubyte.gz'\n",
       "\n",
-      "t10k-labels-idx1-ub 100%[=====================>]   4.44K  --.-KB/s   in 0.09s  \n",
+      "t10k-labels-idx1-ub 100%[=====================>]   4.44K  26.9KB/s   in 0.2s   \n",
       "\n",
-      "2015-03-12 11:55:04 (50.0 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n",
+      "2015-06-30 14:43:02 (26.9 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n",
       "\n",
       "Unzipping...\n",
-      "train-images-idx3-ubyte already exists -- do you wish to overwrite (y or n)? ^Ctrain-labels-idx1-ubyte already exists -- do you wish to overwrite (y or n)? \n",
-      "\tnot overwriting\n",
-      "t10k-images-idx3-ubyte already exists -- do you wish to overwrite (y or n)? Creating lmdb...\n",
+      "Done.\n",
+      "Creating lmdb...\n",
       "Done.\n"
      ]
     }
    ],
    "source": [
+    "# Download and prepare data\n",
     "!data/mnist/get_mnist.sh\n",
     "!examples/mnist/create_mnist.sh"
    ]
    "metadata": {},
    "source": [
     "We need two external files to help out:\n",
+    "* the net prototxt, defining the architecture and pointing to the train/test data\n",
     "* the solver prototxt, defining the learning parameters\n",
-    "* the net prototxt, defining the architecture and train/test data\n",
     "\n",
-    "Here are the learning parameters."
+    "We start with the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n",
+    "\n",
+    "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "# The train/test net protocol buffer definition\r\n",
-      "net: \"examples/mnist/lenet_train_test.prototxt\"\r\n",
-      "# test_iter specifies how many forward passes the test should carry out.\r\n",
-      "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n",
-      "# covering the full 10,000 testing images.\r\n",
-      "test_iter: 100\r\n",
-      "# Carry out testing every 500 training iterations.\r\n",
-      "test_interval: 500\r\n",
-      "# The base learning rate, momentum and the weight decay of the network.\r\n",
-      "base_lr: 0.01\r\n",
-      "momentum: 0.9\r\n",
-      "weight_decay: 0.0005\r\n",
-      "# The learning rate policy\r\n",
-      "lr_policy: \"inv\"\r\n",
-      "gamma: 0.0001\r\n",
-      "power: 0.75\r\n",
-      "# Display every 100 iterations\r\n",
-      "display: 100\r\n",
-      "# The maximum number of iterations\r\n",
-      "max_iter: 10000\r\n",
-      "# snapshot intermediate results\r\n",
-      "snapshot: 5000\r\n",
-      "snapshot_prefix: \"examples/mnist/lenet\"\r\n",
-      "# solver mode: CPU or GPU\r\n",
-      "solver_mode: GPU\r\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "!cat examples/mnist/lenet_solver.prototxt"
+    "from caffe import layers as L\n",
+    "from caffe import params as P\n",
+    "\n",
+    "def lenet(lmdb, batch_size):\n",
+    "    # our version of LeNet: a series of linear and simple nonlinear transformations\n",
+    "    n = caffe.NetSpec()\n",
+    "    n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n",
+    "                             transform_param=dict(scale=1./255), ntop=2)\n",
+    "    n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n",
+    "    n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n",
+    "    n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n",
+    "    n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n",
+    "    n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n",
+    "    n.relu1 = L.ReLU(n.ip1, in_place=True)\n",
+    "    n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n",
+    "    n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n",
+    "    return n.to_proto()\n",
+    "    \n",
+    "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n",
+    "    f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n",
+    "    \n",
+    "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n",
+    "    f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "And here is the version of LeNet we'll be using. In future version of Caffe, networks can be defined directly in Python (see [PR #2086](https://github.com/BVLC/caffe/pull/2086)).\n",
-    "\n",
-    "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`."
+    "The net has been written to disk in more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "name: \"LeNet\"\r\n",
       "layer {\r\n",
-      "  name: \"mnist\"\r\n",
+      "  name: \"data\"\r\n",
       "  type: \"Data\"\r\n",
       "  top: \"data\"\r\n",
       "  top: \"label\"\r\n",
-      "  include {\r\n",
-      "    phase: TRAIN\r\n",
-      "  }\r\n",
       "  transform_param {\r\n",
-      "    scale: 0.00390625\r\n",
+      "    scale: 0.00392156862745\r\n",
       "  }\r\n",
       "  data_param {\r\n",
       "    source: \"examples/mnist/mnist_train_lmdb\"\r\n",
       "  }\r\n",
       "}\r\n",
       "layer {\r\n",
-      "  name: \"mnist\"\r\n",
-      "  type: \"Data\"\r\n",
-      "  top: \"data\"\r\n",
-      "  top: \"label\"\r\n",
-      "  include {\r\n",
-      "    phase: TEST\r\n",
-      "  }\r\n",
-      "  transform_param {\r\n",
-      "    scale: 0.00390625\r\n",
-      "  }\r\n",
-      "  data_param {\r\n",
-      "    source: \"examples/mnist/mnist_test_lmdb\"\r\n",
-      "    batch_size: 100\r\n",
-      "    backend: LMDB\r\n",
-      "  }\r\n",
-      "}\r\n",
-      "layer {\r\n",
       "  name: \"conv1\"\r\n",
       "  type: \"Convolution\"\r\n",
       "  bottom: \"data\"\r\n",
       "  top: \"conv1\"\r\n",
-      "  param {\r\n",
-      "    lr_mult: 1\r\n",
-      "  }\r\n",
-      "  param {\r\n",
-      "    lr_mult: 2\r\n",
-      "  }\r\n",
       "  convolution_param {\r\n",
       "    num_output: 20\r\n",
       "    kernel_size: 5\r\n",
-      "    stride: 1\r\n",
       "    weight_filler {\r\n",
       "      type: \"xavier\"\r\n",
       "    }\r\n",
-      "    bias_filler {\r\n",
-      "      type: \"constant\"\r\n",
-      "    }\r\n",
       "  }\r\n",
       "}\r\n",
       "layer {\r\n",
       "  type: \"Convolution\"\r\n",
       "  bottom: \"pool1\"\r\n",
       "  top: \"conv2\"\r\n",
-      "  param {\r\n",
-      "    lr_mult: 1\r\n",
-      "  }\r\n",
-      "  param {\r\n",
-      "    lr_mult: 2\r\n",
-      "  }\r\n",
       "  convolution_param {\r\n",
       "    num_output: 50\r\n",
       "    kernel_size: 5\r\n",
-      "    stride: 1\r\n",
       "    weight_filler {\r\n",
       "      type: \"xavier\"\r\n",
       "    }\r\n",
-      "    bias_filler {\r\n",
-      "      type: \"constant\"\r\n",
-      "    }\r\n",
       "  }\r\n",
       "}\r\n",
       "layer {\r\n",
       "  type: \"InnerProduct\"\r\n",
       "  bottom: \"pool2\"\r\n",
       "  top: \"ip1\"\r\n",
-      "  param {\r\n",
-      "    lr_mult: 1\r\n",
-      "  }\r\n",
-      "  param {\r\n",
-      "    lr_mult: 2\r\n",
-      "  }\r\n",
       "  inner_product_param {\r\n",
       "    num_output: 500\r\n",
       "    weight_filler {\r\n",
       "      type: \"xavier\"\r\n",
       "    }\r\n",
-      "    bias_filler {\r\n",
-      "      type: \"constant\"\r\n",
-      "    }\r\n",
       "  }\r\n",
       "}\r\n",
       "layer {\r\n",
       "  type: \"InnerProduct\"\r\n",
       "  bottom: \"ip1\"\r\n",
       "  top: \"ip2\"\r\n",
-      "  param {\r\n",
-      "    lr_mult: 1\r\n",
-      "  }\r\n",
-      "  param {\r\n",
-      "    lr_mult: 2\r\n",
-      "  }\r",
-      "\r\n",
       "  inner_product_param {\r\n",
       "    num_output: 10\r\n",
       "    weight_filler {\r\n",
       "      type: \"xavier\"\r\n",
       "    }\r\n",
-      "    bias_filler {\r\n",
-      "      type: \"constant\"\r\n",
-      "    }\r\n",
-      "  }\r\n",
-      "}\r\n",
-      "layer {\r\n",
-      "  name: \"accuracy\"\r\n",
-      "  type: \"Accuracy\"\r\n",
-      "  bottom: \"ip2\"\r\n",
-      "  bottom: \"label\"\r\n",
-      "  top: \"accuracy\"\r\n",
-      "  include {\r\n",
-      "    phase: TEST\r\n",
       "  }\r\n",
       "}\r\n",
       "layer {\r\n",
     }
    ],
    "source": [
-    "!cat examples/mnist/lenet_train_test.prototxt"
+    "!cat examples/mnist/lenet_auto_train.prototxt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now let's see the learning parameters, which are also written as a `prototxt` file. We're using SGD with momentum, weight decay, and a specific learning rate schedule."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "# The train/test net protocol buffer definition\r\n",
+      "train_net: \"examples/mnist/lenet_auto_train.prototxt\"\r\n",
+      "test_net: \"examples/mnist/lenet_auto_test.prototxt\"\r\n",
+      "# test_iter specifies how many forward passes the test should carry out.\r\n",
+      "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n",
+      "# covering the full 10,000 testing images.\r\n",
+      "test_iter: 100\r\n",
+      "# Carry out testing every 500 training iterations.\r\n",
+      "test_interval: 500\r\n",
+      "# The base learning rate, momentum and the weight decay of the network.\r\n",
+      "base_lr: 0.01\r\n",
+      "momentum: 0.9\r\n",
+      "weight_decay: 0.0005\r\n",
+      "# The learning rate policy\r\n",
+      "lr_policy: \"inv\"\r\n",
+      "gamma: 0.0001\r\n",
+      "power: 0.75\r\n",
+      "# Display every 100 iterations\r\n",
+      "display: 100\r\n",
+      "# The maximum number of iterations\r\n",
+      "max_iter: 10000\r\n",
+      "# snapshot intermediate results\r\n",
+      "snapshot: 5000\r\n",
+      "snapshot_prefix: \"examples/mnist/lenet\"\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!cat examples/mnist/lenet_auto_solver.prototxt"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 7,
    "metadata": {
     "collapsed": true
    },
    "source": [
     "caffe.set_device(0)\n",
     "caffe.set_mode_gpu()\n",
-    "solver = caffe.SGDSolver('examples/mnist/lenet_solver.prototxt')"
+    "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')"
    ]
   },
   {
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false,
     "scrolled": false
        " ('loss', ())]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
        " ('ip2', (10, 500))]"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
     {
      "data": {
       "text/plain": [
-       "{'accuracy': array(0.07000000029802322, dtype=float32),\n",
-       " 'loss': array(2.375746726989746, dtype=float32)}"
+       "{'loss': array(2.301163673400879, dtype=float32)}"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {
     "collapsed": false
    },
        "eU5QDbaKiorKc8L/DzAr6bE92WeRAAAAAElFTkSuQmCC\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x109ed4650>"
+       "<matplotlib.figure.Figure at 0x7f7939901710>"
       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
        "AAAASUVORK5CYII=\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x11d221bd0>"
+       "<matplotlib.figure.Figure at 0x7f7939901490>"
       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "metadata": {
     "collapsed": true
    },
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "metadata": {
     "collapsed": false
    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x123c20e90>"
+       "<matplotlib.image.AxesImage at 0x7f79383819d0>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
      "data": {
       "image/png": [
        "iVBORw0KGgoAAAANSUhEUgAAATQAAAD7CAYAAADkSGhKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
-       "AAALEgAACxIB0t1+/AAAIABJREFUeJztvV2sb0tW3TfX2fvce9tOAxcRXUOLNA04tIksgfhQJCeC\n",
-       "liILy5IdHrDFS3hwIgslThTlwfjFdpKHxJGMkGwJReFDGFk4liI+8mDHuOUo8EAAicSdxIZY3S3R\n",
-       "DnQjpSF033vO2XuflYd75r5jjz3GnLP+++yPe/hPaWnVqrVWrapZVb8aVWvt/972fY+jHe1oR3sV\n",
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       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x122785190>"
+       "<matplotlib.figure.Figure at 0x7f7939901850>"
       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 13 s, sys: 134 ms, total: 13.1 s\n",
-      "Wall time: 13 s\n"
+      "Iteration 0 testing...\n",
+      "Iteration 25 testing...\n",
+      "Iteration 50 testing...\n",
+      "Iteration 75 testing...\n",
+      "Iteration 100 testing...\n",
+      "Iteration 125 testing...\n",
+      "Iteration 150 testing...\n",
+      "Iteration 175 testing...\n",
+      "CPU times: user 12.3 s, sys: 3.96 s, total: 16.2 s\n",
+      "Wall time: 15.7 s\n"
      ]
     }
    ],
    "source": [
     "%%time\n",
     "niter = 200\n",
+    "test_interval = 25\n",
     "# losses will also be stored in the log\n",
     "train_loss = zeros(niter)\n",
+    "test_acc = zeros(int(np.ceil(niter / test_interval)))\n",
     "output = zeros((niter, 8, 10))\n",
     "\n",
     "# the main solver loop\n",
     "    train_loss[it] = solver.net.blobs['loss'].data\n",
     "    \n",
     "    # store the output on the first test batch\n",
-    "    # (start at conv1 to avoid loading new data)\n",
+    "    # (start the forward pass at conv1 to avoid loading new data)\n",
     "    solver.test_nets[0].forward(start='conv1')\n",
-    "    output[it] = solver.test_nets[0].blobs['ip2'].data[:8]"
+    "    output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n",
+    "    \n",
+    "    # run a full test every so often\n",
+    "    # (Caffe can also do this for us and write to a log, but we show here\n",
+    "    #  how to do it directly in Python, where more complicated things are easier.)\n",
+    "    if it % test_interval == 0:\n",
+    "        print 'Iteration', it, 'testing...'\n",
+    "        correct = 0\n",
+    "        for test_it in range(100):\n",
+    "            solver.test_nets[0].forward()\n",
+    "            correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n",
+    "                           == solver.test_nets[0].blobs['label'].data)\n",
+    "        test_acc[it // test_interval] = correct / 1e4"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's plot the train loss. (Normally we should plot the test loss as well, but we're only testing every 500 iterations, and loss drops very quickly for this example.)"
+    "Let's plot the train loss and test accuracy."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 16,
    "metadata": {
     "collapsed": false
    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x123c2ebd0>"
+       "<matplotlib.text.Text at 0x7f793878f490>"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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+       "AAAAAElFTkSuQmCC\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x12276b250>"
+       "<matplotlib.figure.Figure at 0x7f79387025d0>"
       ]
      },
      "metadata": {},
     }
    ],
    "source": [
-    "plot(arange(niter), train_loss)\n",
-    "xlabel('iteration')\n",
-    "ylabel('train loss')"
+    "_, ax1 = subplots()\n",
+    "ax2 = ax1.twinx()\n",
+    "ax1.plot(arange(niter), train_loss)\n",
+    "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n",
+    "ax1.set_xlabel('iteration')\n",
+    "ax1.set_ylabel('train loss')\n",
+    "ax2.set_ylabel('test accuracy')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "It seems to have dropped quickly and coverged (except for stochasticity); hooray!\n",
+    "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n",
     "\n",
     "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 17,
    "metadata": {
     "collapsed": false,
     "scrolled": false
        "WjSakdGi0YyMFo1mZLRoNCPz/yU19i71FpCwAAAAAElFTkSuQmCC\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x123da73d0>"
+       "<matplotlib.figure.Figure at 0x7f7938797710>"
       ]
      },
      "metadata": {},
      "data": {
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       "text/plain": [
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       ]
      },
      "metadata": {},
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       "text/plain": [
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      },
      "metadata": {},
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       "text/plain": [
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       ]
      },
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       ],
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      },
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       ],
       "text/plain": [
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+       "<matplotlib.figure.Figure at 0x7f793811c290>"
       ]
      },
      "metadata": {},
        "YII=\n"
       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
      "data": {
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       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x123187410>"
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       ]
      },
      "metadata": {},
        "T5UJ3wAAAABJRU5ErkJggg==\n"
       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1243d6c90>"
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       ]
      },
      "metadata": {},
      "data": {
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       "text/plain": [
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      },
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
        "SUVORK5CYII=\n"
       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
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       "text/plain": [
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       ]
      },
      "metadata": {},
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
      "data": {
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false,
     "scrolled": false
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
      "data": {
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       "text/plain": [
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       ]
      },
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       ],
       "text/plain": [
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      },
      "metadata": {},
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       "text/plain": [
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
        "YII=\n"
       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
      "data": {
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       ],
       "text/plain": [
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       ]
      },
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       ],
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       "text/plain": [
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      },
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      },
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       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x1249e5110>"
+       "<matplotlib.figure.Figure at 0x7d792b06c950>"
       ]
      },
      "metadata": {},
        "SUVORK5CYII=\n"
       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
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       ],
       "text/plain": [
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       ]
      },
      "metadata": {},
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       ],
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x124a05cd0>"
+       "<matplotlib.figure.Figure at 0x7d792baffb50>"
       ]
      },
      "metadata": {},
   }
  ],
  "metadata": {
+  "description": "Define, train, and test the classic LeNet with the Python interface.",
+  "example_name": "Learning LeNet",
+  "include_in_docs": true,
   "kernelspec": {
    "display_name": "Python 2",
    "language": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
    "version": "2.7.9"
-  }
+  },
+  "priority": 2
  },
  "nbformat": 4,
  "nbformat_minor": 0
diff --git a/examples/02-brewing-logreg.ipynb b/examples/02-brewing-logreg.ipynb
new file mode 100644 (file)
index 0000000..d36871f
--- /dev/null
@@ -0,0 +1,5771 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Brewing Logistic Regression then Going Deeper\n",
+    "\n",
+    "While Caffe is made for deep networks it can likewise represent \"shallow\" models like logistic regression for classification. We'll do simple logistic regression on synthetic data that we'll generate and save to HDF5 to feed vectors to Caffe. Once that model is done, we'll add layers to improve accuracy. That's what Caffe is about: define a model, experiment, and then deploy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import os\n",
+    "os.chdir('..')\n",
+    "\n",
+    "import sys\n",
+    "sys.path.insert(0, './python')\n",
+    "import caffe\n",
+    "\n",
+    "\n",
+    "import os\n",
+    "import h5py\n",
+    "import shutil\n",
+    "import tempfile\n",
+    "\n",
+    "import sklearn\n",
+    "import sklearn.datasets\n",
+    "import sklearn.linear_model\n",
+    "\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Synthesize a dataset of 10,000 4-vectors for binary classification with 2 informative features and 2 noise features."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": [
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+       "1/2xWHhEpBaoNcYcFhEvcBB4j3WvL31EpNAYMy0iDuBF4PeNMS/mul/5gOUZyR/2AOeMMV3GmATw\n",
+       "HeBnc9wniwXGGLMPmMh1PywWD2PMkDHmcOb7ENAO1Oe2VxaLgTFmOvOtC616O57D7uQVljGSPzQA\n",
+       "vTN+7sscs7CwWKKISCuwHXg1tz2xWAxExCYih4Fh4FljzMlc9ylfsIyR/MHaL7OwWEZktmi+D/xO\n",
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+       "QeA/gF257ku+YBkj+cMBYLWItIqIC3g/8MMc98nCwiLLiIgA/wScNMb8ba77Y7E4iEiliPgy3xcA\n",
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+       "152yWHDqgGcyMSOvAv9ujHk6x33KG6zUXgsLCwsLC4ucYnlGLCwsLCwsLHKKZYxYWFhYWFhY5BTL\n",
