[example] improve learning LeNet notebook
authorJonathan L Long <jonlong@cs.berkeley.edu>
Wed, 24 Feb 2016 07:46:49 +0000 (23:46 -0800)
committerEvan Shelhamer <shelhamer@imaginarynumber.net>
Wed, 24 Feb 2016 08:34:26 +0000 (00:34 -0800)
- add subheadings and list steps for structure
- edit text and comments for clarity
- switch paths and use chdir for idempotency of scripts [shelhamer]
- title accuracy plots, rename ip -> fc to fit common naming, and
  rename output layer -> score [shelhamer]
- add experimentation section [shelhamer]

examples/01-learning-lenet.ipynb
examples/mnist/lenet_auto_solver.prototxt

index 3562c7a..1c32826 100644 (file)
@@ -4,12 +4,26 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Python solving with LeNet\n",
+    "# Solving in Python with LeNet\n",
     "\n",
     "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface."
    ]
   },
   {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1. Setup"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline."
+   ]
+  },
+  {
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "os.chdir('..')"
+    "from pylab import *\n",
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe."
    ]
   },
   {
    },
    "outputs": [],
    "source": [
-    "import sys\n",
-    "sys.path.insert(0, './python')\n",
-    "import caffe\n",
+    "caffe_root = '../'  # this file should be run from {caffe_root}/examples (otherwise change this line)\n",
     "\n",
-    "from pylab import *\n",
-    "%matplotlib inline"
+    "import sys\n",
+    "sys.path.insert(0, caffe_root + 'python')\n",
+    "import caffe"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)."
+    "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)."
    ]
   },
   {
      "output_type": "stream",
      "text": [
       "Downloading...\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",
-      "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n",
-      "HTTP request sent, awaiting response... 200 OK\n",
-      "Length: 9912422 (9.5M) [application/x-gzip]\n",
-      "Saving to: 'train-images-idx3-ubyte.gz'\n",
-      "\n",
-      "train-images-idx3-u 100%[=====================>]   9.45M   146KB/s   in 57s    \n",
-      "\n",
-      "2015-06-30 14:42:53 (171 KB/s) - 'train-images-idx3-ubyte.gz' saved [9912422/9912422]\n",
-      "\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",
-      "Connecting to yann.lecun.com|128.122.47.89|:80... connected.\n",
-      "HTTP request sent, awaiting response... 200 OK\n",
-      "Length: 28881 (28K) [application/x-gzip]\n",
-      "Saving to: 'train-labels-idx1-ubyte.gz'\n",
-      "\n",
-      "train-labels-idx1-u 100%[=====================>]  28.20K   107KB/s   in 0.3s   \n",
-      "\n",
-      "2015-06-30 14:42:53 (107 KB/s) - 'train-labels-idx1-ubyte.gz' saved [28881/28881]\n",
-      "\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",
-      "HTTP request sent, awaiting response... 200 OK\n",
-      "Length: 1648877 (1.6M) [application/x-gzip]\n",
-      "Saving to: 't10k-images-idx3-ubyte.gz'\n",
-      "\n",
-      "t10k-images-idx3-ub 100%[=====================>]   1.57M   205KB/s   in 8.2s   \n",
-      "\n",
-      "2015-06-30 14:43:02 (197 KB/s) - 't10k-images-idx3-ubyte.gz' saved [1648877/1648877]\n",
-      "\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  26.9KB/s   in 0.2s   \n",
-      "\n",
-      "2015-06-30 14:43:02 (26.9 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n",
-      "\n",
-      "Unzipping...\n",
-      "Done.\n",
       "Creating lmdb...\n",
       "Done.\n"
      ]
     }
    ],
    "source": [
-    "# Download and prepare data\n",
+    "# run scripts from caffe root\n",
+    "import os\n",
+    "os.chdir(caffe_root)\n",
+    "# Download data\n",
     "!data/mnist/get_mnist.sh\n",
-    "!examples/mnist/create_mnist.sh"
+    "# Prepare data\n",
+    "!examples/mnist/create_mnist.sh\n",
+    "# back to examples\n",
+    "os.chdir('examples')"
    ]
   },
   {
    "cell_type": "markdown",
    "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",
+    "### 2. Creating the net \n",
+    "\n",
+    "Now let's make a variant of LeNet, the classic 1989 convnet architecture.\n",
     "\n",
-    "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",
+    "We'll 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",
+    "\n",
+    "We start by creating 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`."