+       "GLGwsLCwsLDIKZYxYmFhYWFhYZFTLGPEwsLCwsLCIqdYxoiFhYWFhYVFTrGMEQsLCwsLC4ucYhkj\n",
+       "FhYWFhYWFjnl/wPBByFp6Gp27QAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x11dbd0090>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X, y = sklearn.datasets.make_classification(\n",
+    "    n_samples=10000, n_features=4, n_redundant=0, n_informative=2, \n",
+    "    n_clusters_per_class=2, hypercube=False, random_state=0\n",
+    ")\n",
+    "\n",
+    "# Split into train and test\n",
+    "X, Xt, y, yt = sklearn.cross_validation.train_test_split(X, y)\n",
+    "\n",
+    "# Visualize sample of the data\n",
+    "ind = np.random.permutation(X.shape[0])[:1000]\n",
+    "df = pd.DataFrame(X[ind])\n",
+    "_ = pd.scatter_matrix(df, figsize=(9, 9), diagonal='kde', marker='o', s=40, alpha=.4, c=y[ind])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Learn and evaluate scikit-learn's logistic regression with stochastic gradient descent (SGD) training. Time and check the classifier's accuracy."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.783\n",
+      "Accuracy: 0.783\n",
+      "Accuracy: 0.783\n",
+      "Accuracy: 0.783\n",
+      "1 loops, best of 3: 508 ms per loop\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit\n",
+    "# Train and test the scikit-learn SGD logistic regression.\n",
+    "clf = sklearn.linear_model.SGDClassifier(\n",
+    "    loss='log', n_iter=1000, penalty='l2', alpha=1e-3, class_weight='auto')\n",
+    "\n",
+    "clf.fit(X, y)\n",
+    "yt_pred = clf.predict(Xt)\n",
+    "print('Accuracy: {:.3f}'.format(sklearn.metrics.accuracy_score(yt, yt_pred)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Save the dataset to HDF5 for loading in Caffe."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# Write out the data to HDF5 files in a temp directory.\n",
+    "# This file is assumed to be caffe_root/examples/hdf5_classification.ipynb\n",
+    "dirname = os.path.abspath('./examples/hdf5_classification/data')\n",
+    "if not os.path.exists(dirname):\n",
+    "    os.makedirs(dirname)\n",
+    "\n",
+    "train_filename = os.path.join(dirname, 'train.h5')\n",
+    "test_filename = os.path.join(dirname, 'test.h5')\n",
+    "\n",
+    "# HDF5DataLayer source should be a file containing a list of HDF5 filenames.\n",
+    "# To show this off, we'll list the same data file twice.\n",
+    "with h5py.File(train_filename, 'w') as f:\n",
+    "    f['data'] = X\n",
+    "    f['label'] = y.astype(np.float32)\n",
+    "with open(os.path.join(dirname, 'train.txt'), 'w') as f:\n",
+    "    f.write(train_filename + '\\n')\n",
+    "    f.write(train_filename + '\\n')\n",
+    "    \n",
+    "# HDF5 is pretty efficient, but can be further compressed.\n",
+    "comp_kwargs = {'compression': 'gzip', 'compression_opts': 1}\n",
+    "with h5py.File(test_filename, 'w') as f:\n",
+    "    f.create_dataset('data', data=Xt, **comp_kwargs)\n",
+    "    f.create_dataset('label', data=yt.astype(np.float32), **comp_kwargs)\n",
+    "with open(os.path.join(dirname, 'test.txt'), 'w') as f:\n",
+    "    f.write(test_filename + '\\n')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's define logistic regression in Caffe through Python net specification. This is a quick and natural way to define nets that sidesteps manually editing the protobuf model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "from caffe import layers as L\n",
+    "from caffe import params as P\n",
+    "\n",
+    "def logreg(hdf5, batch_size):\n",
+    "    # logistic regression: data, matrix multiplication, and 2-class softmax loss\n",
+    "    n = caffe.NetSpec()\n",
+    "    n.data, n.label = L.HDF5Data(batch_size=batch_size, source=hdf5, ntop=2)\n",
+    "    n.ip1 = L.InnerProduct(n.data, num_output=2, weight_filler=dict(type='xavier'))\n",
+    "    n.accuracy = L.Accuracy(n.ip1, n.label)\n",
+    "    n.loss = L.SoftmaxWithLoss(n.ip1, n.label)\n",
+    "    return n.to_proto()\n",
+    "    \n",
+    "with open('examples/hdf5_classification/logreg_auto_train.prototxt', 'w') as f:\n",
+    "    f.write(str(logreg('examples/hdf5_classification/data/train.txt', 10)))\n",
+    "    \n",
+    "with open('examples/hdf5_classification/logreg_auto_test.prototxt', 'w') as f:\n",
+    "    f.write(str(logreg('examples/hdf5_classification/data/test.txt', 10)))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Time to learn and evaluate our Caffeinated logistic regression in Python."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.782\n",
+      "Accuracy: 0.782\n",
+      "Accuracy: 0.782\n",
+      "Accuracy: 0.782\n",
+      "1 loops, best of 3: 287 ms per loop\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit\n",
+    "caffe.set_mode_cpu()\n",
+    "solver = caffe.get_solver('examples/hdf5_classification/solver.prototxt')\n",
+    "solver.solve()\n",
+    "\n",
+    "accuracy = 0\n",
+    "batch_size = solver.test_nets[0].blobs['data'].num\n",
+    "test_iters = int(len(Xt) / batch_size)\n",
+    "for i in range(test_iters):\n",
+    "    solver.test_nets[0].forward()\n",
+    "    accuracy += solver.test_nets[0].blobs['accuracy'].data\n",
+    "accuracy /= test_iters\n",
+    "\n",
+    "print(\"Accuracy: {:.3f}\".format(accuracy))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Do the same through the command line interface for detailed output on the model and solving."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "I0318 00:58:32.322571 2013098752 caffe.cpp:117] Use CPU.\n",
+      "I0318 00:58:32.643163 2013098752 caffe.cpp:121] Starting Optimization\n",
+      "I0318 00:58:32.643229 2013098752 solver.cpp:32] Initializing solver from parameters: \n",
+      "train_net: \"examples/hdf5_classification/logreg_auto_train.prototxt\"\n",
+      "test_net: \"examples/hdf5_classification/logreg_auto_test.prototxt\"\n",
+      "test_iter: 250\n",
+      "test_interval: 1000\n",
+      "base_lr: 0.01\n",
+      "display: 1000\n",
+      "max_iter: 10000\n",
+      "lr_policy: \"step\"\n",
+      "gamma: 0.1\n",
+      "momentum: 0.9\n",
+      "weight_decay: 0.0005\n",
+      "stepsize: 5000\n",
+      "snapshot: 10000\n",
+      "snapshot_prefix: \"examples/hdf5_classification/data/train\"\n",
+      "solver_mode: CPU\n",
+      "I0318 00:58:32.643333 2013098752 solver.cpp:61] Creating training net from train_net file: examples/hdf5_classification/logreg_auto_train.prototxt\n",
+      "I0318 00:58:32.643465 2013098752 net.cpp:42] Initializing net from parameters: \n",
+      "state {\n",
+      "  phase: TRAIN\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"data\"\n",
+      "  type: \"HDF5Data\"\n",
+      "  top: \"data\"\n",
+      "  top: \"label\"\n",
+      "  hdf5_data_param {\n",
+      "    source: \"examples/hdf5_classification/data/train.txt\"\n",
+      "    batch_size: 10\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"ip1\"\n",
+      "  type: \"InnerProduct\"\n",
+      "  bottom: \"data\"\n",
+      "  top: \"ip1\"\n",
+      "  inner_product_param {\n",
+      "    num_output: 2\n",
+      "    weight_filler {\n",
+      "      type: \"xavier\"\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"accuracy\"\n",
+      "  type: \"Accuracy\"\n",
+      "  bottom: \"ip1\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"accuracy\"\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"loss\"\n",
+      "  type: \"SoftmaxWithLoss\"\n",
+      "  bottom: \"ip1\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"loss\"\n",
+      "}\n",
+      "I0318 00:58:32.644197 2013098752 layer_factory.hpp:74] Creating layer data\n",
+      "I0318 00:58:32.644219 2013098752 net.cpp:84] Creating Layer data\n",
+      "I0318 00:58:32.644230 2013098752 net.cpp:338] data -> data\n",
+      "I0318 00:58:32.644256 2013098752 net.cpp:338] data -> label\n",
+      "I0318 00:58:32.644269 2013098752 net.cpp:113] Setting up data\n",
+      "I0318 00:58:32.644278 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/train.txt\n",
+      "I0318 00:58:32.644327 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n",
+      "I0318 00:58:32.646458 2013098752 net.cpp:120] Top shape: 10 4 (40)\n",
+      "I0318 00:58:32.646502 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:32.646518 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n",
+      "I0318 00:58:32.646538 2013098752 net.cpp:84] Creating Layer label_data_1_split\n",
+      "I0318 00:58:32.646546 2013098752 net.cpp:380] label_data_1_split <- label\n",
+      "I0318 00:58:32.646556 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n",
+      "I0318 00:58:32.646569 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n",
+      "I0318 00:58:32.646579 2013098752 net.cpp:113] Setting up label_data_1_split\n",
+      "I0318 00:58:32.646586 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:32.646595 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:32.646601 2013098752 layer_factory.hpp:74] Creating layer ip1\n",
+      "I0318 00:58:32.646615 2013098752 net.cpp:84] Creating Layer ip1\n",
+      "I0318 00:58:32.646622 2013098752 net.cpp:380] ip1 <- data\n",
+      "I0318 00:58:32.646664 2013098752 net.cpp:338] ip1 -> ip1\n",
+      "I0318 00:58:32.646689 2013098752 net.cpp:113] Setting up ip1\n",
+      "I0318 00:58:32.652330 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:32.652371 2013098752 layer_factory.hpp:74] Creating layer ip1_ip1_0_split\n",
+      "I0318 00:58:32.652393 2013098752 net.cpp:84] Creating Layer ip1_ip1_0_split\n",
+      "I0318 00:58:32.652407 2013098752 net.cpp:380] ip1_ip1_0_split <- ip1\n",
+      "I0318 00:58:32.652421 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_0\n",
+      "I0318 00:58:32.652467 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_1\n",
+      "I0318 00:58:32.652480 2013098752 net.cpp:113] Setting up ip1_ip1_0_split\n",
+      "I0318 00:58:32.652489 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:32.652498 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:32.652505 2013098752 layer_factory.hpp:74] Creating layer accuracy\n",
+      "I0318 00:58:32.652521 2013098752 net.cpp:84] Creating Layer accuracy\n",
+      "I0318 00:58:32.652534 2013098752 net.cpp:380] accuracy <- ip1_ip1_0_split_0\n",
+      "I0318 00:58:32.652545 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n",
+      "I0318 00:58:32.652562 2013098752 net.cpp:338] accuracy -> accuracy\n",
+      "I0318 00:58:32.652577 2013098752 net.cpp:113] Setting up accuracy\n",
+      "I0318 00:58:32.652590 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:32.652642 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:32.652655 2013098752 net.cpp:84] Creating Layer loss\n",
+      "I0318 00:58:32.652663 2013098752 net.cpp:380] loss <- ip1_ip1_0_split_1\n",
+      "I0318 00:58:32.652672 2013098752 net.cpp:380] loss <- label_data_1_split_1\n",
+      "I0318 00:58:32.652679 2013098752 net.cpp:338] loss -> loss\n",
+      "I0318 00:58:32.652689 2013098752 net.cpp:113] Setting up loss\n",
+      "I0318 00:58:32.652701 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:32.652716 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:32.652724 2013098752 net.cpp:122]     with loss weight 1\n",
+      "I0318 00:58:32.652740 2013098752 net.cpp:167] loss needs backward computation.\n",
+      "I0318 00:58:32.652746 2013098752 net.cpp:169] accuracy does not need backward computation.\n",
+      "I0318 00:58:32.652753 2013098752 net.cpp:167] ip1_ip1_0_split needs backward computation.\n",
+      "I0318 00:58:32.652760 2013098752 net.cpp:167] ip1 needs backward computation.\n",
+      "I0318 00:58:32.652786 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n",
+      "I0318 00:58:32.652801 2013098752 net.cpp:169] data does not need backward computation.\n",
+      "I0318 00:58:32.652808 2013098752 net.cpp:205] This network produces output accuracy\n",
+      "I0318 00:58:32.652815 2013098752 net.cpp:205] This network produces output loss\n",
+      "I0318 00:58:32.652825 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
+      "I0318 00:58:32.652833 2013098752 net.cpp:217] Network initialization done.\n",
+      "I0318 00:58:32.652839 2013098752 net.cpp:218] Memory required for data: 528\n",
+      "I0318 00:58:32.652964 2013098752 solver.cpp:154] Creating test net (#0) specified by test_net file: examples/hdf5_classification/logreg_auto_test.prototxt\n",
+      "I0318 00:58:32.652986 2013098752 net.cpp:42] Initializing net from parameters: \n",
+      "state {\n",
+      "  phase: TEST\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"data\"\n",
+      "  type: \"HDF5Data\"\n",
+      "  top: \"data\"\n",
+      "  top: \"label\"\n",
+      "  hdf5_data_param {\n",
+      "    source: \"examples/hdf5_classification/data/test.txt\"\n",
+      "    batch_size: 10\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"ip1\"\n",
+      "  type: \"InnerProduct\"\n",
+      "  bottom: \"data\"\n",
+      "  top: \"ip1\"\n",
+      "  inner_product_param {\n",
+      "    num_output: 2\n",
+      "    weight_filler {\n",
+      "      type: \"xavier\"\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"accuracy\"\n",
+      "  type: \"Accuracy\"\n",
+      "  bottom: \"ip1\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"accuracy\"\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"loss\"\n",
+      "  type: \"SoftmaxWithLoss\"\n",
+      "  bottom: \"ip1\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"loss\"\n",
+      "}\n",
+      "I0318 00:58:32.653069 2013098752 layer_factory.hpp:74] Creating layer data\n",
+      "I0318 00:58:32.653080 2013098752 net.cpp:84] Creating Layer data\n",
+      "I0318 00:58:32.653090 2013098752 net.cpp:338] data -> data\n",
+      "I0318 00:58:32.653128 2013098752 net.cpp:338] data -> label\n",
+      "I0318 00:58:32.653146 2013098752 net.cpp:113] Setting up data\n",
+      "I0318 00:58:32.653154 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/test.txt\n",
+      "I0318 00:58:32.653192 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n",
+      "I0318 00:58:32.654850 2013098752 net.cpp:120] Top shape: 10 4 (40)\n",
+      "I0318 00:58:32.654897 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:32.654914 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n",
+      "I0318 00:58:32.654933 2013098752 net.cpp:84] Creating Layer label_data_1_split\n",
+      "I0318 00:58:32.654943 2013098752 net.cpp:380] label_data_1_split <- label\n",
+      "I0318 00:58:32.654953 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n",
+      "I0318 00:58:32.654966 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n",
+      "I0318 00:58:32.654976 2013098752 net.cpp:113] Setting up label_data_1_split\n",
+      "I0318 00:58:32.654985 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:32.654992 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:32.655000 2013098752 layer_factory.hpp:74] Creating layer ip1\n",
+      "I0318 00:58:32.655010 2013098752 net.cpp:84] Creating Layer ip1\n",
+      "I0318 00:58:32.655017 2013098752 net.cpp:380] ip1 <- data\n",
+      "I0318 00:58:32.655030 2013098752 net.cpp:338] ip1 -> ip1\n",
+      "I0318 00:58:32.655041 2013098752 net.cpp:113] Setting up ip1\n",
+      "I0318 00:58:32.655061 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:32.655072 2013098752 layer_factory.hpp:74] Creating layer ip1_ip1_0_split\n",
+      "I0318 00:58:32.655148 2013098752 net.cpp:84] Creating Layer ip1_ip1_0_split\n",
+      "I0318 00:58:32.655159 2013098752 net.cpp:380] ip1_ip1_0_split <- ip1\n",
+      "I0318 00:58:32.655170 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_0\n",
+      "I0318 00:58:32.655180 2013098752 net.cpp:338] ip1_ip1_0_split -> ip1_ip1_0_split_1\n",
+      "I0318 00:58:32.655190 2013098752 net.cpp:113] Setting up ip1_ip1_0_split\n",
+      "I0318 00:58:32.655199 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:32.655206 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:32.655213 2013098752 layer_factory.hpp:74] Creating layer accuracy\n",
+      "I0318 00:58:32.655223 2013098752 net.cpp:84] Creating Layer accuracy\n",
+      "I0318 00:58:32.655230 2013098752 net.cpp:380] accuracy <- ip1_ip1_0_split_0\n",
+      "I0318 00:58:32.655237 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n",
+      "I0318 00:58:32.655251 2013098752 net.cpp:338] accuracy -> accuracy\n",
+      "I0318 00:58:32.655259 2013098752 net.cpp:113] Setting up accuracy\n",
+      "I0318 00:58:32.655267 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:32.655340 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:32.655354 2013098752 net.cpp:84] Creating Layer loss\n",
+      "I0318 00:58:32.655361 2013098752 net.cpp:380] loss <- ip1_ip1_0_split_1\n",
+      "I0318 00:58:32.655369 2013098752 net.cpp:380] loss <- label_data_1_split_1\n",
+      "I0318 00:58:32.655378 2013098752 net.cpp:338] loss -> loss\n",
+      "I0318 00:58:32.655388 2013098752 net.cpp:113] Setting up loss\n",
+      "I0318 00:58:32.655397 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:32.655414 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:32.655422 2013098752 net.cpp:122]     with loss weight 1\n",
+      "I0318 00:58:32.655438 2013098752 net.cpp:167] loss needs backward computation.\n",
+      "I0318 00:58:32.655446 2013098752 net.cpp:169] accuracy does not need backward computation.\n",
+      "I0318 00:58:32.655455 2013098752 net.cpp:167] ip1_ip1_0_split needs backward computation.\n",
+      "I0318 00:58:32.655462 2013098752 net.cpp:167] ip1 needs backward computation.\n",
+      "I0318 00:58:32.655469 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n",
+      "I0318 00:58:32.655477 2013098752 net.cpp:169] data does not need backward computation.\n",
+      "I0318 00:58:32.655483 2013098752 net.cpp:205] This network produces output accuracy\n",
+      "I0318 00:58:32.655489 2013098752 net.cpp:205] This network produces output loss\n",
+      "I0318 00:58:32.655503 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
+      "I0318 00:58:32.655511 2013098752 net.cpp:217] Network initialization done.\n",
+      "I0318 00:58:32.655517 2013098752 net.cpp:218] Memory required for data: 528\n",
+      "I0318 00:58:32.655547 2013098752 solver.cpp:42] Solver scaffolding done.\n",
+      "I0318 00:58:32.655567 2013098752 solver.cpp:222] Solving \n",
+      "I0318 00:58:32.655575 2013098752 solver.cpp:223] Learning Rate Policy: step\n",
+      "I0318 00:58:32.655583 2013098752 solver.cpp:266] Iteration 0, Testing net (#0)\n",
+      "I0318 00:58:32.683643 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.3736\n",
+      "I0318 00:58:32.683686 2013098752 solver.cpp:315]     Test net output #1: loss = 1.00555 (* 1 = 1.00555 loss)\n",
+      "I0318 00:58:32.683846 2013098752 solver.cpp:189] Iteration 0, loss = 0.869394\n",
+      "I0318 00:58:32.683861 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.3\n",
+      "I0318 00:58:32.683871 2013098752 solver.cpp:204]     Train net output #1: loss = 0.869394 (* 1 = 0.869394 loss)\n",
+      "I0318 00:58:32.683883 2013098752 solver.cpp:464] Iteration 0, lr = 0.01\n",
+      "I0318 00:58:32.698721 2013098752 solver.cpp:266] Iteration 1000, Testing net (#0)\n",
+      "I0318 00:58:32.701917 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7848\n",
+      "I0318 00:58:32.701961 2013098752 solver.cpp:315]     Test net output #1: loss = 0.590972 (* 1 = 0.590972 loss)\n",
+      "I0318 00:58:32.702014 2013098752 solver.cpp:189] Iteration 1000, loss = 0.54742\n",
+      "I0318 00:58:32.702029 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.7\n",
+      "I0318 00:58:32.702041 2013098752 solver.cpp:204]     Train net output #1: loss = 0.54742 (* 1 = 0.54742 loss)\n",
+      "I0318 00:58:32.702051 2013098752 solver.cpp:464] Iteration 1000, lr = 0.01\n",
+      "I0318 00:58:32.718360 2013098752 solver.cpp:266] Iteration 2000, Testing net (#0)\n",
+      "I0318 00:58:32.721529 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7696\n",
+      "I0318 00:58:32.721562 2013098752 solver.cpp:315]     Test net output #1: loss = 0.593946 (* 1 = 0.593946 loss)\n",
+      "I0318 00:58:32.721593 2013098752 solver.cpp:189] Iteration 2000, loss = 0.729569\n",
+      "I0318 00:58:32.721603 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.5\n",
+      "I0318 00:58:32.721613 2013098752 solver.cpp:204]     Train net output #1: loss = 0.729569 (* 1 = 0.729569 loss)\n",
+      "I0318 00:58:32.721622 2013098752 solver.cpp:464] Iteration 2000, lr = 0.01\n",
+      "I0318 00:58:32.740182 2013098752 solver.cpp:266] Iteration 3000, Testing net (#0)\n",
+      "I0318 00:58:32.743494 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.77\n",
+      "I0318 00:58:32.743544 2013098752 solver.cpp:315]     Test net output #1: loss = 0.591229 (* 1 = 0.591229 loss)\n",
+      "I0318 00:58:32.744209 2013098752 solver.cpp:189] Iteration 3000, loss = 0.406097\n",
+      "I0318 00:58:32.744231 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.8\n",
+      "I0318 00:58:32.744249 2013098752 solver.cpp:204]     Train net output #1: loss = 0.406096 (* 1 = 0.406096 loss)\n",
+      "I0318 00:58:32.744266 2013098752 solver.cpp:464] Iteration 3000, lr = 0.01\n",
+      "I0318 00:58:32.764135 2013098752 solver.cpp:266] Iteration 4000, Testing net (#0)\n",
+      "I0318 00:58:32.769110 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7848\n",
+      "I0318 00:58:32.769170 2013098752 solver.cpp:315]     Test net output #1: loss = 0.590972 (* 1 = 0.590972 loss)\n",
+      "I0318 00:58:32.769223 2013098752 solver.cpp:189] Iteration 4000, loss = 0.54742\n",
+      "I0318 00:58:32.769242 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.7\n",
+      "I0318 00:58:32.769255 2013098752 solver.cpp:204]     Train net output #1: loss = 0.54742 (* 1 = 0.54742 loss)\n",
+      "I0318 00:58:32.769265 2013098752 solver.cpp:464] Iteration 4000, lr = 0.01\n",
+      "I0318 00:58:32.785846 2013098752 solver.cpp:266] Iteration 5000, Testing net (#0)\n",
+      "I0318 00:58:32.788722 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7696\n",
+      "I0318 00:58:32.788751 2013098752 solver.cpp:315]     Test net output #1: loss = 0.593946 (* 1 = 0.593946 loss)\n",
+      "I0318 00:58:32.788811 2013098752 solver.cpp:189] Iteration 5000, loss = 0.72957\n",
+      "I0318 00:58:32.788833 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.5\n",
+      "I0318 00:58:32.788846 2013098752 solver.cpp:204]     Train net output #1: loss = 0.729569 (* 1 = 0.729569 loss)\n",
+      "I0318 00:58:32.788856 2013098752 solver.cpp:464] Iteration 5000, lr = 0.001\n",
+      "I0318 00:58:32.804762 2013098752 solver.cpp:266] Iteration 6000, Testing net (#0)\n",
+      "I0318 00:58:32.808061 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7856\n",
+      "I0318 00:58:32.808112 2013098752 solver.cpp:315]     Test net output #1: loss = 0.59028 (* 1 = 0.59028 loss)\n",
+      "I0318 00:58:32.808732 2013098752 solver.cpp:189] Iteration 6000, loss = 0.415444\n",
+      "I0318 00:58:32.808753 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:32.808773 2013098752 solver.cpp:204]     Train net output #1: loss = 0.415444 (* 1 = 0.415444 loss)\n",
+      "I0318 00:58:32.808786 2013098752 solver.cpp:464] Iteration 6000, lr = 0.001\n",
+      "I0318 00:58:32.827118 2013098752 solver.cpp:266] Iteration 7000, Testing net (#0)\n",
+      "I0318 00:58:32.831614 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7848\n",
+      "I0318 00:58:32.831657 2013098752 solver.cpp:315]     Test net output #1: loss = 0.589454 (* 1 = 0.589454 loss)\n",
+      "I0318 00:58:32.831707 2013098752 solver.cpp:189] Iteration 7000, loss = 0.538038\n",
+      "I0318 00:58:32.831728 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.8\n",
+      "I0318 00:58:32.831745 2013098752 solver.cpp:204]     Train net output #1: loss = 0.538037 (* 1 = 0.538037 loss)\n",
+      "I0318 00:58:32.831759 2013098752 solver.cpp:464] Iteration 7000, lr = 0.001\n",
+      "I0318 00:58:32.849634 2013098752 solver.cpp:266] Iteration 8000, Testing net (#0)\n",
+      "I0318 00:58:32.852712 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7796\n",
+      "I0318 00:58:32.852748 2013098752 solver.cpp:315]     Test net output #1: loss = 0.589365 (* 1 = 0.589365 loss)\n",
+      "I0318 00:58:32.852792 2013098752 solver.cpp:189] Iteration 8000, loss = 0.684219\n",
+      "I0318 00:58:32.852840 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.5\n",
+      "I0318 00:58:32.852852 2013098752 solver.cpp:204]     Train net output #1: loss = 0.684219 (* 1 = 0.684219 loss)\n",
+      "I0318 00:58:32.852861 2013098752 solver.cpp:464] Iteration 8000, lr = 0.001\n",
+      "I0318 00:58:32.868440 2013098752 solver.cpp:266] Iteration 9000, Testing net (#0)\n",
+      "I0318 00:58:32.871438 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.7816\n",
+      "I0318 00:58:32.871461 2013098752 solver.cpp:315]     Test net output #1: loss = 0.589656 (* 1 = 0.589656 loss)\n",
+      "I0318 00:58:32.872109 2013098752 solver.cpp:189] Iteration 9000, loss = 0.421879\n",
+      "I0318 00:58:32.872131 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:32.872143 2013098752 solver.cpp:204]     Train net output #1: loss = 0.421879 (* 1 = 0.421879 loss)\n",
+      "I0318 00:58:32.872153 2013098752 solver.cpp:464] Iteration 9000, lr = 0.001\n",
+      "I0318 00:58:32.889981 2013098752 solver.cpp:334] Snapshotting to examples/hdf5_classification/data/train_iter_10000.caffemodel\n",
+      "I0318 00:58:32.890224 2013098752 solver.cpp:342] Snapshotting solver state to examples/hdf5_classification/data/train_iter_10000.solverstate\n",
+      "I0318 00:58:32.890362 2013098752 solver.cpp:248] Iteration 10000, loss = 0.538933\n",
+      "I0318 00:58:32.890380 2013098752 solver.cpp:266] Iteration 10000, Testing net (#0)\n",
+      "I0318 00:58:32.893728 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.782\n",
+      "I0318 00:58:32.893757 2013098752 solver.cpp:315]     Test net output #1: loss = 0.589366 (* 1 = 0.589366 loss)\n",
+      "I0318 00:58:32.893775 2013098752 solver.cpp:253] Optimization Done.\n",
+      "I0318 00:58:32.893786 2013098752 caffe.cpp:134] Optimization Done.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!./build/tools/caffe train -solver examples/hdf5_classification/solver.prototxt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "If you look at output or the `logreg_auto_train.prototxt`, you'll see that the model is simple logistic regression.\n",
+    "We can make it a little more advanced by introducing a non-linearity between weights that take the input and weights that give the output -- now we have a two-layer network.\n",
+    "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_solver.prototxt` which we will now use.\n",
+    "\n",
+    "The final accuracy of the new network should be higher than logistic regression!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from caffe import layers as L\n",
+    "from caffe import params as P\n",
+    "\n",
+    "def nonlinear_net(hdf5, batch_size):\n",
+    "    # one small nonlinearity, one leap for model kind\n",
+    "    n = caffe.NetSpec()\n",
+    "    n.data, n.label = L.HDF5Data(batch_size=batch_size, source=hdf5, ntop=2)\n",
+    "    # define a hidden layer of dimension 40\n",
+    "    n.ip1 = L.InnerProduct(n.data, num_output=40, weight_filler=dict(type='xavier'))\n",
+    "    # transform the output through the ReLU (rectified linear) non-linearity\n",
+    "    n.relu1 = L.ReLU(n.ip1, in_place=True)\n",
+    "    # score the (now non-linear) features\n",
+    "    n.ip2 = L.InnerProduct(n.ip1, num_output=2, weight_filler=dict(type='xavier'))\n",
+    "    # same accuracy and loss as before\n",
+    "    n.accuracy = L.Accuracy(n.ip2, n.label)\n",
+    "    n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n",
+    "    return n.to_proto()\n",
+    "    \n",
+    "with open('examples/hdf5_classification/nonlinear_auto_train.prototxt', 'w') as f:\n",
+    "    f.write(str(nonlinear_net('examples/hdf5_classification/data/train.txt', 10)))\n",
+    "    \n",
+    "with open('examples/hdf5_classification/nonlinear_auto_test.prototxt', 'w') as f:\n",
+    "    f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy: 0.832\n",
+      "Accuracy: 0.832\n",
+      "Accuracy: 0.832\n",
+      "Accuracy: 0.831\n",
+      "1 loops, best of 3: 386 ms per loop\n"
+     ]
+    }
+   ],
+   "source": [
+    "%%timeit\n",
+    "caffe.set_mode_cpu()\n",
+    "solver = caffe.get_solver('examples/hdf5_classification/nonlinear_solver.prototxt')\n",
+    "solver.solve()\n",
+    "\n",
+    "accuracy = 0\n",
+    "batch_size = solver.test_nets[0].blobs['data'].num\n",
+    "test_iters = int(len(Xt) / batch_size)\n",
+    "for i in range(test_iters):\n",
+    "    solver.test_nets[0].forward()\n",
+    "    accuracy += solver.test_nets[0].blobs['accuracy'].data\n",
+    "accuracy /= test_iters\n",
+    "\n",
+    "print(\"Accuracy: {:.3f}\".format(accuracy))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Do the same through the command line interface for detailed output on the model and solving."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "I0318 00:58:43.336922 2013098752 caffe.cpp:117] Use CPU.\n",
+      "I0318 00:58:43.654698 2013098752 caffe.cpp:121] Starting Optimization\n",
+      "I0318 00:58:43.654747 2013098752 solver.cpp:32] Initializing solver from parameters: \n",
+      "train_net: \"examples/hdf5_classification/nonlinear_auto_train.prototxt\"\n",
+      "test_net: \"examples/hdf5_classification/nonlinear_auto_test.prototxt\"\n",
+      "test_iter: 250\n",
+      "test_interval: 1000\n",
+      "base_lr: 0.01\n",
+      "display: 1000\n",
+      "max_iter: 10000\n",
+      "lr_policy: \"step\"\n",
+      "gamma: 0.1\n",
+      "momentum: 0.9\n",
+      "weight_decay: 0.0005\n",
+      "stepsize: 5000\n",
+      "snapshot: 10000\n",
+      "snapshot_prefix: \"examples/hdf5_classification/data/train\"\n",
+      "solver_mode: CPU\n",
+      "I0318 00:58:43.654855 2013098752 solver.cpp:61] Creating training net from train_net file: examples/hdf5_classification/nonlinear_auto_train.prototxt\n",
+      "I0318 00:58:43.655004 2013098752 net.cpp:42] Initializing net from parameters: \n",
+      "state {\n",
+      "  phase: TRAIN\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"data\"\n",
+      "  type: \"HDF5Data\"\n",
+      "  top: \"data\"\n",
+      "  top: \"label\"\n",
+      "  hdf5_data_param {\n",
+      "    source: \"examples/hdf5_classification/data/train.txt\"\n",
+      "    batch_size: 10\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"ip1\"\n",
+      "  type: \"InnerProduct\"\n",
+      "  bottom: \"data\"\n",
+      "  top: \"ip1\"\n",
+      "  inner_product_param {\n",
+      "    num_output: 40\n",
+      "    weight_filler {\n",
+      "      type: \"xavier\"\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"relu1\"\n",
+      "  type: \"ReLU\"\n",
+      "  bottom: \"ip1\"\n",
+      "  top: \"ip1\"\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"ip2\"\n",
+      "  type: \"InnerProduct\"\n",
+      "  bottom: \"ip1\"\n",
+      "  top: \"ip2\"\n",
+      "  inner_product_param {\n",
+      "    num_output: 2\n",
+      "    weight_filler {\n",
+      "      type: \"xavier\"\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"accuracy\"\n",
+      "  type: \"Accuracy\"\n",
+      "  bottom: \"ip2\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"accuracy\"\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"loss\"\n",
+      "  type: \"SoftmaxWithLoss\"\n",
+      "  bottom: \"ip2\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"loss\"\n",
+      "}\n",
+      "I0318 00:58:43.655120 2013098752 layer_factory.hpp:74] Creating layer data\n",
+      "I0318 00:58:43.655139 2013098752 net.cpp:84] Creating Layer data\n",
+      "I0318 00:58:43.655264 2013098752 net.cpp:338] data -> data\n",
+      "I0318 00:58:43.655297 2013098752 net.cpp:338] data -> label\n",
+      "I0318 00:58:43.655310 2013098752 net.cpp:113] Setting up data\n",
+      "I0318 00:58:43.655318 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/train.txt\n",
+      "I0318 00:58:43.655365 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n",
+      "I0318 00:58:43.657317 2013098752 net.cpp:120] Top shape: 10 4 (40)\n",
+      "I0318 00:58:43.657342 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:43.657356 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n",
+      "I0318 00:58:43.657373 2013098752 net.cpp:84] Creating Layer label_data_1_split\n",
+      "I0318 00:58:43.657384 2013098752 net.cpp:380] label_data_1_split <- label\n",
+      "I0318 00:58:43.657395 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n",
+      "I0318 00:58:43.657407 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n",
+      "I0318 00:58:43.657418 2013098752 net.cpp:113] Setting up label_data_1_split\n",
+      "I0318 00:58:43.657426 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:43.657433 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:43.657441 2013098752 layer_factory.hpp:74] Creating layer ip1\n",
+      "I0318 00:58:43.657451 2013098752 net.cpp:84] Creating Layer ip1\n",
+      "I0318 00:58:43.657459 2013098752 net.cpp:380] ip1 <- data\n",
+      "I0318 00:58:43.657467 2013098752 net.cpp:338] ip1 -> ip1\n",
+      "I0318 00:58:43.657479 2013098752 net.cpp:113] Setting up ip1\n",
+      "I0318 00:58:43.662454 2013098752 net.cpp:120] Top shape: 10 40 (400)\n",
+      "I0318 00:58:43.662477 2013098752 layer_factory.hpp:74] Creating layer relu1\n",
+      "I0318 00:58:43.662497 2013098752 net.cpp:84] Creating Layer relu1\n",
+      "I0318 00:58:43.662508 2013098752 net.cpp:380] relu1 <- ip1\n",
+      "I0318 00:58:43.662520 2013098752 net.cpp:327] relu1 -> ip1 (in-place)\n",
+      "I0318 00:58:43.662530 2013098752 net.cpp:113] Setting up relu1\n",
+      "I0318 00:58:43.662539 2013098752 net.cpp:120] Top shape: 10 40 (400)\n",
+      "I0318 00:58:43.662546 2013098752 layer_factory.hpp:74] Creating layer ip2\n",
+      "I0318 00:58:43.662555 2013098752 net.cpp:84] Creating Layer ip2\n",
+      "I0318 00:58:43.662562 2013098752 net.cpp:380] ip2 <- ip1\n",
+      "I0318 00:58:43.662571 2013098752 net.cpp:338] ip2 -> ip2\n",
+      "I0318 00:58:43.662580 2013098752 net.cpp:113] Setting up ip2\n",
+      "I0318 00:58:43.662595 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:43.662606 2013098752 layer_factory.hpp:74] Creating layer ip2_ip2_0_split\n",
+      "I0318 00:58:43.662654 2013098752 net.cpp:84] Creating Layer ip2_ip2_0_split\n",
+      "I0318 00:58:43.662665 2013098752 net.cpp:380] ip2_ip2_0_split <- ip2\n",
+      "I0318 00:58:43.662678 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_0\n",
+      "I0318 00:58:43.662689 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_1\n",
+      "I0318 00:58:43.662698 2013098752 net.cpp:113] Setting up ip2_ip2_0_split\n",
+      "I0318 00:58:43.662706 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:43.662714 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:43.662722 2013098752 layer_factory.hpp:74] Creating layer accuracy\n",
+      "I0318 00:58:43.662734 2013098752 net.cpp:84] Creating Layer accuracy\n",
+      "I0318 00:58:43.662740 2013098752 net.cpp:380] accuracy <- ip2_ip2_0_split_0\n",
+      "I0318 00:58:43.662749 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n",
+      "I0318 00:58:43.662756 2013098752 net.cpp:338] accuracy -> accuracy\n",
+      "I0318 00:58:43.662766 2013098752 net.cpp:113] Setting up accuracy\n",
+      "I0318 00:58:43.662818 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:43.662827 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:43.662839 2013098752 net.cpp:84] Creating Layer loss\n",
+      "I0318 00:58:43.662847 2013098752 net.cpp:380] loss <- ip2_ip2_0_split_1\n",
+      "I0318 00:58:43.662854 2013098752 net.cpp:380] loss <- label_data_1_split_1\n",
+      "I0318 00:58:43.662863 2013098752 net.cpp:338] loss -> loss\n",
+      "I0318 00:58:43.662873 2013098752 net.cpp:113] Setting up loss\n",
+      "I0318 00:58:43.662883 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:43.662901 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:43.662909 2013098752 net.cpp:122]     with loss weight 1\n",
+      "I0318 00:58:43.662922 2013098752 net.cpp:167] loss needs backward computation.\n",
+      "I0318 00:58:43.662930 2013098752 net.cpp:169] accuracy does not need backward computation.\n",
+      "I0318 00:58:43.662936 2013098752 net.cpp:167] ip2_ip2_0_split needs backward computation.\n",
+      "I0318 00:58:43.662942 2013098752 net.cpp:167] ip2 needs backward computation.\n",
+      "I0318 00:58:43.662976 2013098752 net.cpp:167] relu1 needs backward computation.\n",
+      "I0318 00:58:43.662988 2013098752 net.cpp:167] ip1 needs backward computation.\n",
+      "I0318 00:58:43.662997 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n",
+      "I0318 00:58:43.663003 2013098752 net.cpp:169] data does not need backward computation.\n",
+      "I0318 00:58:43.663009 2013098752 net.cpp:205] This network produces output accuracy\n",
+      "I0318 00:58:43.663017 2013098752 net.cpp:205] This network produces output loss\n",
+      "I0318 00:58:43.663028 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
+      "I0318 00:58:43.663035 2013098752 net.cpp:217] Network initialization done.\n",
+      "I0318 00:58:43.663041 2013098752 net.cpp:218] Memory required for data: 3728\n",
+      "I0318 00:58:43.663158 2013098752 solver.cpp:154] Creating test net (#0) specified by test_net file: examples/hdf5_classification/nonlinear_auto_test.prototxt\n",
+      "I0318 00:58:43.663179 2013098752 net.cpp:42] Initializing net from parameters: \n",
+      "state {\n",
+      "  phase: TEST\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"data\"\n",
+      "  type: \"HDF5Data\"\n",
+      "  top: \"data\"\n",
+      "  top: \"label\"\n",
+      "  hdf5_data_param {\n",
+      "    source: \"examples/hdf5_classification/data/test.txt\"\n",
+      "    batch_size: 10\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"ip1\"\n",
+      "  type: \"InnerProduct\"\n",
+      "  bottom: \"data\"\n",
+      "  top: \"ip1\"\n",
+      "  inner_product_param {\n",
+      "    num_output: 40\n",
+      "    weight_filler {\n",
+      "      type: \"xavier\"\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"relu1\"\n",
+      "  type: \"ReLU\"\n",
+      "  bottom: \"ip1\"\n",
+      "  top: \"ip1\"\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"ip2\"\n",
+      "  type: \"InnerProduct\"\n",
+      "  bottom: \"ip1\"\n",
+      "  top: \"ip2\"\n",
+      "  inner_product_param {\n",
+      "    num_output: 2\n",
+      "    weight_filler {\n",
+      "      type: \"xavier\"\n",
+      "    }\n",
+      "  }\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"accuracy\"\n",
+      "  type: \"Accuracy\"\n",
+      "  bottom: \"ip2\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"accuracy\"\n",
+      "}\n",
+      "layer {\n",
+      "  name: \"loss\"\n",
+      "  type: \"SoftmaxWithLoss\"\n",
+      "  bottom: \"ip2\"\n",
+      "  bottom: \"label\"\n",
+      "  top: \"loss\"\n",
+      "}\n",
+      "I0318 00:58:43.663349 2013098752 layer_factory.hpp:74] Creating layer data\n",
+      "I0318 00:58:43.663365 2013098752 net.cpp:84] Creating Layer data\n",
+      "I0318 00:58:43.663373 2013098752 net.cpp:338] data -> data\n",
+      "I0318 00:58:43.663385 2013098752 net.cpp:338] data -> label\n",
+      "I0318 00:58:43.663396 2013098752 net.cpp:113] Setting up data\n",
+      "I0318 00:58:43.663422 2013098752 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: examples/hdf5_classification/data/test.txt\n",
+      "I0318 00:58:43.663457 2013098752 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n",
+      "I0318 00:58:43.664719 2013098752 net.cpp:120] Top shape: 10 4 (40)\n",
+      "I0318 00:58:43.664739 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:43.664754 2013098752 layer_factory.hpp:74] Creating layer label_data_1_split\n",
+      "I0318 00:58:43.664772 2013098752 net.cpp:84] Creating Layer label_data_1_split\n",
+      "I0318 00:58:43.664783 2013098752 net.cpp:380] label_data_1_split <- label\n",
+      "I0318 00:58:43.664791 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_0\n",
+      "I0318 00:58:43.664803 2013098752 net.cpp:338] label_data_1_split -> label_data_1_split_1\n",
+      "I0318 00:58:43.664813 2013098752 net.cpp:113] Setting up label_data_1_split\n",
+      "I0318 00:58:43.664822 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:43.664829 2013098752 net.cpp:120] Top shape: 10 (10)\n",
+      "I0318 00:58:43.664837 2013098752 layer_factory.hpp:74] Creating layer ip1\n",
+      "I0318 00:58:43.664846 2013098752 net.cpp:84] Creating Layer ip1\n",
+      "I0318 00:58:43.664854 2013098752 net.cpp:380] ip1 <- data\n",
+      "I0318 00:58:43.664862 2013098752 net.cpp:338] ip1 -> ip1\n",
+      "I0318 00:58:43.664875 2013098752 net.cpp:113] Setting up ip1\n",
+      "I0318 00:58:43.664901 2013098752 net.cpp:120] Top shape: 10 40 (400)\n",
+      "I0318 00:58:43.664924 2013098752 layer_factory.hpp:74] Creating layer relu1\n",
+      "I0318 00:58:43.664945 2013098752 net.cpp:84] Creating Layer relu1\n",
+      "I0318 00:58:43.664958 2013098752 net.cpp:380] relu1 <- ip1\n",
+      "I0318 00:58:43.664966 2013098752 net.cpp:327] relu1 -> ip1 (in-place)\n",
+      "I0318 00:58:43.664975 2013098752 net.cpp:113] Setting up relu1\n",
+      "I0318 00:58:43.664983 2013098752 net.cpp:120] Top shape: 10 40 (400)\n",
+      "I0318 00:58:43.664990 2013098752 layer_factory.hpp:74] Creating layer ip2\n",
+      "I0318 00:58:43.665000 2013098752 net.cpp:84] Creating Layer ip2\n",
+      "I0318 00:58:43.665006 2013098752 net.cpp:380] ip2 <- ip1\n",
+      "I0318 00:58:43.665015 2013098752 net.cpp:338] ip2 -> ip2\n",
+      "I0318 00:58:43.665030 2013098752 net.cpp:113] Setting up ip2\n",
+      "I0318 00:58:43.665052 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:43.665066 2013098752 layer_factory.hpp:74] Creating layer ip2_ip2_0_split\n",
+      "I0318 00:58:43.665077 2013098752 net.cpp:84] Creating Layer ip2_ip2_0_split\n",
+      "I0318 00:58:43.665086 2013098752 net.cpp:380] ip2_ip2_0_split <- ip2\n",
+      "I0318 00:58:43.665093 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_0\n",
+      "I0318 00:58:43.665103 2013098752 net.cpp:338] ip2_ip2_0_split -> ip2_ip2_0_split_1\n",
+      "I0318 00:58:43.665113 2013098752 net.cpp:113] Setting up ip2_ip2_0_split\n",
+      "I0318 00:58:43.665122 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:43.665128 2013098752 net.cpp:120] Top shape: 10 2 (20)\n",
+      "I0318 00:58:43.665137 2013098752 layer_factory.hpp:74] Creating layer accuracy\n",
+      "I0318 00:58:43.665144 2013098752 net.cpp:84] Creating Layer accuracy\n",
+      "I0318 00:58:43.665153 2013098752 net.cpp:380] accuracy <- ip2_ip2_0_split_0\n",
+      "I0318 00:58:43.665168 2013098752 net.cpp:380] accuracy <- label_data_1_split_0\n",