    ]
    },
    "outputs": [],
    "source": [
-    "from caffe import layers as L\n",
-    "from caffe import params as P\n",
+    "from caffe import layers as L, 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",
     "    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",
     "    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",
+    "    n.fc1 =   L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n",
+    "    n.relu1 = L.ReLU(n.fc1, in_place=True)\n",
+    "    n.score = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n",
+    "    n.loss =  L.SoftmaxWithLoss(n.score, n.label)\n",
+    "    \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",
+    "with open('mnist/lenet_auto_train.prototxt', 'w') as f:\n",
+    "    f.write(str(lenet('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)))"
+    "with open('mnist/lenet_auto_test.prototxt', 'w') as f:\n",
+    "    f.write(str(lenet('mnist/mnist_test_lmdb', 100)))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "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."
+    "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."
    ]
   },
   {
       "    scale: 0.00392156862745\r\n",
       "  }\r\n",
       "  data_param {\r\n",
-      "    source: \"examples/mnist/mnist_train_lmdb\"\r\n",
+      "    source: \"mnist/mnist_train_lmdb\"\r\n",
       "    batch_size: 64\r\n",
       "    backend: LMDB\r\n",
       "  }\r\n",
       "  }\r\n",
       "}\r\n",
       "layer {\r\n",
-      "  name: \"ip1\"\r\n",
+      "  name: \"fc1\"\r\n",
       "  type: \"InnerProduct\"\r\n",
       "  bottom: \"pool2\"\r\n",
-      "  top: \"ip1\"\r\n",
+      "  top: \"fc1\"\r\n",
       "  inner_product_param {\r\n",
       "    num_output: 500\r\n",
       "    weight_filler {\r\n",
       "layer {\r\n",
       "  name: \"relu1\"\r\n",
       "  type: \"ReLU\"\r\n",
-      "  bottom: \"ip1\"\r\n",
-      "  top: \"ip1\"\r\n",
+      "  bottom: \"fc1\"\r\n",
+      "  top: \"fc1\"\r\n",
       "}\r\n",
       "layer {\r\n",
-      "  name: \"ip2\"\r\n",
+      "  name: \"score\"\r\n",
       "  type: \"InnerProduct\"\r\n",
-      "  bottom: \"ip1\"\r\n",
-      "  top: \"ip2\"\r\n",
+      "  bottom: \"fc1\"\r\n",
+      "  top: \"score\"\r\n",
       "  inner_product_param {\r\n",
       "    num_output: 10\r\n",
       "    weight_filler {\r\n",
       "layer {\r\n",
       "  name: \"loss\"\r\n",
       "  type: \"SoftmaxWithLoss\"\r\n",
-      "  bottom: \"ip2\"\r\n",
+      "  bottom: \"score\"\r\n",
       "  bottom: \"label\"\r\n",
       "  top: \"loss\"\r\n",
       "}\r\n"
     }
    ],
    "source": [
-    "!cat examples/mnist/lenet_auto_train.prototxt"
+    "!cat 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."
+    "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule."
    ]
   },
   {
      "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",
+      "train_net: \"mnist/lenet_auto_train.prototxt\"\r\n",
+      "test_net: \"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",
       "max_iter: 10000\r\n",
       "# snapshot intermediate results\r\n",
       "snapshot: 5000\r\n",
-      "snapshot_prefix: \"examples/mnist/lenet\"\r\n"
+      "snapshot_prefix: \"mnist/lenet\"\r\n"
      ]
     }
    ],
    "source": [
-    "!cat examples/mnist/lenet_auto_solver.prototxt"
+    "!cat mnist/lenet_auto_solver.prototxt"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's pick a device and load the solver. We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available."
+    "### 3. Loading and checking the solver\n",
+    "\n",
+    "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {
-    "collapsed": true
+    "collapsed": false
    },
    "outputs": [],
    "source": [
     "caffe.set_device(0)\n",
     "caffe.set_mode_gpu()\n",
-    "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')"
+    "\n",
+    "### load the solver and create train and test nets\n",
+    "solver = None  # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n",
+    "solver = caffe.SGDSolver('mnist/lenet_auto_solver.prototxt')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)."
+    "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)."