+      "I0318 00:58:43.665180 2013098752 net.cpp:338] accuracy -> accuracy\n",
+      "I0318 00:58:43.665192 2013098752 net.cpp:113] Setting up accuracy\n",
+      "I0318 00:58:43.665200 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:43.665207 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:43.665216 2013098752 net.cpp:84] Creating Layer loss\n",
+      "I0318 00:58:43.665223 2013098752 net.cpp:380] loss <- ip2_ip2_0_split_1\n",
+      "I0318 00:58:43.665230 2013098752 net.cpp:380] loss <- label_data_1_split_1\n",
+      "I0318 00:58:43.665241 2013098752 net.cpp:338] loss -> loss\n",
+      "I0318 00:58:43.665251 2013098752 net.cpp:113] Setting up loss\n",
+      "I0318 00:58:43.665259 2013098752 layer_factory.hpp:74] Creating layer loss\n",
+      "I0318 00:58:43.665273 2013098752 net.cpp:120] Top shape: (1)\n",
+      "I0318 00:58:43.665282 2013098752 net.cpp:122]     with loss weight 1\n",
+      "I0318 00:58:43.665290 2013098752 net.cpp:167] loss needs backward computation.\n",
+      "I0318 00:58:43.665338 2013098752 net.cpp:169] accuracy does not need backward computation.\n",
+      "I0318 00:58:43.665351 2013098752 net.cpp:167] ip2_ip2_0_split needs backward computation.\n",
+      "I0318 00:58:43.665380 2013098752 net.cpp:167] ip2 needs backward computation.\n",
+      "I0318 00:58:43.665387 2013098752 net.cpp:167] relu1 needs backward computation.\n",
+      "I0318 00:58:43.665393 2013098752 net.cpp:167] ip1 needs backward computation.\n",
+      "I0318 00:58:43.665400 2013098752 net.cpp:169] label_data_1_split does not need backward computation.\n",
+      "I0318 00:58:43.665407 2013098752 net.cpp:169] data does not need backward computation.\n",
+      "I0318 00:58:43.665415 2013098752 net.cpp:205] This network produces output accuracy\n",
+      "I0318 00:58:43.665421 2013098752 net.cpp:205] This network produces output loss\n",
+      "I0318 00:58:43.665431 2013098752 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
+      "I0318 00:58:43.665441 2013098752 net.cpp:217] Network initialization done.\n",
+      "I0318 00:58:43.665446 2013098752 net.cpp:218] Memory required for data: 3728\n",
+      "I0318 00:58:43.665534 2013098752 solver.cpp:42] Solver scaffolding done.\n",
+      "I0318 00:58:43.665568 2013098752 solver.cpp:222] Solving \n",
+      "I0318 00:58:43.665577 2013098752 solver.cpp:223] Learning Rate Policy: step\n",
+      "I0318 00:58:43.665586 2013098752 solver.cpp:266] Iteration 0, Testing net (#0)\n",
+      "I0318 00:58:43.683938 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.5184\n",
+      "I0318 00:58:43.683981 2013098752 solver.cpp:315]     Test net output #1: loss = 0.716141 (* 1 = 0.716141 loss)\n",
+      "I0318 00:58:43.684236 2013098752 solver.cpp:189] Iteration 0, loss = 0.764954\n",
+      "I0318 00:58:43.684267 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.5\n",
+      "I0318 00:58:43.684285 2013098752 solver.cpp:204]     Train net output #1: loss = 0.764954 (* 1 = 0.764954 loss)\n",
+      "I0318 00:58:43.684305 2013098752 solver.cpp:464] Iteration 0, lr = 0.01\n",
+      "I0318 00:58:43.714700 2013098752 solver.cpp:266] Iteration 1000, Testing net (#0)\n",
+      "I0318 00:58:43.721762 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8168\n",
+      "I0318 00:58:43.721818 2013098752 solver.cpp:315]     Test net output #1: loss = 0.434918 (* 1 = 0.434918 loss)\n",
+      "I0318 00:58:43.721899 2013098752 solver.cpp:189] Iteration 1000, loss = 0.282425\n",
+      "I0318 00:58:43.721917 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:43.721932 2013098752 solver.cpp:204]     Train net output #1: loss = 0.282426 (* 1 = 0.282426 loss)\n",
+      "I0318 00:58:43.721942 2013098752 solver.cpp:464] Iteration 1000, lr = 0.01\n",
+      "I0318 00:58:43.750509 2013098752 solver.cpp:266] Iteration 2000, Testing net (#0)\n",
+      "I0318 00:58:43.754590 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8224\n",
+      "I0318 00:58:43.754621 2013098752 solver.cpp:315]     Test net output #1: loss = 0.416874 (* 1 = 0.416874 loss)\n",
+      "I0318 00:58:43.754660 2013098752 solver.cpp:189] Iteration 2000, loss = 0.51988\n",
+      "I0318 00:58:43.754672 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.7\n",
+      "I0318 00:58:43.754683 2013098752 solver.cpp:204]     Train net output #1: loss = 0.51988 (* 1 = 0.51988 loss)\n",
+      "I0318 00:58:43.754690 2013098752 solver.cpp:464] Iteration 2000, lr = 0.01\n",
+      "I0318 00:58:43.782609 2013098752 solver.cpp:266] Iteration 3000, Testing net (#0)\n",
+      "I0318 00:58:43.789728 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8176\n",
+      "I0318 00:58:43.789777 2013098752 solver.cpp:315]     Test net output #1: loss = 0.415907 (* 1 = 0.415907 loss)\n",
+      "I0318 00:58:43.790487 2013098752 solver.cpp:189] Iteration 3000, loss = 0.5093\n",
+      "I0318 00:58:43.790510 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.7\n",
+      "I0318 00:58:43.790530 2013098752 solver.cpp:204]     Train net output #1: loss = 0.509301 (* 1 = 0.509301 loss)\n",
+      "I0318 00:58:43.790544 2013098752 solver.cpp:464] Iteration 3000, lr = 0.01\n",
+      "I0318 00:58:43.817451 2013098752 solver.cpp:266] Iteration 4000, Testing net (#0)\n",
+      "I0318 00:58:43.821740 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8252\n",
+      "I0318 00:58:43.821770 2013098752 solver.cpp:315]     Test net output #1: loss = 0.409124 (* 1 = 0.409124 loss)\n",
+      "I0318 00:58:43.821822 2013098752 solver.cpp:189] Iteration 4000, loss = 0.284815\n",
+      "I0318 00:58:43.821835 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:43.821846 2013098752 solver.cpp:204]     Train net output #1: loss = 0.284815 (* 1 = 0.284815 loss)\n",
+      "I0318 00:58:43.821890 2013098752 solver.cpp:464] Iteration 4000, lr = 0.01\n",
+      "I0318 00:58:43.847015 2013098752 solver.cpp:266] Iteration 5000, Testing net (#0)\n",
+      "I0318 00:58:43.852102 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8256\n",
+      "I0318 00:58:43.852145 2013098752 solver.cpp:315]     Test net output #1: loss = 0.404445 (* 1 = 0.404445 loss)\n",
+      "I0318 00:58:43.852188 2013098752 solver.cpp:189] Iteration 5000, loss = 0.511566\n",
+      "I0318 00:58:43.852200 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.7\n",
+      "I0318 00:58:43.852210 2013098752 solver.cpp:204]     Train net output #1: loss = 0.511566 (* 1 = 0.511566 loss)\n",
+      "I0318 00:58:43.852219 2013098752 solver.cpp:464] Iteration 5000, lr = 0.001\n",
+      "I0318 00:58:43.876060 2013098752 solver.cpp:266] Iteration 6000, Testing net (#0)\n",
+      "I0318 00:58:43.880080 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8328\n",
+      "I0318 00:58:43.880105 2013098752 solver.cpp:315]     Test net output #1: loss = 0.396847 (* 1 = 0.396847 loss)\n",
+      "I0318 00:58:43.880700 2013098752 solver.cpp:189] Iteration 6000, loss = 0.397858\n",
+      "I0318 00:58:43.880718 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:43.880729 2013098752 solver.cpp:204]     Train net output #1: loss = 0.397858 (* 1 = 0.397858 loss)\n",
+      "I0318 00:58:43.880738 2013098752 solver.cpp:464] Iteration 6000, lr = 0.001\n",
+      "I0318 00:58:43.913795 2013098752 solver.cpp:266] Iteration 7000, Testing net (#0)\n",
+      "I0318 00:58:43.917851 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8316\n",
+      "I0318 00:58:43.917876 2013098752 solver.cpp:315]     Test net output #1: loss = 0.398135 (* 1 = 0.398135 loss)\n",
+      "I0318 00:58:43.917956 2013098752 solver.cpp:189] Iteration 7000, loss = 0.243849\n",
+      "I0318 00:58:43.917971 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:43.917989 2013098752 solver.cpp:204]     Train net output #1: loss = 0.243849 (* 1 = 0.243849 loss)\n",
+      "I0318 00:58:43.918002 2013098752 solver.cpp:464] Iteration 7000, lr = 0.001\n",
+      "I0318 00:58:43.943681 2013098752 solver.cpp:266] Iteration 8000, Testing net (#0)\n",
+      "I0318 00:58:43.947589 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8312\n",
+      "I0318 00:58:43.947615 2013098752 solver.cpp:315]     Test net output #1: loss = 0.394763 (* 1 = 0.394763 loss)\n",
+      "I0318 00:58:43.947651 2013098752 solver.cpp:189] Iteration 8000, loss = 0.513399\n",
+      "I0318 00:58:43.947664 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.7\n",
+      "I0318 00:58:43.947674 2013098752 solver.cpp:204]     Train net output #1: loss = 0.513399 (* 1 = 0.513399 loss)\n",
+      "I0318 00:58:43.947682 2013098752 solver.cpp:464] Iteration 8000, lr = 0.001\n",
+      "I0318 00:58:43.973080 2013098752 solver.cpp:266] Iteration 9000, Testing net (#0)\n",
+      "I0318 00:58:43.977033 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.834\n",
+      "I0318 00:58:43.977056 2013098752 solver.cpp:315]     Test net output #1: loss = 0.395663 (* 1 = 0.395663 loss)\n",
+      "I0318 00:58:43.977710 2013098752 solver.cpp:189] Iteration 9000, loss = 0.399341\n",
+      "I0318 00:58:43.977735 2013098752 solver.cpp:204]     Train net output #0: accuracy = 0.9\n",
+      "I0318 00:58:43.977746 2013098752 solver.cpp:204]     Train net output #1: loss = 0.399342 (* 1 = 0.399342 loss)\n",
+      "I0318 00:58:43.977756 2013098752 solver.cpp:464] Iteration 9000, lr = 0.001\n",
+      "I0318 00:58:44.003437 2013098752 solver.cpp:334] Snapshotting to examples/hdf5_classification/data/train_iter_10000.caffemodel\n",
+      "I0318 00:58:44.003702 2013098752 solver.cpp:342] Snapshotting solver state to examples/hdf5_classification/data/train_iter_10000.solverstate\n",
+      "I0318 00:58:44.003850 2013098752 solver.cpp:248] Iteration 10000, loss = 0.244639\n",
+      "I0318 00:58:44.003871 2013098752 solver.cpp:266] Iteration 10000, Testing net (#0)\n",
+      "I0318 00:58:44.008216 2013098752 solver.cpp:315]     Test net output #0: accuracy = 0.8308\n",
+      "I0318 00:58:44.008252 2013098752 solver.cpp:315]     Test net output #1: loss = 0.397291 (* 1 = 0.397291 loss)\n",
+      "I0318 00:58:44.008262 2013098752 solver.cpp:253] Optimization Done.\n",
+      "I0318 00:58:44.008270 2013098752 caffe.cpp:134] Optimization Done.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_solver.prototxt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# Clean up (comment this out if you want to examine the hdf5_classification/data directory).\n",
+    "shutil.rmtree(dirname)"
+   ]
+  }
+ ],
+ "metadata": {
+  "description": "Use Caffe as a generic SGD optimizer to train logistic regression on non-image HDF5 data.",
+  "example_name": "Off-the-shelf SGD for classification",
+  "include_in_docs": true,
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.9"
+  },
+  "priority": 3
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb
new file mode 100644 (file)
index 0000000..cc90b16
--- /dev/null
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Fine-tuning a Pretrained Network for Style Recognition\n",
+    "\n",
+    "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n",
+    "\n",
+    "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First, we will need to prepare the data. This involves the following parts:\n",
+    "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n",
+    "(2) Download a subset of the overall Flickr style dataset for this demo.\n",
+    "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "os.chdir('..')\n",
+    "import sys\n",
+    "sys.path.insert(0, './python')\n",
+    "\n",
+    "import caffe\n",
+    "import numpy as np\n",
+    "from pylab import *\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [],
+   "source": [
+    "# This downloads the ilsvrc auxiliary data (mean file, etc),\n",
+    "# and a subset of 2000 images for the style recognition task.\n",
+    "!data/ilsvrc12/get_ilsvrc_aux.sh\n",
+    "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n",
+    "!python examples/finetune_flickr_style/assemble_data.py \\\n",
+    "    --workers=-1 --images=2000 --seed=1701 --label=5"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's show what is the difference between the fine-tuning network and the original caffe model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1c1\r\n",
+      "< name: \"CaffeNet\"\r\n",
+      "---\r\n",
+      "> name: \"FlickrStyleCaffeNet\"\r\n",
+      "4c4\r\n",
+      "<   type: \"Data\"\r\n",
+      "---\r\n",
+      ">   type: \"ImageData\"\r\n",
+      "15,26c15,19\r\n",
+      "< # mean pixel / channel-wise mean instead of mean image\r\n",
+      "< #  transform_param {\r\n",
+      "< #    crop_size: 227\r\n",
+      "< #    mean_value: 104\r\n",
+      "< #    mean_value: 117\r\n",
+      "< #    mean_value: 123\r\n",
+      "< #    mirror: true\r\n",
+      "< #  }\r\n",
+      "<   data_param {\r\n",
+      "<     source: \"examples/imagenet/ilsvrc12_train_lmdb\"\r\n",
+      "<     batch_size: 256\r\n",
+      "<     backend: LMDB\r\n",
+      "---\r\n",
+      ">   image_data_param {\r\n",
+      ">     source: \"data/flickr_style/train.txt\"\r\n",
+      ">     batch_size: 50\r\n",
+      ">     new_height: 256\r\n",
+      ">     new_width: 256\r\n",
+      "31c24\r\n",
+      "<   type: \"Data\"\r\n",
+      "---\r\n",
+      ">   type: \"ImageData\"\r\n",
+      "42,51c35,36\r\n",
+      "< # mean pixel / channel-wise mean instead of mean image\r\n",
+      "< #  transform_param {\r\n",
+      "< #    crop_size: 227\r\n",
+      "< #    mean_value: 104\r\n",
+      "< #    mean_value: 117\r\n",
+      "< #    mean_value: 123\r\n",
+      "< #    mirror: true\r\n",
+      "< #  }\r\n",
+      "<   data_param {\r\n",
+      "<     source: \"examples/imagenet/ilsvrc12_val_lmdb\"\r\n",
+      "---\r\n",
+      ">   image_data_param {\r\n",
+      ">     source: \"data/flickr_style/test.txt\"\r\n",
+      "53c38,39\r\n",
+      "<     backend: LMDB\r\n",
+      "---\r\n",
+      ">     new_height: 256\r\n",
+      ">     new_width: 256\r\n",
+      "323a310\r\n",
+      ">   # Note that lr_mult can be set to 0 to disable any fine-tuning of this, and any other, layer\r\n",
+      "360c347\r\n",
+      "<   name: \"fc8\"\r\n",
+      "---\r\n",
+      ">   name: \"fc8_flickr\"\r\n",
+      "363c350,351\r\n",
+      "<   top: \"fc8\"\r\n",
+      "---\r\n",
+      ">   top: \"fc8_flickr\"\r\n",
+      ">   # lr_mult is set to higher than for other layers, because this layer is starting from random while the others are already trained\r\n",
+      "365c353\r\n",
+      "<     lr_mult: 1\r\n",
+      "---\r\n",
+      ">     lr_mult: 10\r\n",
+      "369c357\r\n",
+      "<     lr_mult: 2\r\n",
+      "---\r\n",
+      ">     lr_mult: 20\r\n",
+      "373c361\r\n",
+      "<     num_output: 1000\r\n",
+      "---\r\n",
+      ">     num_output: 20\r\n",
+      "384a373,379\r\n",
+      ">   name: \"loss\"\r\n",
+      ">   type: \"SoftmaxWithLoss\"\r\n",
+      ">   bottom: \"fc8_flickr\"\r\n",
+      ">   bottom: \"label\"\r\n",
+      ">   top: \"loss\"\r\n",
+      "> }\r\n",
+      "> layer {\r\n",
+      "387c382\r\n",
+      "<   bottom: \"fc8\"\r\n",
+      "---\r\n",
+      ">   bottom: \"fc8_flickr\"\r\n",
+      "393,399d387\r\n",
+      "< }\r\n",
+      "< layer {\r\n",
+      "<   name: \"loss\"\r\n",
+      "<   type: \"SoftmaxWithLoss\"\r\n",
+      "<   bottom: \"fc8\"\r\n",
+      "<   bottom: \"label\"\r\n",
+      "<   top: \"loss\"\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For your record, if you want to train the network in pure C++ tools, here is the command:\n",
+    "\n",
+    "<code>\n",
+    "build/tools/caffe train \\\n",
+    "    -solver models/finetune_flickr_style/solver.prototxt \\\n",
+    "    -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n",
+    "    -gpu 0\n",
+    "</code>\n",
+    "\n",
+    "However, we will train using Python in this example."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "iter 0, finetune_loss=3.360094, scratch_loss=3.136188\n",
+      "iter 10, finetune_loss=2.672608, scratch_loss=9.736364\n",
+      "iter 20, finetune_loss=2.071996, scratch_loss=2.250404\n",
+      "iter 30, finetune_loss=1.758295, scratch_loss=2.049553\n",
+      "iter 40, finetune_loss=1.533391, scratch_loss=1.941318\n",
+      "iter 50, finetune_loss=1.561658, scratch_loss=1.839706\n",
+      "iter 60, finetune_loss=1.461696, scratch_loss=1.880035\n",
+      "iter 70, finetune_loss=1.267941, scratch_loss=1.719161\n",
+      "iter 80, finetune_loss=1.192778, scratch_loss=1.627453\n",
+      "iter 90, finetune_loss=1.541176, scratch_loss=1.822061\n",
+      "iter 100, finetune_loss=1.029039, scratch_loss=1.654087\n",
+      "iter 110, finetune_loss=1.138547, scratch_loss=1.735837\n",
+      "iter 120, finetune_loss=0.917412, scratch_loss=1.851918\n",
+      "iter 130, finetune_loss=0.971519, scratch_loss=1.801927\n",
+      "iter 140, finetune_loss=0.868252, scratch_loss=1.745545\n",
+      "iter 150, finetune_loss=0.790020, scratch_loss=1.844925\n",
+      "iter 160, finetune_loss=1.092668, scratch_loss=1.695591\n",
+      "iter 170, finetune_loss=1.055344, scratch_loss=1.661715\n",
+      "iter 180, finetune_loss=0.969769, scratch_loss=1.823639\n",
+      "iter 190, finetune_loss=0.780566, scratch_loss=1.820862\n",
+      "done\n"
+     ]
+    }
+   ],
+   "source": [
+    "niter = 200\n",
+    "# losses will also be stored in the log\n",
+    "train_loss = np.zeros(niter)\n",
+    "scratch_train_loss = np.zeros(niter)\n",
+    "\n",
+    "caffe.set_device(0)\n",
+    "caffe.set_mode_gpu()\n",
+    "# We create a solver that fine-tunes from a previously trained network.\n",
+    "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n",
+    "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n",
+    "# For reference, we also create a solver that does no finetuning.\n",
+    "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n",
+    "\n",
+    "# We run the solver for niter times, and record the training loss.\n",
+    "for it in range(niter):\n",
+    "    solver.step(1)  # SGD by Caffe\n",
+    "    scratch_solver.step(1)\n",
+    "    # store the train loss\n",
+    "    train_loss[it] = solver.net.blobs['loss'].data\n",
+    "    scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n",
+    "    if it % 10 == 0:\n",
+    "        print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n",
+    "print 'done'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's look at the training loss produced by the two training procedures respectively."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fbb36f0ad50>,\n",
+       " <matplotlib.lines.Line2D at 0x7fbb36f0afd0>]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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+       "ZGZWR3rl4iMzM+sfDnUzszriUDczqyMOdTOzOuJQNzOrIw51M7M64lA3M6sjDnUzszry/wFBsEB8\n",
+       "UlvRigAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fbb37f20990>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(np.vstack([train_loss, scratch_train_loss]).T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7fbb347a8310>,\n",
+       " <matplotlib.lines.Line2D at 0x7fbb347a8590>]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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+       "j2hgagm+UXvQM8E3rVUwhu/gzczay5OHneHaBP8ezPil80Wm9ogGes9x0zBJmjCt9ATvUTRmVien\n",
+       "aEnwEXxfws/9hrw8YgEXSENUD/W6MJskvZAt/RGNE7yZ1ck1Cb4MEVOqKj0FPDyFQqVGVawTvJlZ\n",
+       "Fx+RXrZWJo+6+WwK3zJJWmi89HmDnODNrDYi+LjqNkzDJH14/g5+yWpmVrWz9GlaZ0X0Za3Xaz9I\n",
+       "iohonb/BzOy6lhdEXxDRfijnTHJnoTt4SWskHZf0q6SNbc6PS/pL0oG8bZ5OY8zMrjcR/NMpuc9U\n",
+       "zwQv6UbgTdI0ncuB9ZJG2lz6bUSM5u2VkttpLSSNV92GunAsy+V4zh5F7uDHgBMRMRERl4APSYvb\n",
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+       "T0m6TJp1bV0f22xmZgUMrNDJzMwGayBTFfQqlLLuJE1IOpyLyPblY4skfSnpF0l7Jd1adTtnK0nv\n",
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+       "9FjnBLAEmEdaNX2k359bp400jeiilmOvAS/l/Y3AtqrbOVs3YBUwChzpFT9SMd/B3FeX5L57Q9V/\n",
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+       "MNz09TAVr7gy10TEmfznJGnx4DHgnKTFAJJup/iK75Z0il9rf70rH7MOIuJ8ZMA7XHlk4FgWIGke\n",
+       "Kbm/HxG78+FS+ucgEvz/hVKS5pMKpfYM4HNrQdICSbfk/ZuB1cARUgw35Ms2kKaHsOI6xW8PsE7S\n",
+       "fElLgWXAvgraN2fkBNTwEKl/gmPZkyQB24GjEfFG06lS+mffl+yLDoVS/f7cGhkCPk39gJuADyJi\n",
+       "r6T9wC5JTwATwKPVNXF2k7QTuA+4TdIp4GVgG23iFxFHJe0CjgKXgafznanRNpZbgHFJK0iPCk4C\n",
+       "jSJIx7K3lcDjwGFJB/KxTZTUP13oZGZWU16T1cysppzgzcxqygnezKymnODNzGrKCd7MrKac4M3M\n",
+       "asoJ3sysppzgzcxq6j+vUsbacqJa4gAAAABJRU5ErkJggg==\n"
+      ],
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7fbb37f207d0>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy for fine-tuning: 0.570000001788\n",
+      "Accuracy for training from scratch: 0.224000000954\n"
+     ]
+    }
+   ],
+   "source": [
+    "test_iters = 10\n",
+    "accuracy = 0\n",
+    "scratch_accuracy = 0\n",
+    "for it in arange(test_iters):\n",
+    "    solver.test_nets[0].forward()\n",
+    "    accuracy += solver.test_nets[0].blobs['accuracy'].data\n",
+    "    scratch_solver.test_nets[0].forward()\n",
+    "    scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n",
+    "accuracy /= test_iters\n",
+    "scratch_accuracy /= test_iters\n",
+    "print 'Accuracy for fine-tuning:', accuracy\n",
+    "print 'Accuracy for training from scratch:', scratch_accuracy"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n",
+    "\n",
+    "http://demo.vislab.berkeleyvision.org/"
+   ]
+  }
+ ],
+ "metadata": {
+  "description": "Fine-tune the ImageNet-trained CaffeNet on new data.",
+  "example_name": "Fine-tuning for Style Recognition",
+  "include_in_docs": true,
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.9"
+  },
+  "priority": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/examples/Finetune with Flickr Style Data.ipynb b/examples/Finetune with Flickr Style Data.ipynb
deleted file mode 100644 (file)
index d8cfc7a..0000000
+++ /dev/null
@@ -1,951 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Finetune a Pretrained Network with Flickr Style Data\n",
-    "\n",
-    "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network, and finetune the last few layers using your custom data.\n",
-    "\n",
-    "The upside of such approach is that, since pre-trained networks are trained on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "First, we will need to prepare the data. This involves the following parts:\n",
-    "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n",
-    "(2) Download a subset of the overall Flickr style dataset for this demo.\n",
-    "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/home/jiayq/Research/caffe\n"
-     ]
-    }
-   ],
-   "source": [
-    "import os\n",
-    "os.chdir('..')\n",
-    "import sys\n",
-    "sys.path.insert(0, './python')\n",
-    "print os.getcwd()\n",
-    "\n",
-    "import caffe\n",
-    "import numpy as np\n",
-    "from pylab import *\n",
-    "%matplotlib inline"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Downloading...\n",
-      "--2015-03-17 10:51:07--  http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n",
-      "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n",
-      "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n",
-      "HTTP request sent, awaiting response... 200 OK\n",
-      "Length: 17858008 (17M) [application/octet-stream]\n",
-      "Saving to: â€˜caffe_ilsvrc12.tar.gz’\n",
-      "\n",
-      "100%[======================================>] 17,858,008   287KB/s   in 55s    \n",
-      "\n",
-      "2015-03-17 10:52:02 (318 KB/s) - â€˜caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n",
-      "\n",
-      "Unzipping...\n",
-      "Done.\n",
-      "Model already exists.\n",
-      "Downloading 2000 images with 3 workers...\n",
-      "Writing train/val for 1903 successfully downloaded images.\n"
-     ]
-    }
-   ],
-   "source": [
-    "# This downloads the ilsvrc auxiliary data (mean file, etc),\n",
-    "# and a subset of 2000 images for the style recognition task.\n",
-    "\n",
-    "# You won't need to run this - we should have already created it for you.\n",
-    "!data/ilsvrc12/get_ilsvrc_aux.sh\n",
-    "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n",
-    "!python examples/finetune_flickr_style/assemble_data.py \\\n",
-    "    --workers=-1 --images=2000 --seed=1701 --label=5"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's show what is the difference between the finetune network and the original caffe model."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1c1\r\n",
-      "< name: \"CaffeNet\"\r\n",
-      "---\r\n",
-      "> name: \"FlickrStyleCaffeNet\"\r\n",
-      "4c4\r\n",
-      "<   type: \"Data\"\r\n",
-      "---\r\n",
-      ">   type: \"ImageData\"\r\n",
-      "15,26c15,19\r\n",
-      "< # mean pixel / channel-wise mean instead of mean image\r\n",
-      "< #  transform_param {\r\n",
-      "< #    crop_size: 227\r\n",
-      "< #    mean_value: 104\r\n",
-      "< #    mean_value: 117\r\n",
-      "< #    mean_value: 123\r\n",
-      "< #    mirror: true\r\n",
-      "< #  }\r\n",
-      "<   data_param {\r\n",
-      "<     source: \"examples/imagenet/ilsvrc12_train_lmdb\"\r\n",
-      "<     batch_size: 256\r\n",
-      "<     backend: LMDB\r\n",
-      "---\r\n",
-      ">   image_data_param {\r\n",
-      ">     source: \"data/flickr_style/train.txt\"\r\n",
-      ">     batch_size: 50\r\n",
-      ">     new_height: 256\r\n",
-      ">     new_width: 256\r\n",
-      "31c24\r\n",
-      "<   type: \"Data\"\r\n",
-      "---\r\n",
-      ">   type: \"ImageData\"\r\n",
-      "42,51c35,36\r\n",
-      "< # mean pixel / channel-wise mean instead of mean image\r\n",
-      "< #  transform_param {\r\n",
-      "< #    crop_size: 227\r\n",
-      "< #    mean_value: 104\r\n",
-      "< #    mean_value: 117\r\n",
-      "< #    mean_value: 123\r\n",
-      "< #    mirror: true\r\n",
-      "< #  }\r\n",
-      "<   data_param {\r\n",
-      "<     source: \"examples/imagenet/ilsvrc12_val_lmdb\"\r\n",
-      "---\r\n",
-      ">   image_data_param {\r\n",
-      ">     source: \"data/flickr_style/test.txt\"\r\n",
-      "53c38,39\r\n",
-      "<     backend: LMDB\r\n",
-      "---\r\n",
-      ">     new_height: 256\r\n",
-      ">     new_width: 256\r\n",
-      "323a310\r\n",
-      ">   # Note that lr_mult can be set to 0 to disable any fine-tuning of this, and any other, layer\r\n",
-      "360c347\r\n",
-      "<   name: \"fc8\"\r\n",
-      "---\r\n",
-      ">   name: \"fc8_flickr\"\r\n",
-      "363c350,351\r\n",
-      "<   top: \"fc8\"\r\n",
-      "---\r\n",
-      ">   top: \"fc8_flickr\"\r\n",
-      ">   # lr_mult is set to higher than for other layers, because this layer is starting from random while the others are already trained\r\n",
-      "365c353\r\n",
-      "<     lr_mult: 1\r\n",
-      "---\r\n",
-      ">     lr_mult: 10\r\n",
-      "369c357\r\n",
-      "<     lr_mult: 2\r\n",
-      "---\r\n",
-      ">     lr_mult: 20\r\n",
-      "373c361\r\n",
-      "<     num_output: 1000\r\n",
-      "---\r\n",
-      ">     num_output: 20\r\n",
-      "384a373,379\r\n",
-      ">   name: \"loss\"\r\n",
-      ">   type: \"SoftmaxWithLoss\"\r\n",
-      ">   bottom: \"fc8_flickr\"\r\n",
-      ">   bottom: \"label\"\r\n",
-      ">   top: \"loss\"\r\n",
-      "> }\r\n",
-      "> layer {\r\n",
-      "387c382\r\n",
-      "<   bottom: \"fc8\"\r\n",
-      "---\r\n",
-      ">   bottom: \"fc8_flickr\"\r\n",
-      "393,399d387\r\n",
-      "< }\r\n",
-      "< layer {\r\n",
-      "<   name: \"loss\"\r\n",
-      "<   type: \"SoftmaxWithLoss\"\r\n",
-      "<   bottom: \"fc8\"\r\n",
-      "<   bottom: \"label\"\r\n",
-      "<   top: \"loss\"\r\n"
-     ]
-    }
-   ],
-   "source": [
-    "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For your record, if you want to train the network in pure C++ tools, here is the command:\n",
-    "\n",
-    "<code>\n",
-    "build/tools/caffe train \\\n",
-    "    -solver models/finetune_flickr_style/solver.prototxt \\\n",
-    "    -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n",
-    "    -gpu 0\n",
-    "</code>\n",
-    "\n",
-    "However, we will train using Python in this example."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "iter 0, loss=3.786610, scratch_loss=3.163587\n",
-      "iter 10, loss=2.556661, scratch_loss=8.774073\n",
-      "iter 20, loss=2.035326, scratch_loss=2.266603\n",
-      "iter 30, loss=1.943101, scratch_loss=1.703273\n",
-      "iter 40, loss=1.982698, scratch_loss=1.831079\n",
-      "iter 50, loss=1.559268, scratch_loss=2.041238\n",
-      "iter 60, loss=1.464433, scratch_loss=1.836157\n",
-      "iter 70, loss=1.481868, scratch_loss=1.705826\n",
-      "iter 80, loss=1.394870, scratch_loss=1.695532\n",
-      "iter 90, loss=1.055422, scratch_loss=1.867379\n",
-      "iter 100, loss=1.407976, scratch_loss=1.881758\n",
-      "iter 110, loss=1.569579, scratch_loss=1.701803\n",
-      "iter 120, loss=0.951682, scratch_loss=1.764299\n",
-      "iter 130, loss=0.905122, scratch_loss=1.879305\n",
-      "iter 140, loss=1.020678, scratch_loss=1.746009\n",
-      "iter 150, loss=0.784985, scratch_loss=1.739624\n",
-      "iter 160, loss=0.911735, scratch_loss=1.673230\n",
-      "iter 170, loss=0.965255, scratch_loss=1.725484\n",
-      "iter 180, loss=1.028102, scratch_loss=1.676103\n",
-      "iter 190, loss=0.905020, scratch_loss=1.885763\n",
-      "done\n"
-     ]
-    }
-   ],
-   "source": [
-    "niter = 200\n",
-    "# losses will also be stored in the log\n",
-    "train_loss = np.zeros(niter)\n",
-    "scratch_train_loss = np.zeros(niter)\n",
-    "\n",
-    "caffe.set_device(0)\n",
-    "caffe.set_mode_gpu()\n",
-    "# We create a solver that finetunes from a previously trained network.\n",
-    "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n",
-    "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n",
-    "# For reference, we also create a solver that does no finetuning.\n",
-    "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n",
-    "\n",
-    "# We run the solver for niter times, and record the training loss.\n",
-    "for it in range(niter):\n",
-    "    solver.step(1)  # SGD by Caffe\n",
-    "    scratch_solver.step(1)\n",
-    "    # store the train loss\n",
-    "    train_loss[it] = solver.net.blobs['loss'].data\n",
-    "    scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n",
-    "    if it % 10 == 0:\n",
-    "        print 'iter %d, loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n",
-    "print 'done'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's look at the training loss produced by the two training procedures respectively."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false,
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f39dad72390>,\n",
-       " <matplotlib.lines.Line2D at 0x7f39dad72610>]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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-       "WE19PLWP72hd1u9wrI/3GdScEjoYbZ8iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIikk//DzX8Jz0M\n",
-       "ra0pAAAAAElFTkSuQmCC\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f3a2803d590>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot(np.vstack([train_loss, scratch_train_loss]).T)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f39d50acc90>,\n",
-       " <matplotlib.lines.Line2D at 0x7f39d50acf10>]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f39dad22150>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot(np.vstack([train_loss, scratch_train_loss]).clip(0, 4).T)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Accuracy for fine-tuning: 0.570000001788\n",
-      "Accuracy for training from scratch: 0.224000000954\n"
-     ]
-    }
-   ],
-   "source": [
-    "test_iters = 10\n",
-    "accuracy = 0\n",
-    "scratch_accuracy = 0\n",
-    "for it in arange(test_iters):\n",
-    "    solver.test_nets[0].forward()\n",
-    "    accuracy += solver.test_nets[0].blobs['accuracy'].data\n",
-    "    scratch_solver.test_nets[0].forward()\n",
-    "    scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n",
-    "accuracy /= test_iters\n",
-    "scratch_accuracy /= test_iters\n",
-    "print 'Accuracy for fine-tuning:', accuracy\n",
-    "print 'Accuracy for training from scratch:', scratch_accuracy"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n",
-    "\n",
-    "http://demo.vislab.berkeleyvision.org/"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 2",
-   "language": "python",
-   "name": "python2"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/classification.ipynb b/examples/classification.ipynb
deleted file mode 100644 (file)
index a76cfb1..0000000
+++ /dev/null
@@ -1,3342 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Classifying ImageNet: the instant Caffe way\n",
-    "===========================================\n",
-    "\n",
-    "Caffe has a Python interface, pycaffe, with a `caffe.Net` interface for models. There are both Python and MATLAB interfaces. While this example uses the off-the-shelf Python `caffe.Classifier` interface there is also a MATLAB example at `matlab/caffe/matcaffe_demo.m`.\n",
-    "\n",
-    "Before we begin, you must compile Caffe. You should add the Caffe module to your `PYTHONPATH` although this example includes it automatically. If you haven't yet done so, please refer to the [installation instructions](http://caffe.berkeleyvision.org/installation.html). This example uses our pre-trained CaffeNet model, an ILSVRC12 image classifier. You can download it by running `./scripts/download_model_binary.py models/bvlc_reference_caffenet` or let the first step of this example download it for you.\n",
-    "\n",
-    "Ready? Let's start."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "\n",
-    "# Make sure that caffe is on the python path:\n",
-    "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
-    "import sys\n",
-    "sys.path.insert(0, caffe_root + 'python')\n",
-    "\n",
-    "import caffe\n",
-    "\n",
-    "# Set the right path to your model definition file, pretrained model weights,\n",
-    "# and the image you would like to classify.\n",
-    "MODEL_FILE = '../models/bvlc_reference_caffenet/deploy.prototxt'\n",
-    "PRETRAINED = '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n",
-    "IMAGE_FILE = 'images/cat.jpg'\n",
-    "\n",
-    "import os\n",
-    "if not os.path.isfile(PRETRAINED):\n",
-    "    print(\"Downloading pre-trained CaffeNet model...\")\n",
-    "    !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Loading a network is easy. `caffe.Classifier` takes care of everything. Note the arguments for configuring input preprocessing: mean subtraction switched on by giving a mean array, input channel swapping takes care of mapping RGB into the reference ImageNet model's BGR order, and raw scaling multiplies the feature scale from the input [0,1] to the ImageNet model's [0,255].\n",
-    "\n",
-    "We will set the phase to test since we are doing testing, and will first use CPU for the computation."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "caffe.set_mode_cpu()\n",
-    "net = caffe.Classifier(MODEL_FILE, PRETRAINED,\n",
-    "                       mean=np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1),\n",
-    "                       channel_swap=(2,1,0),\n",
-    "                       raw_scale=255,\n",
-    "                       image_dims=(256, 256))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's take a look at our example image with Caffe's image loading helper."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fda204c0e10>"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fda517da210>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "input_image = caffe.io.load_image(IMAGE_FILE)\n",
-    "plt.imshow(input_image)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Time to classify. The default is to actually do 10 predictions, cropping the center and corners of the image as well as their mirrored versions, and average over the predictions:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "prediction shape: (1000,)\n",
-      "predicted class: 281\n"
-     ]
-    },
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fda20473950>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "prediction = net.predict([input_image])  # predict takes any number of images, and formats them for the Caffe net automatically\n",
-    "print 'prediction shape:', prediction[0].shape\n",
-    "plt.plot(prediction[0])\n",
-    "print 'predicted class:', prediction[0].argmax()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "You can see that the prediction is 1000-dimensional, and is pretty sparse.\n",
-    "\n",
-    "The predicted class 281 is \"Tabby cat.\" Our pretrained model uses the synset ID ordering of the classes, as listed in `../data/ilsvrc12/synset_words.txt` if you fetch the auxiliary imagenet data by `../data/ilsvrc12/get_ilsvrc_aux.sh`. If you look at the top indices that maximize the prediction score, they are cats, foxes, and other cute mammals. Not unreasonable predictions, right?\n",
-    "\n",
-    "Now let's classify by the center crop alone by turning off oversampling. Note that this makes a single input, although if you inspect the model definition prototxt you'll see the network has a batch size of 10. The python wrapper handles batching and padding for you!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "prediction shape: (1000,)\n",
-      "predicted class: 281\n"
-     ]
-    },
-    {
-     "data": {
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-       "8fl8sauGZO2LTz75RDidTpGfny8qKyvF0NCQtH3R0NAgVqxYIVatWiWefvppEQ6HpemL6upqkZ2d\n",
-       "LYxGozCbzWLv3r3T2vaPPvpIrFq1SuTm5ornnnsuoffmDWVERJLjf1VJRCQ5BgERkeQYBEREkmMQ\n",
-       "EBFJjkFARCQ5BgERkeQYBEREkmMQEBFJ7v8B+P2XH1cBu2AAAAAASUVORK5CYII=\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fda1abd8e10>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "prediction = net.predict([input_image], oversample=False)\n",
-    "print 'prediction shape:', prediction[0].shape\n",
-    "plt.plot(prediction[0])\n",
-    "print 'predicted class:', prediction[0].argmax()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "\n",
-    "\n",
-    "Now, why don't we see how long it takes to perform the classification end to end? This result is run from an Intel i5 CPU, so you may observe some performance differences."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loops, best of 3: 355 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "%timeit net.predict([input_image])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "It may look a little slow, but note that time is spent on cropping, python interfacing, and running 10 images. For performance, if you really want to make prediction fast, you can optionally code in C++ and pipeline operations better. For experimenting and prototyping the current speed is fine.\n",
-    "\n",
-    "Let's time classifying a single image with input preprocessed:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loops, best of 3: 210 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Resize the image to the standard (256, 256) and oversample net input sized crops.\n",
-    "input_oversampled = caffe.io.oversample([caffe.io.resize_image(input_image, net.image_dims)], net.crop_dims)\n",
-    "# 'data' is the input blob name in the model definition, so we preprocess for that input.\n",
-    "caffe_input = np.asarray([net.transformer.preprocess('data', in_) for in_ in input_oversampled])\n",
-    "# forward() takes keyword args for the input blobs with preprocessed input arrays.\n",
-    "%timeit net.forward(data=caffe_input)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "OK, so how about GPU? it is actually pretty easy:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "caffe.set_mode_gpu()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Voila! Now we are in GPU mode. Let's see if the code gives the same result:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "prediction shape: (1000,)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fda1ac309d0>]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
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-       "TV/s3LnT7Nu3zyxYsCC+bjzv/csvvzTGGFNeXm727t1rjDFmxYoV5tVXXx31tbMWBG+88UbSVUWb\n",
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-       "8Ytf6Fvf+pZmzpyp6667TpWVlVb2xbDxvvfU9S6Xa0x9krUgGOvNaleaU6dO6bbbbtNjjz2mb37z\n",
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-       "BPTMM89Ikp555pl4QAQCAW3btk0DAwPq6elRV1eXFi5cmJW2Z9pDDz2kSCSinp4ebdu2Td///vf1\n",
-       "3HPPWdkXN910k/Lz8/Xhhx9Kktrb2zV//nytXr3aur7wer3as2ePPvvsMxlj1N7ernnz5lnZF8PG\n",
-       "+5246aabdO2112rv3r0yxui5556L10krEyc4Jmr79u1mzpw5prCw0Dz00EPZbMqk27Vrl3E4HKa0\n",
-       "tNTcfPPN5uabbzavvvqqOXbsmLn11ltNUVGRqaysNCdOnIjX+d3vfmcKCwvN3LlzTTAYzGLrJ08o\n",
-       "FIpfNWRrXxw4cMD4/X5TUlJiqqurTX9/v7V90dDQYObNm2cWLFhg7rzzTjMwMGBNX9TW1pq8vDzj\n",
-       "dDqN2+02Tz755ITe+1tvvWUWLFhgCgsLzX333Tem1+aGMgCwHP+rSgCwHEEAAJYjCADAcgQBAFiO\n",
-       "IAAAyxEEAGA5ggAALEcQAIDl/h+B3FfVQOwSzQAAAABJRU5ErkJggg==\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fda1ab53650>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "prediction = net.predict([input_image])\n",
-    "print 'prediction shape:', prediction[0].shape\n",
-    "plt.plot(prediction[0])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Good, everything is the same. And how about time consumption? The following benchmark is obtained on the same machine with a GTX 770 GPU:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10 loops, best of 3: 174 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Full pipeline timing.\n",
-    "%timeit net.predict([input_image])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10 loops, best of 3: 34.2 ms per loop\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Forward pass timing.\n",
-    "%timeit net.forward(data=caffe_input)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Pretty fast right? Not as fast as you expected? Indeed, in this python demo you are seeing only 4 times speedup. But remember - the GPU code is actually very fast, and the data loading, transformation and interfacing actually start to take **more** time than the actual conv. net computation itself!\n",
-    "\n",
-    "To fully utilize the power of GPUs, you really want to:\n",
-    "\n",
-    "* Use larger batches, and minimize python call and data transfer overheads.\n",
-    "* Pipeline data load operations, like using a subprocess.\n",
-    "* Code in C++. A little inconvenient, but maybe worth it if your dataset is really, really large."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Parting Words\n",
-    "-------------\n",
-    "\n",
-    "So this is python! We hope the interface is easy enough for one to use. The python wrapper is interfaced with boost::python, and source code can be found at `python/caffe` with the main interface in `pycaffe.py` and the classification wrapper in `classifier.py`. If you have customizations to make, start there! Do let us know if you make improvements by sending a pull request!"
-   ]
-  }
- ],
- "metadata": {
-  "description": "Use the pre-trained ImageNet model to classify images with the Python interface.",
-  "example_name": "ImageNet classification",
-  "include_in_docs": true,
-  "kernelspec": {
-   "display_name": "Python 2",
-   "language": "python",
-   "name": "python2"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.9"
-  },
-  "priority": 1
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
index e2a981a..6a03c99 100644 (file)
    "pygments_lexer": "ipython2",
    "version": "2.7.9"
   },
-  "priority": 3
+  "priority": 6
  },
  "nbformat": 4,
  "nbformat_minor": 0
diff --git a/examples/filter_visualization.ipynb b/examples/filter_visualization.ipynb
deleted file mode 100644 (file)
index 6d629c5..0000000
+++ /dev/null
@@ -1,13214 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here we visualize filters and outputs using the network architecture proposed by Krizhevsky et al. for ImageNet and implemented in `caffe`.\n",
-    "\n",
-    "(This page follows DeCAF visualizations originally by Yangqing Jia.)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "\n",
-    "# Make sure that caffe is on the python path:\n",
-    "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
-    "import sys\n",
-    "sys.path.insert(0, caffe_root + 'python')\n",
-    "\n",
-    "import caffe\n",
-    "\n",
-    "plt.rcParams['figure.figsize'] = (10, 10)\n",
-    "plt.rcParams['image.interpolation'] = 'nearest'\n",
-    "plt.rcParams['image.cmap'] = 'gray'\n",
-    "\n",
-    "import os\n",
-    "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n",
-    "    print(\"Downloading pre-trained CaffeNet model...\")\n",
-    "    !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "caffe.set_mode_cpu()\n",
-    "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n",
-    "                caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n",
-    "                caffe.TEST)\n",
-    "\n",
-    "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n",
-    "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n",
-    "transformer.set_transpose('data', (2,0,1))\n",
-    "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n",
-    "transformer.set_raw_scale('data', 255)  # the reference model operates on images in [0,255] range instead of [0,1]\n",
-    "transformer.set_channel_swap('data', (2,1,0))  # the reference model has channels in BGR order instead of RGB"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Classify the image by reshaping the net for the single input then doing the forward pass."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Predicted class is #281.\n"
-     ]
-    }
-   ],
-   "source": [
-    "net.blobs['data'].reshape(1,3,227,227)\n",
-    "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n",
-    "out = net.forward()\n",
-    "print(\"Predicted class is #{}.\".format(out['prob'].argmax()))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[('data', (1, 3, 227, 227)),\n",
-       " ('conv1', (1, 96, 55, 55)),\n",
-       " ('pool1', (1, 96, 27, 27)),\n",
-       " ('norm1', (1, 96, 27, 27)),\n",
-       " ('conv2', (1, 256, 27, 27)),\n",
-       " ('pool2', (1, 256, 13, 13)),\n",
-       " ('norm2', (1, 256, 13, 13)),\n",
-       " ('conv3', (1, 384, 13, 13)),\n",
-       " ('conv4', (1, 384, 13, 13)),\n",
-       " ('conv5', (1, 256, 13, 13)),\n",
-       " ('pool5', (1, 256, 6, 6)),\n",
-       " ('fc6', (1, 4096)),\n",
-       " ('fc7', (1, 4096)),\n",
-       " ('fc8', (1, 1000)),\n",
-       " ('prob', (1, 1000))]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "[(k, v.data.shape) for k, v in net.blobs.items()]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[('conv1', (96, 3, 11, 11)),\n",
-       " ('conv2', (256, 48, 5, 5)),\n",
-       " ('conv3', (384, 256, 3, 3)),\n",
-       " ('conv4', (384, 192, 3, 3)),\n",
-       " ('conv5', (256, 192, 3, 3)),\n",
-       " ('fc6', (4096, 9216)),\n",
-       " ('fc7', (4096, 4096)),\n",
-       " ('fc8', (1000, 4096))]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "[(k, v[0].data.shape) for k, v in net.params.items()]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Helper functions for visualization"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "# take an array of shape (n, height, width) or (n, height, width, channels)\n",
-    "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n",
-    "def vis_square(data, padsize=1, padval=0):\n",
-    "    data -= data.min()\n",
-    "    data /= data.max()\n",
-    "    \n",
-    "    # force the number of filters to be square\n",
-    "    n = int(np.ceil(np.sqrt(data.shape[0])))\n",
-    "    padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n",
-    "    data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n",
-    "    \n",
-    "    # tile the filters into an image\n",
-    "    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n",
-    "    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
-    "    \n",
-    "    plt.imshow(data)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The input image"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": [
-       "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
-       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvUmwbll6HfSd9m9u997Ll01lZmWqVFUulShs2S4ZN2CB\n",
-       "JGMKg4PAxiGHAxg4gjEOIhgyYeSJTQQaMWNAVIgJaECgMG7AgZsQ7gLbQq1VqlRVKjPfy9fce//m\n",
-       "tAz2Wvtb+51f5fAly9fA/gbvv2//5z9nn92ds9e3vvUV8zzPli1btmzZsmXLlu2f2cr7rkC2bNmy\n",
-       "ZcuWLdv/Wy2/SGXLli1btmzZst3R8otUtmzZsmXLli3bHS2/SGXLli1btmzZst3R8otUtmzZsmXL\n",
-       "li3bHS2/SGXLli1btmzZst3Rvi8vUj/3cz9nP/RDP2Rf/vKX7c//+T///bhEtmzZsmXLli3bvVvx\n",
-       "WetIjeNoX/nKV+wv/+W/bO+884796I/+qH3zm9+0r371q5/lZbJly5YtW7Zs2e7dPnNE6ud//uft\n",
-       "S1/6kv3AD/yANU1jP/VTP2U/+7M/+1lfJlu2bNmyZcuW7d7tM3+R+s53vmOf//zn4//fffdd+853\n",
-       "vvNZXyZbtmzZsmXLlu3erf6sT1gUxT/1mPbiwvqbm8/60tmyZcuWLVu2bJ+5nT3e2s0ntye/+8xf\n",
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-       "j9hIEREREXnERoqIiIjIIzZSRERERB6xkSIiIiLyiI0UERERkUdspIiIiIg8egFnCUKNTa56BwAA\n",
-       "AABJRU5ErkJggg==\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd6306e1cd0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(transformer.deprocess('data', net.blobs['data'].data[0]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The first layer filters, `conv1`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
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-       "Vivm5uYAAHNzc7Hhiv4/m82GUCiEQCAAp9OJly9fYn5+np1rKD8/H0VFRdjb2wMAuN1uVFZWor29\n",
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-       "eXm5lJaWis1mS0aElLe2tiYZGRny/Plzqa2tldraWllaWpKzszMxm81SVlYmFotFLi4ukh01Ja2u\n",
-       "rkp7e7uICDvX2I8fP6S+vl5qamrk1atXEolE2LnGPn78KKqqSlVVlQwODko0GmXnCdbb2ysFBQWS\n",
-       "mZkpiqLI7OzsHzv+8OGDlJaWitFoFJfLlcTk6YW3fSEiIiKKA69YTkRERBQHDlFEREREceAQRURE\n",
-       "RBQHDlFEREREceAQRURERBQHDlFEREREceAQRURERBQHDlFEREREcfgLd2vbS3y+X88AAAAASUVO\n",
-       "RK5CYII=\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd63064b6d0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# the parameters are a list of [weights, biases]\n",
-    "filters = net.params['conv1'][0].data\n",
-    "vis_square(filters.transpose(0, 2, 3, 1))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd621d91150>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['conv1'].data[0, :36]\n",
-    "vis_square(feat, padval=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The second layer filters, `conv2`\n",
-    "\n",
-    "There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd630658d90>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "filters = net.params['conv2'][0].data\n",
-    "vis_square(filters[:48].reshape(48**2, 5, 5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd621d73990>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['conv2'].data[0, :36]\n",
-    "vis_square(feat, padval=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The third layer output, `conv3` (rectified, all 384 channels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd63064ffd0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['conv3'].data[0]\n",
-    "vis_square(feat, padval=0.5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The fourth layer output, `conv4` (rectified, all 384 channels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": [
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd621d25190>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['conv4'].data[0]\n",
-    "vis_square(feat, padval=0.5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The fifth layer output, `conv5` (rectified, all 256 channels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
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-       "xEaKiIiISKf/AMt+wa3UEUvkAAAAAElFTkSuQmCC\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd621d1b3d0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['conv5'].data[0]\n",
-    "vis_square(feat, padval=0.5)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The fifth layer after pooling, `pool5`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd621d7cd90>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['pool5'].data[0]\n",
-    "vis_square(feat, padval=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The first fully connected layer, `fc6` (rectified)\n",
-    "\n",
-    "We show the output values and the histogram of the positive values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd63064b890>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['fc6'].data[0]\n",
-    "plt.subplot(2, 1, 1)\n",
-    "plt.plot(feat.flat)\n",
-    "plt.subplot(2, 1, 2)\n",
-    "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The second fully connected layer, `fc7` (rectified)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd6306fb450>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['fc7'].data[0]\n",
-    "plt.subplot(2, 1, 1)\n",
-    "plt.plot(feat.flat)\n",
-    "plt.subplot(2, 1, 2)\n",
-    "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The final probability output, `prob`"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fd63060d990>]"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fd630627290>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "feat = net.blobs['prob'].data[0]\n",
-    "plt.plot(feat.flat)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's see the top 5 predicted labels."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n",
-      " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n",
-      " 'n02127052 lynx, catamount']\n"
-     ]
-    }
-   ],
-   "source": [
-    "# load labels\n",
-    "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
-    "try:\n",
-    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
-    "except:\n",
-    "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
-    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
-    "\n",
-    "# sort top k predictions from softmax output\n",
-    "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n",
-    "print labels[top_k]"
-   ]
-  }
- ],
- "metadata": {
-  "description": "Extracting features and visualizing trained filters with an example image, viewed layer-by-layer.",
-  "example_name": "Filter visualization",
-  "include_in_docs": true,
-  "kernelspec": {
-   "display_name": "Python 2",
-   "language": "python",
-   "name": "python2"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.9"
-  },
-  "priority": 2
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/hdf5_classification.ipynb b/examples/hdf5_classification.ipynb
deleted file mode 100644 (file)
index e98d13d..0000000
+++ /dev/null
@@ -1,6290 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Caffeinated Logistic Regression of HDF5 Data\n",
-    "\n",
-    "While Caffe is made for deep networks it can likewise represent \"shallow\" models like logistic regression for classification. We'll do simple logistic regression on synthetic data that we'll generate and save to HDF5 to feed vectors to Caffe. Once that model is done, we'll add layers to improve accuracy. That's what Caffe is about: define a model, experiment, and then deploy."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "\n",
-    "# Make sure that caffe is on the python path:\n",
-    "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
-    "import sys\n",
-    "sys.path.insert(0, caffe_root + 'python')\n",
-    "\n",
-    "import caffe\n",
-    "\n",
-    "import os\n",
-    "import h5py\n",
-    "import shutil\n",
-    "import tempfile\n",
-    "\n",
-    "# You may need to 'pip install scikit-learn'\n",
-    "import sklearn\n",
-    "import sklearn.datasets\n",
-    "import sklearn.linear_model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Synthesize a dataset of 10,000 4-vectors for binary classification with 2 informative features and 2 noise features."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "data": {
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-       "sjEiIyMjIyMjE1dkY0RGRkZGRkYmrsjGiIyMjIyMjExc+f8Bo2OouhAS2pgAAAAASUVORK5CYII=\n"
-      ],
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x11dade4d0>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "X, y = sklearn.datasets.make_classification(\n",
-    "    n_samples=10000, n_features=4, n_redundant=0, n_informative=2, \n",
-    "    n_clusters_per_class=2, hypercube=False, random_state=0\n",
-    ")\n",
-    "\n",
-    "# Split into train and test\n",
-    "X, Xt, y, yt = sklearn.cross_validation.train_test_split(X, y)\n",
-    "\n",
-    "# Visualize sample of the data\n",
-    "ind = np.random.permutation(X.shape[0])[:1000]\n",
-    "df = pd.DataFrame(X[ind])\n",
-    "_ = pd.scatter_matrix(df, figsize=(9, 9), diagonal='kde', marker='o', s=40, alpha=.4, c=y[ind])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Learn and evaluate scikit-learn's logistic regression with stochastic gradient descent (SGD) training. Time and check the classifier's accuracy."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loops, best of 3: 499 ms per loop\n",
-      "Accuracy: 0.756\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Train and test the scikit-learn SGD logistic regression.\n",
-    "clf = sklearn.linear_model.SGDClassifier(\n",
-    "    loss='log', n_iter=1000, penalty='l2', alpha=1e-3, class_weight='auto')\n",
-    "\n",
-    "%timeit clf.fit(X, y)\n",
-    "yt_pred = clf.predict(Xt)\n",
-    "print('Accuracy: {:.3f}'.format(sklearn.metrics.accuracy_score(yt, yt_pred)))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Save the dataset to HDF5 for loading in Caffe."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "# Write out the data to HDF5 files in a temp directory.\n",
-    "# This file is assumed to be caffe_root/examples/hdf5_classification.ipynb\n",
-    "dirname = os.path.abspath('./hdf5_classification/data')\n",
-    "if not os.path.exists(dirname):\n",
-    "    os.makedirs(dirname)\n",
-    "\n",
-    "train_filename = os.path.join(dirname, 'train.h5')\n",
-    "test_filename = os.path.join(dirname, 'test.h5')\n",
-    "\n",
-    "# HDF5DataLayer source should be a file containing a list of HDF5 filenames.\n",
-    "# To show this off, we'll list the same data file twice.\n",
-    "with h5py.File(train_filename, 'w') as f:\n",
-    "    f['data'] = X\n",
-    "    f['label'] = y.astype(np.float32)\n",
-    "with open(os.path.join(dirname, 'train.txt'), 'w') as f:\n",
-    "    f.write(train_filename + '\\n')\n",
-    "    f.write(train_filename + '\\n')\n",
-    "    \n",
-    "# HDF5 is pretty efficient, but can be further compressed.\n",
-    "comp_kwargs = {'compression': 'gzip', 'compression_opts': 1}\n",
-    "with h5py.File(test_filename, 'w') as f:\n",
-    "    f.create_dataset('data', data=Xt, **comp_kwargs)\n",
-    "    f.create_dataset('label', data=yt.astype(np.float32), **comp_kwargs)\n",
-    "with open(os.path.join(dirname, 'test.txt'), 'w') as f:\n",
-    "    f.write(test_filename + '\\n')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Learn and evaluate logistic regression in Caffe."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loops, best of 3: 240 ms per loop\n",
-      "Accuracy: 0.752\n"
-     ]
-    }
-   ],
-   "source": [
-    "def learn_and_test(solver_file):\n",
-    "    caffe.set_mode_cpu()\n",
-    "    solver = caffe.get_solver(solver_file)\n",
-    "    solver.solve()\n",
-    "\n",
-    "    accuracy = 0\n",
-    "    test_iters = int(len(Xt) / solver.test_nets[0].blobs['data'].num)\n",
-    "    for i in range(test_iters):\n",
-    "        solver.test_nets[0].forward()\n",
-    "        accuracy += solver.test_nets[0].blobs['accuracy'].data\n",
-    "    accuracy /= test_iters\n",
-    "    return accuracy\n",
-    "\n",
-    "%timeit learn_and_test('hdf5_classification/solver.prototxt')\n",
-    "acc = learn_and_test('hdf5_classification/solver.prototxt')\n",
-    "print(\"Accuracy: {:.3f}\".format(acc))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Do the same through the command line interface for detailed output on the model and solving."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "I0307 01:34:29.141863 2099749632 caffe.cpp:103] Use CPU.\n",
-      "I0307 01:34:29.418283 2099749632 caffe.cpp:107] Starting Optimization\n",
-      "I0307 01:34:29.418323 2099749632 solver.cpp:32] Initializing solver from parameters: \n",
-      "test_iter: 250\n",
-      "test_interval: 1000\n",
-      "base_lr: 0.01\n",
-      "display: 1000\n",
-      "max_iter: 10000\n",
-      "lr_policy: \"step\"\n",
-      "gamma: 0.1\n",
-      "momentum: 0.9\n",
-      "weight_decay: 0.0005\n",
-      "stepsize: 5000\n",
-      "snapshot: 10000\n",
-      "snapshot_prefix: \"hdf5_classification/data/train\"\n",
-      "solver_mode: CPU\n",
-      "net: \"hdf5_classification/train_val.prototxt\"\n",
-      "I0307 01:34:29.418416 2099749632 solver.cpp:70] Creating training net from net file: hdf5_classification/train_val.prototxt\n",
-      "I0307 01:34:29.418583 2099749632 net.cpp:257] The NetState phase (0) differed from the phase (1) specified by a rule in layer data\n",
-      "I0307 01:34:29.418598 2099749632 net.cpp:257] The NetState phase (0) differed from the phase (1) specified by a rule in layer accuracy\n",
-      "I0307 01:34:29.418608 2099749632 net.cpp:42] Initializing net from parameters: \n",
-      "name: \"LogisticRegressionNet\"\n",
-      "state {\n",
-      "  phase: TRAIN\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"data\"\n",
-      "  type: \"HDF5Data\"\n",
-      "  top: \"data\"\n",
-      "  top: \"label\"\n",
-      "  include {\n",
-      "    phase: TRAIN\n",
-      "  }\n",
-      "  hdf5_data_param {\n",
-      "    source: \"hdf5_classification/data/train.txt\"\n",
-      "    batch_size: 10\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"fc1\"\n",
-      "  type: \"InnerProduct\"\n",
-      "  bottom: \"data\"\n",
-      "  top: \"fc1\"\n",
-      "  param {\n",
-      "    lr_mult: 1\n",
-      "    decay_mult: 1\n",
-      "  }\n",
-      "  param {\n",
-      "    lr_mult: 2\n",
-      "    decay_mult: 0\n",
-      "  }\n",
-      "  inner_product_param {\n",
-      "    num_output: 2\n",
-      "    weight_filler {\n",
-      "      type: \"gaussian\"\n",
-      "      std: 0.01\n",
-      "    }\n",
-      "    bias_filler {\n",
-      "      type: \"constant\"\n",
-      "      value: 0\n",
-      "    }\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"loss\"\n",
-      "  type: \"SoftmaxWithLoss\"\n",
-      "  bottom: \"fc1\"\n",
-      "  bottom: \"label\"\n",
-      "  top: \"loss\"\n",
-      "}\n",
-      "I0307 01:34:29.418692 2099749632 layer_factory.hpp:74] Creating layer data\n",
-      "I0307 01:34:29.418853 2099749632 net.cpp:84] Creating Layer data\n",
-      "I0307 01:34:29.418879 2099749632 net.cpp:338] data -> data\n",
-      "I0307 01:34:29.418905 2099749632 net.cpp:338] data -> label\n",
-      "I0307 01:34:29.418918 2099749632 net.cpp:113] Setting up data\n",
-      "I0307 01:34:29.418926 2099749632 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: hdf5_classification/data/train.txt\n",
-      "I0307 01:34:29.418992 2099749632 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n",
-      "I0307 01:34:29.420812 2099749632 net.cpp:120] Top shape: 10 4 (40)\n",
-      "I0307 01:34:29.420841 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:29.420852 2099749632 layer_factory.hpp:74] Creating layer fc1\n",
-      "I0307 01:34:29.420866 2099749632 net.cpp:84] Creating Layer fc1\n",
-      "I0307 01:34:29.420872 2099749632 net.cpp:380] fc1 <- data\n",
-      "I0307 01:34:29.420882 2099749632 net.cpp:338] fc1 -> fc1\n",
-      "I0307 01:34:29.420894 2099749632 net.cpp:113] Setting up fc1\n",
-      "I0307 01:34:29.425689 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:29.425709 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:29.425724 2099749632 net.cpp:84] Creating Layer loss\n",
-      "I0307 01:34:29.425731 2099749632 net.cpp:380] loss <- fc1\n",
-      "I0307 01:34:29.425739 2099749632 net.cpp:380] loss <- label\n",
-      "I0307 01:34:29.425747 2099749632 net.cpp:338] loss -> loss\n",
-      "I0307 01:34:29.425756 2099749632 net.cpp:113] Setting up loss\n",
-      "I0307 01:34:29.425767 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:29.425781 2099749632 net.cpp:120] Top shape: (1)\n",
-      "I0307 01:34:29.425789 2099749632 net.cpp:122]     with loss weight 1\n",
-      "I0307 01:34:29.425801 2099749632 net.cpp:167] loss needs backward computation.\n",
-      "I0307 01:34:29.425808 2099749632 net.cpp:167] fc1 needs backward computation.\n",
-      "I0307 01:34:29.425815 2099749632 net.cpp:169] data does not need backward computation.\n",
-      "I0307 01:34:29.425822 2099749632 net.cpp:205] This network produces output loss\n",
-      "I0307 01:34:29.425829 2099749632 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
-      "I0307 01:34:29.425837 2099749632 net.cpp:217] Network initialization done.\n",
-      "I0307 01:34:29.425843 2099749632 net.cpp:218] Memory required for data: 284\n",
-      "I0307 01:34:29.425961 2099749632 solver.cpp:154] Creating test net (#0) specified by net file: hdf5_classification/train_val.prototxt\n",
-      "I0307 01:34:29.425984 2099749632 net.cpp:257] The NetState phase (1) differed from the phase (0) specified by a rule in layer data\n",
-      "I0307 01:34:29.425997 2099749632 net.cpp:42] Initializing net from parameters: \n",
-      "name: \"LogisticRegressionNet\"\n",
-      "state {\n",
-      "  phase: TEST\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"data\"\n",
-      "  type: \"HDF5Data\"\n",
-      "  top: \"data\"\n",
-      "  top: \"label\"\n",
-      "  include {\n",
-      "    phase: TEST\n",
-      "  }\n",
-      "  hdf5_data_param {\n",
-      "    source: \"hdf5_classification/data/test.txt\"\n",
-      "    batch_size: 10\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"fc1\"\n",
-      "  type: \"InnerProduct\"\n",
-      "  bottom: \"data\"\n",
-      "  top: \"fc1\"\n",
-      "  param {\n",
-      "    lr_mult: 1\n",
-      "    decay_mult: 1\n",
-      "  }\n",
-      "  param {\n",
-      "    lr_mult: 2\n",
-      "    decay_mult: 0\n",
-      "  }\n",
-      "  inner_product_param {\n",
-      "    num_output: 2\n",
-      "    weight_filler {\n",
-      "      type: \"gaussian\"\n",
-      "      std: 0.01\n",
-      "    }\n",
-      "    bias_filler {\n",
-      "      type: \"constant\"\n",
-      "      value: 0\n",
-      "    }\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"loss\"\n",
-      "  type: \"SoftmaxWithLoss\"\n",
-      "  bottom: \"fc1\"\n",
-      "  bottom: \"label\"\n",
-      "  top: \"loss\"\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"accuracy\"\n",
-      "  type: \"Accuracy\"\n",
-      "  bottom: \"fc1\"\n",
-      "  bottom: \"label\"\n",
-      "  top: \"accuracy\"\n",
-      "  include {\n",
-      "    phase: TEST\n",
-      "  }\n",
-      "}\n",
-      "I0307 01:34:29.426126 2099749632 layer_factory.hpp:74] Creating layer data\n",
-      "I0307 01:34:29.426311 2099749632 net.cpp:84] Creating Layer data\n",
-      "I0307 01:34:29.426331 2099749632 net.cpp:338] data -> data\n",
-      "I0307 01:34:29.426343 2099749632 net.cpp:338] data -> label\n",
-      "I0307 01:34:29.426354 2099749632 net.cpp:113] Setting up data\n",
-      "I0307 01:34:29.426362 2099749632 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: hdf5_classification/data/test.txt\n",
-      "I0307 01:34:29.426484 2099749632 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n",
-      "I0307 01:34:29.427692 2099749632 net.cpp:120] Top shape: 10 4 (40)\n",
-      "I0307 01:34:29.427711 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:29.427721 2099749632 layer_factory.hpp:74] Creating layer label_data_1_split\n",
-      "I0307 01:34:29.427731 2099749632 net.cpp:84] Creating Layer label_data_1_split\n",
-      "I0307 01:34:29.427738 2099749632 net.cpp:380] label_data_1_split <- label\n",
-      "I0307 01:34:29.427747 2099749632 net.cpp:338] label_data_1_split -> label_data_1_split_0\n",
-      "I0307 01:34:29.427759 2099749632 net.cpp:338] label_data_1_split -> label_data_1_split_1\n",
-      "I0307 01:34:29.427768 2099749632 net.cpp:113] Setting up label_data_1_split\n",
-      "I0307 01:34:29.427777 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:29.427784 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:29.427791 2099749632 layer_factory.hpp:74] Creating layer fc1\n",
-      "I0307 01:34:29.427804 2099749632 net.cpp:84] Creating Layer fc1\n",
-      "I0307 01:34:29.427813 2099749632 net.cpp:380] fc1 <- data\n",
-      "I0307 01:34:29.427821 2099749632 net.cpp:338] fc1 -> fc1\n",
-      "I0307 01:34:29.427831 2099749632 net.cpp:113] Setting up fc1\n",
-      "I0307 01:34:29.427845 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:29.427857 2099749632 layer_factory.hpp:74] Creating layer fc1_fc1_0_split\n",
-      "I0307 01:34:29.427866 2099749632 net.cpp:84] Creating Layer fc1_fc1_0_split\n",
-      "I0307 01:34:29.427872 2099749632 net.cpp:380] fc1_fc1_0_split <- fc1\n",
-      "I0307 01:34:29.427881 2099749632 net.cpp:338] fc1_fc1_0_split -> fc1_fc1_0_split_0\n",
-      "I0307 01:34:29.427891 2099749632 net.cpp:338] fc1_fc1_0_split -> fc1_fc1_0_split_1\n",
-      "I0307 01:34:29.427942 2099749632 net.cpp:113] Setting up fc1_fc1_0_split\n",
-      "I0307 01:34:29.427955 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:29.427965 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:29.427976 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:29.427991 2099749632 net.cpp:84] Creating Layer loss\n",
-      "I0307 01:34:29.428001 2099749632 net.cpp:380] loss <- fc1_fc1_0_split_0\n",
-      "I0307 01:34:29.428009 2099749632 net.cpp:380] loss <- label_data_1_split_0\n",
-      "I0307 01:34:29.428017 2099749632 net.cpp:338] loss -> loss\n",
-      "I0307 01:34:29.428026 2099749632 net.cpp:113] Setting up loss\n",
-      "I0307 01:34:29.428035 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:29.428048 2099749632 net.cpp:120] Top shape: (1)\n",
-      "I0307 01:34:29.428056 2099749632 net.cpp:122]     with loss weight 1\n",
-      "I0307 01:34:29.428064 2099749632 layer_factory.hpp:74] Creating layer accuracy\n",
-      "I0307 01:34:29.428076 2099749632 net.cpp:84] Creating Layer accuracy\n",
-      "I0307 01:34:29.428084 2099749632 net.cpp:380] accuracy <- fc1_fc1_0_split_1\n",
-      "I0307 01:34:29.428092 2099749632 net.cpp:380] accuracy <- label_data_1_split_1\n",
-      "I0307 01:34:29.428102 2099749632 net.cpp:338] accuracy -> accuracy\n",
-      "I0307 01:34:29.428131 2099749632 net.cpp:113] Setting up accuracy\n",
-      "I0307 01:34:29.428140 2099749632 net.cpp:120] Top shape: (1)\n",
-      "I0307 01:34:29.428148 2099749632 net.cpp:169] accuracy does not need backward computation.\n",
-      "I0307 01:34:29.428154 2099749632 net.cpp:167] loss needs backward computation.\n",
-      "I0307 01:34:29.428161 2099749632 net.cpp:167] fc1_fc1_0_split needs backward computation.\n",
-      "I0307 01:34:29.428167 2099749632 net.cpp:167] fc1 needs backward computation.\n",
-      "I0307 01:34:29.428174 2099749632 net.cpp:169] label_data_1_split does not need backward computation.\n",
-      "I0307 01:34:29.428181 2099749632 net.cpp:169] data does not need backward computation.\n",
-      "I0307 01:34:29.428189 2099749632 net.cpp:205] This network produces output accuracy\n",
-      "I0307 01:34:29.428324 2099749632 net.cpp:205] This network produces output loss\n",
-      "I0307 01:34:29.428342 2099749632 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
-      "I0307 01:34:29.428350 2099749632 net.cpp:217] Network initialization done.\n",
-      "I0307 01:34:29.428357 2099749632 net.cpp:218] Memory required for data: 528\n",
-      "I0307 01:34:29.428388 2099749632 solver.cpp:42] Solver scaffolding done.\n",
-      "I0307 01:34:29.428412 2099749632 solver.cpp:222] Solving LogisticRegressionNet\n",
-      "I0307 01:34:29.428421 2099749632 solver.cpp:223] Learning Rate Policy: step\n",
-      "I0307 01:34:29.428431 2099749632 solver.cpp:266] Iteration 0, Testing net (#0)\n",
-      "I0307 01:34:29.471674 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.4532\n",
-      "I0307 01:34:29.471724 2099749632 solver.cpp:315]     Test net output #1: loss = 0.694067 (* 1 = 0.694067 loss)\n",
-      "I0307 01:34:29.471853 2099749632 solver.cpp:189] Iteration 0, loss = 0.692695\n",
-      "I0307 01:34:29.471878 2099749632 solver.cpp:204]     Train net output #0: loss = 0.692695 (* 1 = 0.692695 loss)\n",
-      "I0307 01:34:29.471890 2099749632 solver.cpp:464] Iteration 0, lr = 0.01\n",
-      "I0307 01:34:29.483834 2099749632 solver.cpp:266] Iteration 1000, Testing net (#0)\n",
-      "I0307 01:34:29.486868 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7424\n",
-      "I0307 01:34:29.486896 2099749632 solver.cpp:315]     Test net output #1: loss = 0.601764 (* 1 = 0.601764 loss)\n",
-      "I0307 01:34:29.486922 2099749632 solver.cpp:189] Iteration 1000, loss = 0.472665\n",
-      "I0307 01:34:29.486934 2099749632 solver.cpp:204]     Train net output #0: loss = 0.472665 (* 1 = 0.472665 loss)\n",
-      "I0307 01:34:29.486944 2099749632 solver.cpp:464] Iteration 1000, lr = 0.01\n",
-      "I0307 01:34:29.498821 2099749632 solver.cpp:266] Iteration 2000, Testing net (#0)\n",
-      "I0307 01:34:29.501900 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7364\n",
-      "I0307 01:34:29.501941 2099749632 solver.cpp:315]     Test net output #1: loss = 0.60818 (* 1 = 0.60818 loss)\n",
-      "I0307 01:34:29.501988 2099749632 solver.cpp:189] Iteration 2000, loss = 0.6863\n",
-      "I0307 01:34:29.502003 2099749632 solver.cpp:204]     Train net output #0: loss = 0.6863 (* 1 = 0.6863 loss)\n",
-      "I0307 01:34:29.502013 2099749632 solver.cpp:464] Iteration 2000, lr = 0.01\n",
-      "I0307 01:34:29.513921 2099749632 solver.cpp:266] Iteration 3000, Testing net (#0)\n",
-      "I0307 01:34:29.517227 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.6964\n",
-      "I0307 01:34:29.517300 2099749632 solver.cpp:315]     Test net output #1: loss = 0.604707 (* 1 = 0.604707 loss)\n",
-      "I0307 01:34:29.518105 2099749632 solver.cpp:189] Iteration 3000, loss = 0.617542\n",
-      "I0307 01:34:29.518154 2099749632 solver.cpp:204]     Train net output #0: loss = 0.617542 (* 1 = 0.617542 loss)\n",
-      "I0307 01:34:29.518170 2099749632 solver.cpp:464] Iteration 3000, lr = 0.01\n",
-      "I0307 01:34:29.531672 2099749632 solver.cpp:266] Iteration 4000, Testing net (#0)\n",
-      "I0307 01:34:29.534873 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7424\n",
-      "I0307 01:34:29.534920 2099749632 solver.cpp:315]     Test net output #1: loss = 0.601764 (* 1 = 0.601764 loss)\n",
-      "I0307 01:34:29.534950 2099749632 solver.cpp:189] Iteration 4000, loss = 0.472666\n",
-      "I0307 01:34:29.534962 2099749632 solver.cpp:204]     Train net output #0: loss = 0.472665 (* 1 = 0.472665 loss)\n",
-      "I0307 01:34:29.534973 2099749632 solver.cpp:464] Iteration 4000, lr = 0.01\n",
-      "I0307 01:34:29.546567 2099749632 solver.cpp:266] Iteration 5000, Testing net (#0)\n",
-      "I0307 01:34:29.549762 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7364\n",
-      "I0307 01:34:29.549789 2099749632 solver.cpp:315]     Test net output #1: loss = 0.60818 (* 1 = 0.60818 loss)\n",
-      "I0307 01:34:29.549815 2099749632 solver.cpp:189] Iteration 5000, loss = 0.686301\n",
-      "I0307 01:34:29.549828 2099749632 solver.cpp:204]     Train net output #0: loss = 0.6863 (* 1 = 0.6863 loss)\n",
-      "I0307 01:34:29.549837 2099749632 solver.cpp:464] Iteration 5000, lr = 0.001\n",
-      "I0307 01:34:29.562142 2099749632 solver.cpp:266] Iteration 6000, Testing net (#0)\n",
-      "I0307 01:34:29.565335 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7476\n",
-      "I0307 01:34:29.565373 2099749632 solver.cpp:315]     Test net output #1: loss = 0.59775 (* 1 = 0.59775 loss)\n",
-      "I0307 01:34:29.566051 2099749632 solver.cpp:189] Iteration 6000, loss = 0.664614\n",
-      "I0307 01:34:29.566086 2099749632 solver.cpp:204]     Train net output #0: loss = 0.664614 (* 1 = 0.664614 loss)\n",
-      "I0307 01:34:29.566097 2099749632 solver.cpp:464] Iteration 6000, lr = 0.001\n",
-      "I0307 01:34:29.577900 2099749632 solver.cpp:266] Iteration 7000, Testing net (#0)\n",
-      "I0307 01:34:29.580993 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7524\n",
-      "I0307 01:34:29.581015 2099749632 solver.cpp:315]     Test net output #1: loss = 0.597349 (* 1 = 0.597349 loss)\n",
-      "I0307 01:34:29.581038 2099749632 solver.cpp:189] Iteration 7000, loss = 0.456775\n",
-      "I0307 01:34:29.581050 2099749632 solver.cpp:204]     Train net output #0: loss = 0.456774 (* 1 = 0.456774 loss)\n",
-      "I0307 01:34:29.581059 2099749632 solver.cpp:464] Iteration 7000, lr = 0.001\n",
-      "I0307 01:34:29.592854 2099749632 solver.cpp:266] Iteration 8000, Testing net (#0)\n",
-      "I0307 01:34:29.595973 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7568\n",
-      "I0307 01:34:29.596002 2099749632 solver.cpp:315]     Test net output #1: loss = 0.597265 (* 1 = 0.597265 loss)\n",
-      "I0307 01:34:29.596027 2099749632 solver.cpp:189] Iteration 8000, loss = 0.673885\n",
-      "I0307 01:34:29.596040 2099749632 solver.cpp:204]     Train net output #0: loss = 0.673885 (* 1 = 0.673885 loss)\n",
-      "I0307 01:34:29.596048 2099749632 solver.cpp:464] Iteration 8000, lr = 0.001\n",
-      "I0307 01:34:29.607822 2099749632 solver.cpp:266] Iteration 9000, Testing net (#0)\n",
-      "I0307 01:34:29.610930 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7432\n",
-      "I0307 01:34:29.610960 2099749632 solver.cpp:315]     Test net output #1: loss = 0.597777 (* 1 = 0.597777 loss)\n",
-      "I0307 01:34:29.611558 2099749632 solver.cpp:189] Iteration 9000, loss = 0.66526\n",
-      "I0307 01:34:29.611583 2099749632 solver.cpp:204]     Train net output #0: loss = 0.66526 (* 1 = 0.66526 loss)\n",
-      "I0307 01:34:29.611593 2099749632 solver.cpp:464] Iteration 9000, lr = 0.001\n",
-      "I0307 01:34:29.623009 2099749632 solver.cpp:334] Snapshotting to hdf5_classification/data/train_iter_10000.caffemodel\n",
-      "I0307 01:34:29.623209 2099749632 solver.cpp:342] Snapshotting solver state to hdf5_classification/data/train_iter_10000.solverstate\n",
-      "I0307 01:34:29.623319 2099749632 solver.cpp:248] Iteration 10000, loss = 0.457922\n",
-      "I0307 01:34:29.623333 2099749632 solver.cpp:266] Iteration 10000, Testing net (#0)\n",
-      "I0307 01:34:29.626454 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.752\n",
-      "I0307 01:34:29.626484 2099749632 solver.cpp:315]     Test net output #1: loss = 0.597362 (* 1 = 0.597362 loss)\n",
-      "I0307 01:34:29.626493 2099749632 solver.cpp:253] Optimization Done.\n",
-      "I0307 01:34:29.626502 2099749632 caffe.cpp:121] Optimization Done.\n"
-     ]
-    }
-   ],
-   "source": [
-    "!../build/tools/caffe train -solver hdf5_classification/solver.prototxt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "If you look at output or the `train_val.prototxt`, you'll see that the model is simple logistic regression.\n",
-    "We can make it a little more advanced by introducing a non-linearity between weights that take the input and weights that give the output -- now we have a two-layer network.\n",
-    "That network is given in `train_val2.prototxt`, and that's the only change made in `solver2.prototxt` which we will now use.\n",
-    "\n",
-    "The final accuracy of the new network be higher than logistic regression!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1 loops, best of 3: 333 ms per loop\n",
-      "Accuracy: 0.818\n"
-     ]
-    }
-   ],
-   "source": [
-    "def learn_and_test(solver_file):\n",
-    "    caffe.set_mode_cpu()\n",
-    "    solver = caffe.get_solver(solver_file)\n",
-    "    solver.solve()\n",
-    "\n",
-    "    accuracy = 0\n",
-    "    test_iters = int(len(Xt) / solver.test_nets[0].blobs['data'].num)\n",
-    "    for i in range(test_iters):\n",
-    "        solver.test_nets[0].forward()\n",
-    "        accuracy += solver.test_nets[0].blobs['accuracy'].data\n",
-    "    accuracy /= test_iters\n",
-    "    return accuracy\n",
-    "\n",
-    "%timeit learn_and_test('hdf5_classification/solver2.prototxt')\n",
-    "acc = learn_and_test('hdf5_classification/solver2.prototxt')\n",
-    "print(\"Accuracy: {:.3f}\".format(acc))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Do the same through the command line interface for detailed output on the model and solving."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "I0307 01:34:31.589234 2099749632 caffe.cpp:103] Use CPU.\n",
-      "I0307 01:34:31.872560 2099749632 caffe.cpp:107] Starting Optimization\n",
-      "I0307 01:34:31.872596 2099749632 solver.cpp:32] Initializing solver from parameters: \n",
-      "test_iter: 250\n",
-      "test_interval: 1000\n",
-      "base_lr: 0.01\n",
-      "display: 1000\n",
-      "max_iter: 10000\n",
-      "lr_policy: \"step\"\n",
-      "gamma: 0.1\n",
-      "momentum: 0.9\n",
-      "weight_decay: 0.0005\n",
-      "stepsize: 5000\n",
-      "snapshot: 10000\n",
-      "snapshot_prefix: \"hdf5_classification/data/train\"\n",
-      "solver_mode: CPU\n",
-      "net: \"hdf5_classification/train_val2.prototxt\"\n",
-      "I0307 01:34:31.872687 2099749632 solver.cpp:70] Creating training net from net file: hdf5_classification/train_val2.prototxt\n",
-      "I0307 01:34:31.872865 2099749632 net.cpp:257] The NetState phase (0) differed from the phase (1) specified by a rule in layer data\n",
-      "I0307 01:34:31.872882 2099749632 net.cpp:257] The NetState phase (0) differed from the phase (1) specified by a rule in layer accuracy\n",
-      "I0307 01:34:31.872891 2099749632 net.cpp:42] Initializing net from parameters: \n",
-      "name: \"LogisticRegressionNet\"\n",
-      "state {\n",
-      "  phase: TRAIN\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"data\"\n",
-      "  type: \"HDF5Data\"\n",
-      "  top: \"data\"\n",
-      "  top: \"label\"\n",
-      "  include {\n",
-      "    phase: TRAIN\n",
-      "  }\n",
-      "  hdf5_data_param {\n",
-      "    source: \"hdf5_classification/data/train.txt\"\n",
-      "    batch_size: 10\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"fc1\"\n",
-      "  type: \"InnerProduct\"\n",
-      "  bottom: \"data\"\n",
-      "  top: \"fc1\"\n",
-      "  param {\n",
-      "    lr_mult: 1\n",
-      "    decay_mult: 1\n",
-      "  }\n",
-      "  param {\n",
-      "    lr_mult: 2\n",
-      "    decay_mult: 0\n",
-      "  }\n",
-      "  inner_product_param {\n",
-      "    num_output: 40\n",
-      "    weight_filler {\n",
-      "      type: \"gaussian\"\n",
-      "      std: 0.01\n",
-      "    }\n",
-      "    bias_filler {\n",
-      "      type: \"constant\"\n",
-      "      value: 0\n",
-      "    }\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"relu1\"\n",
-      "  type: \"ReLU\"\n",
-      "  bottom: \"fc1\"\n",
-      "  top: \"fc1\"\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"fc2\"\n",
-      "  type: \"InnerProduct\"\n",
-      "  bottom: \"fc1\"\n",
-      "  top: \"fc2\"\n",
-      "  param {\n",
-      "    lr_mult: 1\n",
-      "    decay_mult: 1\n",
-      "  }\n",
-      "  param {\n",
-      "    lr_mult: 2\n",
-      "    decay_mult: 0\n",
-      "  }\n",
-      "  inner_product_param {\n",
-      "    num_output: 2\n",
-      "    weight_filler {\n",
-      "      type: \"gaussian\"\n",
-      "      std: 0.01\n",
-      "    }\n",
-      "    bias_filler {\n",
-      "      type: \"constant\"\n",
-      "      value: 0\n",
-      "    }\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"loss\"\n",
-      "  type: \"SoftmaxWithLoss\"\n",
-      "  bottom: \"fc2\"\n",
-      "  bottom: \"label\"\n",
-      "  top: \"loss\"\n",
-      "}\n",
-      "I0307 01:34:31.873246 2099749632 layer_factory.hpp:74] Creating layer data\n",
-      "I0307 01:34:31.873276 2099749632 net.cpp:84] Creating Layer data\n",
-      "I0307 01:34:31.873292 2099749632 net.cpp:338] data -> data\n",
-      "I0307 01:34:31.873332 2099749632 net.cpp:338] data -> label\n",
-      "I0307 01:34:31.873352 2099749632 net.cpp:113] Setting up data\n",
-      "I0307 01:34:31.873361 2099749632 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: hdf5_classification/data/train.txt\n",
-      "I0307 01:34:31.873443 2099749632 hdf5_data_layer.cpp:80] Number of HDF5 files: 2\n",
-      "I0307 01:34:31.875783 2099749632 net.cpp:120] Top shape: 10 4 (40)\n",
-      "I0307 01:34:31.875816 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:31.875829 2099749632 layer_factory.hpp:74] Creating layer fc1\n",
-      "I0307 01:34:31.875846 2099749632 net.cpp:84] Creating Layer fc1\n",
-      "I0307 01:34:31.875857 2099749632 net.cpp:380] fc1 <- data\n",
-      "I0307 01:34:31.875875 2099749632 net.cpp:338] fc1 -> fc1\n",
-      "I0307 01:34:31.875892 2099749632 net.cpp:113] Setting up fc1\n",
-      "I0307 01:34:31.882478 2099749632 net.cpp:120] Top shape: 10 40 (400)\n",
-      "I0307 01:34:31.882505 2099749632 layer_factory.hpp:74] Creating layer relu1\n",
-      "I0307 01:34:31.882524 2099749632 net.cpp:84] Creating Layer relu1\n",
-      "I0307 01:34:31.882532 2099749632 net.cpp:380] relu1 <- fc1\n",
-      "I0307 01:34:31.882544 2099749632 net.cpp:327] relu1 -> fc1 (in-place)\n",
-      "I0307 01:34:31.882555 2099749632 net.cpp:113] Setting up relu1\n",
-      "I0307 01:34:31.882565 2099749632 net.cpp:120] Top shape: 10 40 (400)\n",
-      "I0307 01:34:31.882583 2099749632 layer_factory.hpp:74] Creating layer fc2\n",
-      "I0307 01:34:31.882609 2099749632 net.cpp:84] Creating Layer fc2\n",
-      "I0307 01:34:31.882619 2099749632 net.cpp:380] fc2 <- fc1\n",
-      "I0307 01:34:31.882632 2099749632 net.cpp:338] fc2 -> fc2\n",
-      "I0307 01:34:31.882644 2099749632 net.cpp:113] Setting up fc2\n",
-      "I0307 01:34:31.882663 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:31.882678 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:31.882694 2099749632 net.cpp:84] Creating Layer loss\n",
-      "I0307 01:34:31.882704 2099749632 net.cpp:380] loss <- fc2\n",
-      "I0307 01:34:31.882712 2099749632 net.cpp:380] loss <- label\n",
-      "I0307 01:34:31.882779 2099749632 net.cpp:338] loss -> loss\n",
-      "I0307 01:34:31.882796 2099749632 net.cpp:113] Setting up loss\n",
-      "I0307 01:34:31.882810 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:31.882833 2099749632 net.cpp:120] Top shape: (1)\n",
-      "I0307 01:34:31.882844 2099749632 net.cpp:122]     with loss weight 1\n",
-      "I0307 01:34:31.882860 2099749632 net.cpp:167] loss needs backward computation.\n",
-      "I0307 01:34:31.882869 2099749632 net.cpp:167] fc2 needs backward computation.\n",
-      "I0307 01:34:31.882877 2099749632 net.cpp:167] relu1 needs backward computation.\n",
-      "I0307 01:34:31.882886 2099749632 net.cpp:167] fc1 needs backward computation.\n",
-      "I0307 01:34:31.882894 2099749632 net.cpp:169] data does not need backward computation.\n",
-      "I0307 01:34:31.882904 2099749632 net.cpp:205] This network produces output loss\n",
-      "I0307 01:34:31.882931 2099749632 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
-      "I0307 01:34:31.882942 2099749632 net.cpp:217] Network initialization done.\n",
-      "I0307 01:34:31.882951 2099749632 net.cpp:218] Memory required for data: 3484\n",
-      "I0307 01:34:31.883157 2099749632 solver.cpp:154] Creating test net (#0) specified by net file: hdf5_classification/train_val2.prototxt\n",
-      "I0307 01:34:31.883189 2099749632 net.cpp:257] The NetState phase (1) differed from the phase (0) specified by a rule in layer data\n",
-      "I0307 01:34:31.883203 2099749632 net.cpp:42] Initializing net from parameters: \n",
-      "name: \"LogisticRegressionNet\"\n",
-      "state {\n",
-      "  phase: TEST\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"data\"\n",
-      "  type: \"HDF5Data\"\n",
-      "  top: \"data\"\n",
-      "  top: \"label\"\n",
-      "  include {\n",
-      "    phase: TEST\n",
-      "  }\n",
-      "  hdf5_data_param {\n",
-      "    source: \"hdf5_classification/data/test.txt\"\n",
-      "    batch_size: 10\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"fc1\"\n",
-      "  type: \"InnerProduct\"\n",
-      "  bottom: \"data\"\n",
-      "  top: \"fc1\"\n",
-      "  param {\n",
-      "    lr_mult: 1\n",
-      "    decay_mult: 1\n",
-      "  }\n",
-      "  param {\n",
-      "    lr_mult: 2\n",
-      "    decay_mult: 0\n",
-      "  }\n",
-      "  inner_product_param {\n",
-      "    num_output: 40\n",
-      "    weight_filler {\n",
-      "      type: \"gaussian\"\n",
-      "      std: 0.01\n",
-      "    }\n",
-      "    bias_filler {\n",
-      "      type: \"constant\"\n",
-      "      value: 0\n",
-      "    }\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"relu1\"\n",
-      "  type: \"ReLU\"\n",
-      "  bottom: \"fc1\"\n",
-      "  top: \"fc1\"\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"fc2\"\n",
-      "  type: \"InnerProduct\"\n",
-      "  bottom: \"fc1\"\n",
-      "  top: \"fc2\"\n",
-      "  param {\n",
-      "    lr_mult: 1\n",
-      "    decay_mult: 1\n",
-      "  }\n",
-      "  param {\n",
-      "    lr_mult: 2\n",
-      "    decay_mult: 0\n",
-      "  }\n",
-      "  inner_product_param {\n",
-      "    num_output: 2\n",
-      "    weight_filler {\n",
-      "      type: \"gaussian\"\n",
-      "      std: 0.01\n",
-      "    }\n",
-      "    bias_filler {\n",
-      "      type: \"constant\"\n",
-      "      value: 0\n",
-      "    }\n",
-      "  }\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"loss\"\n",
-      "  type: \"SoftmaxWithLoss\"\n",
-      "  bottom: \"fc2\"\n",
-      "  bottom: \"label\"\n",
-      "  top: \"loss\"\n",
-      "}\n",
-      "layer {\n",
-      "  name: \"accuracy\"\n",
-      "  type: \"Accuracy\"\n",
-      "  bottom: \"fc2\"\n",
-      "  bottom: \"label\"\n",
-      "  top: \"accuracy\"\n",
-      "  include {\n",
-      "    phase: TEST\n",
-      "  }\n",
-      "}\n",
-      "I0307 01:34:31.883535 2099749632 layer_factory.hpp:74] Creating layer data\n",
-      "I0307 01:34:31.883548 2099749632 net.cpp:84] Creating Layer data\n",
-      "I0307 01:34:31.883556 2099749632 net.cpp:338] data -> data\n",
-      "I0307 01:34:31.883569 2099749632 net.cpp:338] data -> label\n",
-      "I0307 01:34:31.883579 2099749632 net.cpp:113] Setting up data\n",
-      "I0307 01:34:31.883585 2099749632 hdf5_data_layer.cpp:66] Loading list of HDF5 filenames from: hdf5_classification/data/test.txt\n",
-      "I0307 01:34:31.883664 2099749632 hdf5_data_layer.cpp:80] Number of HDF5 files: 1\n",
-      "I0307 01:34:31.884842 2099749632 net.cpp:120] Top shape: 10 4 (40)\n",
-      "I0307 01:34:31.884860 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:31.884870 2099749632 layer_factory.hpp:74] Creating layer label_data_1_split\n",
-      "I0307 01:34:31.884879 2099749632 net.cpp:84] Creating Layer label_data_1_split\n",
-      "I0307 01:34:31.884886 2099749632 net.cpp:380] label_data_1_split <- label\n",
-      "I0307 01:34:31.884896 2099749632 net.cpp:338] label_data_1_split -> label_data_1_split_0\n",
-      "I0307 01:34:31.884909 2099749632 net.cpp:338] label_data_1_split -> label_data_1_split_1\n",
-      "I0307 01:34:31.884919 2099749632 net.cpp:113] Setting up label_data_1_split\n",
-      "I0307 01:34:31.884927 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:31.884934 2099749632 net.cpp:120] Top shape: 10 (10)\n",
-      "I0307 01:34:31.884941 2099749632 layer_factory.hpp:74] Creating layer fc1\n",
-      "I0307 01:34:31.884951 2099749632 net.cpp:84] Creating Layer fc1\n",
-      "I0307 01:34:31.884958 2099749632 net.cpp:380] fc1 <- data\n",
-      "I0307 01:34:31.884989 2099749632 net.cpp:338] fc1 -> fc1\n",
-      "I0307 01:34:31.885000 2099749632 net.cpp:113] Setting up fc1\n",
-      "I0307 01:34:31.885017 2099749632 net.cpp:120] Top shape: 10 40 (400)\n",
-      "I0307 01:34:31.885030 2099749632 layer_factory.hpp:74] Creating layer relu1\n",
-      "I0307 01:34:31.885041 2099749632 net.cpp:84] Creating Layer relu1\n",
-      "I0307 01:34:31.885048 2099749632 net.cpp:380] relu1 <- fc1\n",
-      "I0307 01:34:31.885056 2099749632 net.cpp:327] relu1 -> fc1 (in-place)\n",
-      "I0307 01:34:31.885064 2099749632 net.cpp:113] Setting up relu1\n",
-      "I0307 01:34:31.885071 2099749632 net.cpp:120] Top shape: 10 40 (400)\n",
-      "I0307 01:34:31.885079 2099749632 layer_factory.hpp:74] Creating layer fc2\n",
-      "I0307 01:34:31.885088 2099749632 net.cpp:84] Creating Layer fc2\n",
-      "I0307 01:34:31.885094 2099749632 net.cpp:380] fc2 <- fc1\n",
-      "I0307 01:34:31.885103 2099749632 net.cpp:338] fc2 -> fc2\n",
-      "I0307 01:34:31.885113 2099749632 net.cpp:113] Setting up fc2\n",
-      "I0307 01:34:31.885126 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:31.885138 2099749632 layer_factory.hpp:74] Creating layer fc2_fc2_0_split\n",
-      "I0307 01:34:31.885149 2099749632 net.cpp:84] Creating Layer fc2_fc2_0_split\n",
-      "I0307 01:34:31.885155 2099749632 net.cpp:380] fc2_fc2_0_split <- fc2\n",
-      "I0307 01:34:31.885164 2099749632 net.cpp:338] fc2_fc2_0_split -> fc2_fc2_0_split_0\n",
-      "I0307 01:34:31.885174 2099749632 net.cpp:338] fc2_fc2_0_split -> fc2_fc2_0_split_1\n",
-      "I0307 01:34:31.885182 2099749632 net.cpp:113] Setting up fc2_fc2_0_split\n",
-      "I0307 01:34:31.885190 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:31.885242 2099749632 net.cpp:120] Top shape: 10 2 (20)\n",
-      "I0307 01:34:31.885256 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:31.885267 2099749632 net.cpp:84] Creating Layer loss\n",
-      "I0307 01:34:31.885275 2099749632 net.cpp:380] loss <- fc2_fc2_0_split_0\n",
-      "I0307 01:34:31.885285 2099749632 net.cpp:380] loss <- label_data_1_split_0\n",
-      "I0307 01:34:31.885296 2099749632 net.cpp:338] loss -> loss\n",
-      "I0307 01:34:31.885308 2099749632 net.cpp:113] Setting up loss\n",
-      "I0307 01:34:31.885316 2099749632 layer_factory.hpp:74] Creating layer loss\n",
-      "I0307 01:34:31.885330 2099749632 net.cpp:120] Top shape: (1)\n",
-      "I0307 01:34:31.885337 2099749632 net.cpp:122]     with loss weight 1\n",
-      "I0307 01:34:31.885346 2099749632 layer_factory.hpp:74] Creating layer accuracy\n",
-      "I0307 01:34:31.885360 2099749632 net.cpp:84] Creating Layer accuracy\n",
-      "I0307 01:34:31.885368 2099749632 net.cpp:380] accuracy <- fc2_fc2_0_split_1\n",
-      "I0307 01:34:31.885375 2099749632 net.cpp:380] accuracy <- label_data_1_split_1\n",
-      "I0307 01:34:31.885383 2099749632 net.cpp:338] accuracy -> accuracy\n",
-      "I0307 01:34:31.885392 2099749632 net.cpp:113] Setting up accuracy\n",
-      "I0307 01:34:31.885401 2099749632 net.cpp:120] Top shape: (1)\n",
-      "I0307 01:34:31.885407 2099749632 net.cpp:169] accuracy does not need backward computation.\n",
-      "I0307 01:34:31.885413 2099749632 net.cpp:167] loss needs backward computation.\n",
-      "I0307 01:34:31.885419 2099749632 net.cpp:167] fc2_fc2_0_split needs backward computation.\n",
-      "I0307 01:34:31.885426 2099749632 net.cpp:167] fc2 needs backward computation.\n",
-      "I0307 01:34:31.885432 2099749632 net.cpp:167] relu1 needs backward computation.\n",
-      "I0307 01:34:31.885438 2099749632 net.cpp:167] fc1 needs backward computation.\n",
-      "I0307 01:34:31.885444 2099749632 net.cpp:169] label_data_1_split does not need backward computation.\n",
-      "I0307 01:34:31.885452 2099749632 net.cpp:169] data does not need backward computation.\n",
-      "I0307 01:34:31.885457 2099749632 net.cpp:205] This network produces output accuracy\n",
-      "I0307 01:34:31.885613 2099749632 net.cpp:205] This network produces output loss\n",
-      "I0307 01:34:31.885632 2099749632 net.cpp:447] Collecting Learning Rate and Weight Decay.\n",
-      "I0307 01:34:31.885639 2099749632 net.cpp:217] Network initialization done.\n",
-      "I0307 01:34:31.885645 2099749632 net.cpp:218] Memory required for data: 3728\n",
-      "I0307 01:34:31.885685 2099749632 solver.cpp:42] Solver scaffolding done.\n",
-      "I0307 01:34:31.885711 2099749632 solver.cpp:222] Solving LogisticRegressionNet\n",
-      "I0307 01:34:31.885721 2099749632 solver.cpp:223] Learning Rate Policy: step\n",
-      "I0307 01:34:31.885730 2099749632 solver.cpp:266] Iteration 0, Testing net (#0)\n",
-      "I0307 01:34:31.901005 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.5944\n",
-      "I0307 01:34:31.901049 2099749632 solver.cpp:315]     Test net output #1: loss = 0.693021 (* 1 = 0.693021 loss)\n",
-      "I0307 01:34:31.901177 2099749632 solver.cpp:189] Iteration 0, loss = 0.693163\n",
-      "I0307 01:34:31.901192 2099749632 solver.cpp:204]     Train net output #0: loss = 0.693163 (* 1 = 0.693163 loss)\n",
-      "I0307 01:34:31.901203 2099749632 solver.cpp:464] Iteration 0, lr = 0.01\n",
-      "I0307 01:34:31.920586 2099749632 solver.cpp:266] Iteration 1000, Testing net (#0)\n",
-      "I0307 01:34:31.924612 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7556\n",
-      "I0307 01:34:31.924646 2099749632 solver.cpp:315]     Test net output #1: loss = 0.511002 (* 1 = 0.511002 loss)\n",
-      "I0307 01:34:31.924684 2099749632 solver.cpp:189] Iteration 1000, loss = 0.38536\n",
-      "I0307 01:34:31.924696 2099749632 solver.cpp:204]     Train net output #0: loss = 0.38536 (* 1 = 0.38536 loss)\n",
-      "I0307 01:34:31.924706 2099749632 solver.cpp:464] Iteration 1000, lr = 0.01\n",
-      "I0307 01:34:31.944727 2099749632 solver.cpp:266] Iteration 2000, Testing net (#0)\n",
-      "I0307 01:34:31.948729 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7824\n",
-      "I0307 01:34:31.948763 2099749632 solver.cpp:315]     Test net output #1: loss = 0.489214 (* 1 = 0.489214 loss)\n",
-      "I0307 01:34:31.948799 2099749632 solver.cpp:189] Iteration 2000, loss = 0.532582\n",
-      "I0307 01:34:31.948812 2099749632 solver.cpp:204]     Train net output #0: loss = 0.532582 (* 1 = 0.532582 loss)\n",
-      "I0307 01:34:31.948823 2099749632 solver.cpp:464] Iteration 2000, lr = 0.01\n",
-      "I0307 01:34:31.968670 2099749632 solver.cpp:266] Iteration 3000, Testing net (#0)\n",
-      "I0307 01:34:31.972393 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.7956\n",
-      "I0307 01:34:31.972411 2099749632 solver.cpp:315]     Test net output #1: loss = 0.454184 (* 1 = 0.454184 loss)\n",
-      "I0307 01:34:31.973024 2099749632 solver.cpp:189] Iteration 3000, loss = 0.541374\n",
-      "I0307 01:34:31.973057 2099749632 solver.cpp:204]     Train net output #0: loss = 0.541374 (* 1 = 0.541374 loss)\n",
-      "I0307 01:34:31.973067 2099749632 solver.cpp:464] Iteration 3000, lr = 0.01\n",
-      "I0307 01:34:31.994829 2099749632 solver.cpp:266] Iteration 4000, Testing net (#0)\n",
-      "I0307 01:34:31.998638 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.798\n",
-      "I0307 01:34:31.998663 2099749632 solver.cpp:315]     Test net output #1: loss = 0.456348 (* 1 = 0.456348 loss)\n",
-      "I0307 01:34:31.998705 2099749632 solver.cpp:189] Iteration 4000, loss = 0.490437\n",
-      "I0307 01:34:31.998718 2099749632 solver.cpp:204]     Train net output #0: loss = 0.490437 (* 1 = 0.490437 loss)\n",
-      "I0307 01:34:31.998725 2099749632 solver.cpp:464] Iteration 4000, lr = 0.01\n",
-      "I0307 01:34:32.021085 2099749632 solver.cpp:266] Iteration 5000, Testing net (#0)\n",
-      "I0307 01:34:32.024950 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.804\n",
-      "I0307 01:34:32.024981 2099749632 solver.cpp:315]     Test net output #1: loss = 0.46184 (* 1 = 0.46184 loss)\n",
-      "I0307 01:34:32.025017 2099749632 solver.cpp:189] Iteration 5000, loss = 0.467703\n",
-      "I0307 01:34:32.025028 2099749632 solver.cpp:204]     Train net output #0: loss = 0.467704 (* 1 = 0.467704 loss)\n",
-      "I0307 01:34:32.025038 2099749632 solver.cpp:464] Iteration 5000, lr = 0.001\n",
-      "I0307 01:34:32.044390 2099749632 solver.cpp:266] Iteration 6000, Testing net (#0)\n",
-      "I0307 01:34:32.048216 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.8208\n",
-      "I0307 01:34:32.048239 2099749632 solver.cpp:315]     Test net output #1: loss = 0.423084 (* 1 = 0.423084 loss)\n",
-      "I0307 01:34:32.048790 2099749632 solver.cpp:189] Iteration 6000, loss = 0.480104\n",
-      "I0307 01:34:32.048809 2099749632 solver.cpp:204]     Train net output #0: loss = 0.480105 (* 1 = 0.480105 loss)\n",
-      "I0307 01:34:32.048827 2099749632 solver.cpp:464] Iteration 6000, lr = 0.001\n",
-      "I0307 01:34:32.067795 2099749632 solver.cpp:266] Iteration 7000, Testing net (#0)\n",
-      "I0307 01:34:32.071524 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.8124\n",
-      "I0307 01:34:32.071542 2099749632 solver.cpp:315]     Test net output #1: loss = 0.423947 (* 1 = 0.423947 loss)\n",
-      "I0307 01:34:32.071570 2099749632 solver.cpp:189] Iteration 7000, loss = 0.447471\n",
-      "I0307 01:34:32.071617 2099749632 solver.cpp:204]     Train net output #0: loss = 0.447472 (* 1 = 0.447472 loss)\n",
-      "I0307 01:34:32.071626 2099749632 solver.cpp:464] Iteration 7000, lr = 0.001\n",
-      "I0307 01:34:32.091625 2099749632 solver.cpp:266] Iteration 8000, Testing net (#0)\n",
-      "I0307 01:34:32.095410 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.814\n",
-      "I0307 01:34:32.095432 2099749632 solver.cpp:315]     Test net output #1: loss = 0.423586 (* 1 = 0.423586 loss)\n",
-      "I0307 01:34:32.095461 2099749632 solver.cpp:189] Iteration 8000, loss = 0.386258\n",
-      "I0307 01:34:32.095474 2099749632 solver.cpp:204]     Train net output #0: loss = 0.386259 (* 1 = 0.386259 loss)\n",
-      "I0307 01:34:32.095481 2099749632 solver.cpp:464] Iteration 8000, lr = 0.001\n",
-      "I0307 01:34:32.117184 2099749632 solver.cpp:266] Iteration 9000, Testing net (#0)\n",
-      "I0307 01:34:32.121587 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.8208\n",
-      "I0307 01:34:32.121608 2099749632 solver.cpp:315]     Test net output #1: loss = 0.419969 (* 1 = 0.419969 loss)\n",
-      "I0307 01:34:32.122161 2099749632 solver.cpp:189] Iteration 9000, loss = 0.468262\n",
-      "I0307 01:34:32.122181 2099749632 solver.cpp:204]     Train net output #0: loss = 0.468262 (* 1 = 0.468262 loss)\n",
-      "I0307 01:34:32.122191 2099749632 solver.cpp:464] Iteration 9000, lr = 0.001\n",
-      "I0307 01:34:32.141635 2099749632 solver.cpp:334] Snapshotting to hdf5_classification/data/train_iter_10000.caffemodel\n",
-      "I0307 01:34:32.141860 2099749632 solver.cpp:342] Snapshotting solver state to hdf5_classification/data/train_iter_10000.solverstate\n",
-      "I0307 01:34:32.141978 2099749632 solver.cpp:248] Iteration 10000, loss = 0.441529\n",
-      "I0307 01:34:32.141995 2099749632 solver.cpp:266] Iteration 10000, Testing net (#0)\n",
-      "I0307 01:34:32.145747 2099749632 solver.cpp:315]     Test net output #0: accuracy = 0.8148\n",
-      "I0307 01:34:32.145771 2099749632 solver.cpp:315]     Test net output #1: loss = 0.4216 (* 1 = 0.4216 loss)\n",
-      "I0307 01:34:32.145779 2099749632 solver.cpp:253] Optimization Done.\n",
-      "I0307 01:34:32.145786 2099749632 caffe.cpp:121] Optimization Done.\n"
-     ]
-    }
-   ],
-   "source": [
-    "!../build/tools/caffe train -solver hdf5_classification/solver2.prototxt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
-   "outputs": [],
-   "source": [
-    "# Clean up (comment this out if you want to examine the hdf5_classification/data directory).\n",
-    "shutil.rmtree(dirname)"
-   ]
-  }
- ],
- "metadata": {
-  "description": "Use Caffe as a generic SGD optimizer to train logistic regression on non-image HDF5 data.",
-  "example_name": "Off-the-shelf SGD for classification",
-  "include_in_docs": true,
-  "kernelspec": {
-   "display_name": "Python 2",
-   "language": "python",
-   "name": "python2"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 2
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython2",
-   "version": "2.7.9"
-  },
-  "priority": 4
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}
diff --git a/examples/hdf5_classification/nonlinear_auto_test.prototxt b/examples/hdf5_classification/nonlinear_auto_test.prototxt
new file mode 100644 (file)
index 0000000..53eda6e
--- /dev/null
@@ -0,0 +1,54 @@
+layer {
+  name: "data"
+  type: "HDF5Data"
+  top: "data"
+  top: "label"
+  hdf5_data_param {
+    source: "examples/hdf5_classification/data/test.txt"
+    batch_size: 10
+  }
+}
+layer {
+  name: "ip1"
+  type: "InnerProduct"
+  bottom: "data"
+  top: "ip1"
+  inner_product_param {
+    num_output: 40
+    weight_filler {
+      type: "xavier"
+    }
+  }
+}
+layer {
+  name: "relu1"
+  type: "ReLU"
+  bottom: "ip1"
+  top: "ip1"
+}
+layer {
+  name: "ip2"
+  type: "InnerProduct"
+  bottom: "ip1"
+  top: "ip2"
+  inner_product_param {
+    num_output: 2
+    weight_filler {
+      type: "xavier"
+    }
+  }
+}
+layer {
+  name: "accuracy"
+  type: "Accuracy"
+  bottom: "ip2"
+  bottom: "label"
+  top: "accuracy"
+}
+layer {
+  name: "loss"
+  type: "SoftmaxWithLoss"
+  bottom: "ip2"
+  bottom: "label"
+  top: "loss"
+}
diff --git a/examples/hdf5_classification/nonlinear_auto_train.prototxt b/examples/hdf5_classification/nonlinear_auto_train.prototxt
new file mode 100644 (file)
index 0000000..fc0688f
--- /dev/null
@@ -0,0 +1,54 @@
+layer {
+  name: "data"
+  type: "HDF5Data"
+  top: "data"
+  top: "label"
+  hdf5_data_param {
+    source: "examples/hdf5_classification/data/train.txt"
+    batch_size: 10
+  }
+}
+layer {
+  name: "ip1"
+  type: "InnerProduct"
+  bottom: "data"
+  top: "ip1"
+  inner_product_param {
+    num_output: 40
+    weight_filler {
+      type: "xavier"
+    }
+  }
+}
+layer {
+  name: "relu1"
+  type: "ReLU"
+  bottom: "ip1"
+  top: "ip1"
+}
+layer {
+  name: "ip2"
+  type: "InnerProduct"
+  bottom: "ip1"
+  top: "ip2"
+  inner_product_param {
+    num_output: 2
+    weight_filler {
+      type: "xavier"
+    }
+  }
+}
+layer {
+  name: "accuracy"
+  type: "Accuracy"
+  bottom: "ip2"
+  bottom: "label"
+  top: "accuracy"
+}
+layer {
+  name: "loss"
+  type: "SoftmaxWithLoss"
+  bottom: "ip2"
+  bottom: "label"
+  top: "loss"
+}
diff --git a/examples/hdf5_classification/nonlinear_solver.prototxt b/examples/hdf5_classification/nonlinear_solver.prototxt
new file mode 100644 (file)
index 0000000..b4aacf6
--- /dev/null
@@ -0,0 +1,15 @@
+train_net: "examples/hdf5_classification/nonlinear_auto_train.prototxt"
+test_net: "examples/hdf5_classification/nonlinear_auto_test.prototxt"
+test_iter: 250
+test_interval: 1000
+base_lr: 0.01
+lr_policy: "step"
+gamma: 0.1
+stepsize: 5000
+display: 1000
+max_iter: 10000
+momentum: 0.9
+weight_decay: 0.0005
+snapshot: 10000
+snapshot_prefix: "examples/hdf5_classification/data/train"
+solver_mode: CPU
@@ -8,7 +8,7 @@ layer {
     phase: TRAIN
   }
   hdf5_data_param {
-    source: "hdf5_classification/data/train.txt"
+    source: "examples/hdf5_classification/data/train.txt"
     batch_size: 10
   }
 }
@@ -21,7 +21,7 @@ layer {
     phase: TEST
   }
   hdf5_data_param {
-    source: "hdf5_classification/data/test.txt"
+    source: "examples/hdf5_classification/data/test.txt"
     batch_size: 10
   }
 }
@@ -41,8 +41,7 @@ layer {
   inner_product_param {
     num_output: 40
     weight_filler {
-      type: "gaussian"
-      std: 0.01
+      type: "xavier"
     }
     bias_filler {
       type: "constant"
@@ -72,8 +71,7 @@ layer {
   inner_product_param {
     num_output: 2
     weight_filler {
-      type: "gaussian"
-      std: 0.01
+      type: "xavier"
     }
     bias_filler {
       type: "constant"
index 65a6eb9..8587b5a 100644 (file)
@@ -1,4 +1,5 @@
-net: "hdf5_classification/train_val.prototxt"
+train_net: "examples/hdf5_classification/logreg_auto_train.prototxt"
+test_net: "examples/hdf5_classification/logreg_auto_test.prototxt"
 test_iter: 250
 test_interval: 1000
 base_lr: 0.01
@@ -10,5 +11,5 @@ max_iter: 10000
 momentum: 0.9
 weight_decay: 0.0005
 snapshot: 10000
-snapshot_prefix: "hdf5_classification/data/train"
+snapshot_prefix: "examples/hdf5_classification/data/train"
 solver_mode: CPU
diff --git a/examples/hdf5_classification/solver2.prototxt b/examples/hdf5_classification/solver2.prototxt
deleted file mode 100644 (file)
index 32b9feb..0000000
+++ /dev/null
@@ -1,14 +0,0 @@
-net: "hdf5_classification/train_val2.prototxt"
-test_iter: 250
-test_interval: 1000
-base_lr: 0.01
-lr_policy: "step"
-gamma: 0.1
-stepsize: 5000
-display: 1000
-max_iter: 10000
-momentum: 0.9
-weight_decay: 0.0005
-snapshot: 10000
-snapshot_prefix: "hdf5_classification/data/train"
-solver_mode: CPU
index d5e8dbf..13ddf47 100644 (file)
@@ -8,7 +8,7 @@ layer {
     phase: TRAIN
   }
   hdf5_data_param {
-    source: "hdf5_classification/data/train.txt"
+    source: "examples/hdf5_classification/data/train.txt"
     batch_size: 10
   }
 }
@@ -21,7 +21,7 @@ layer {
     phase: TEST
   }
   hdf5_data_param {
-    source: "hdf5_classification/data/test.txt"
+    source: "examples/hdf5_classification/data/test.txt"
     batch_size: 10
   }
 }
@@ -41,8 +41,7 @@ layer {
   inner_product_param {
     num_output: 2
     weight_filler {
-      type: "gaussian"
-      std: 0.01
+      type: "xavier"
     }
     bias_filler {
       type: "constant"
diff --git a/examples/mnist/lenet_auto_solver.prototxt b/examples/mnist/lenet_auto_solver.prototxt
new file mode 100644 (file)
index 0000000..fa4bbf0
--- /dev/null
@@ -0,0 +1,24 @@
+# The train/test net protocol buffer definition
+train_net: "examples/mnist/lenet_auto_train.prototxt"
+test_net: "examples/mnist/lenet_auto_test.prototxt"
+# test_iter specifies how many forward passes the test should carry out.
+# In the case of MNIST, we have test batch size 100 and 100 test iterations,
+# covering the full 10,000 testing images.
+test_iter: 100
+# Carry out testing every 500 training iterations.
+test_interval: 500
+# The base learning rate, momentum and the weight decay of the network.
+base_lr: 0.01
+momentum: 0.9
+weight_decay: 0.0005
+# The learning rate policy
+lr_policy: "inv"
+gamma: 0.0001
+power: 0.75
+# Display every 100 iterations
+display: 100
+# The maximum number of iterations
+max_iter: 10000
+# snapshot intermediate results
+snapshot: 5000
+snapshot_prefix: "examples/mnist/lenet"
index 303c22b..ff780fb 100644 (file)
   }
  ],
  "metadata": {
-  "description": "How to do net surgery and manually change model parameters, making a fully-convolutional classifier for dense feature extraction.",
+  "description": "How to do net surgery and manually change model parameters for custom use.",
   "example_name": "Editing model parameters",
   "include_in_docs": true,
   "kernelspec": {
index 11cae12..1a4e30e 100644 (file)
    "pygments_lexer": "ipython2",
    "version": "2.7.9"
   },
-  "priority": 6
+  "priority": 7
  },
  "nbformat": 4,
  "nbformat_minor": 0