    ]
   },
   {
        " ('pool1', (64, 20, 12, 12)),\n",
        " ('conv2', (64, 50, 8, 8)),\n",
        " ('pool2', (64, 50, 4, 4)),\n",
-       " ('ip1', (64, 500)),\n",
-       " ('ip2', (64, 10)),\n",
+       " ('fc1', (64, 500)),\n",
+       " ('score', (64, 10)),\n",
        " ('loss', ())]"
       ]
      },
       "text/plain": [
        "[('conv1', (20, 1, 5, 5)),\n",
        " ('conv2', (50, 20, 5, 5)),\n",
-       " ('ip1', (500, 800)),\n",
-       " ('ip2', (10, 500))]"
+       " ('fc1', (500, 800)),\n",
+       " ('score', (10, 500))]"
       ]
      },
      "execution_count": 9,
     }
    ],
    "source": [
-    "# just print the weight sizes (not biases)\n",
+    "# just print the weight sizes (we'll omit the biases)\n",
     "[(k, v[0].data.shape) for k, v in solver.net.params.items()]"
    ]
   },
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data."
+    "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data."
    ]
   },
   {
     {
      "data": {
       "text/plain": [
-       "{'loss': array(2.301163673400879, dtype=float32)}"
+       "{'loss': array(2.365971088409424, dtype=float32)}"
       ]
      },
      "execution_count": 10,
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 5.  0.  4.  1.  9.  2.  1.  3.]\n"
+      "train labels: [ 5.  0.  4.  1.  9.  2.  1.  3.]\n"
      ]
     },
     {
      "data": {
-      "image/png": [
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7939901710>"
+       "<matplotlib.figure.Figure at 0x7f51a65ee690>"
       ]
      },
      "metadata": {},
    ],
    "source": [
     "# we use a little trick to tile the first eight images\n",
-    "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n",
-    "print solver.net.blobs['label'].data[:8]"
+    "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n",
+    "print 'train labels:', solver.net.blobs['label'].data[:8]"
    ]
   },
   {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[ 7.  2.  1.  0.  4.  1.  4.  9.]\n"
+      "test labels: [ 7.  2.  1.  0.  4.  1.  4.  9.]\n"
      ]
     },
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7939901490>"
+       "<matplotlib.figure.Figure at 0x7f51a4030a50>"
       ]
      },
      "metadata": {},
     }
    ],
    "source": [
-    "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray')\n",
-    "print solver.test_nets[0].blobs['label'].data[:8]"
+    "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n",
+    "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "### 4. Stepping the solver\n",
+    "\n",
     "Both train and test nets seem to be loading data, and to have correct labels.\n",
     "\n",
-    "Let's take one step of (minibatch) SGD and see what happens."
+    "Let's take one step of (minibatch) SGD and see what happens."
    ]
   },
   {
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f79383819d0>"
+       "(-0.5, 24.5, 19.5, -0.5)"
       ]
      },
      "execution_count": 14,
     },
     {
      "data": {
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GSH\nZTEdsL648Og+jJ3C6JbfmLGXV1nXnZ8fAZeSu0ZoCmZVB12Q3QJmDGrqpYD6Di23m+ki16NAFtd2\nMMOXArnuyngwQuna7G5KlH7Q8au6c78QkkwHXTumtqCgz/pXOXEFCrWfwuejv1tjz35VmumCje8u\n4L58hJaPHQPMwLkFzFi5eblZvRTIUgGt02PU70It7nONI8MMweaAYVe68VSSIaYitE632Gfsuxud\nTfTjgojBYgq3W4LMBZuCGR5XIGP6mshdXgowUYbZwQW3W0LMBRzWr/qHEgMWEHL67cAsl+1s2L4d\n+HblM13gZIXlK7A5oJpK5Yy3qItFJhUcHKg547oDrHwfK0OVq3RX2cCuPpXcBWgIrZBwzHizx6Ii\ntszL34BVoMnH0Y5q9lVtr+DW9TlLhhcrvzuOuqMsLHsXaEom0ML7quMsFdhiy3bDQMz2WKYCR5Sf\nn2sigHKe64RMZxW0qnRVzs64sH0Fqm78Oul8rhrvTu4aoalG5oiDvU1kD+MZtPIxpitosLYppePn\nIkycGb8bWDzGTzSw7snMjW2sAOTAcaqDMFqlD6WXfMz2mGZtCiDElstQYMvXuVJFN1UE5ixHWdks\nnduCaXaPOp6KM0lVwcRE13cDmmpkNhwGMgYzBrQMG3YutwGh0bVbRWlTI1eD6BpAFRFWAKtm4A5s\nHcAmEcJUOpCxPDYmHVxeX1/fgQwjs3z/TpTWPRvrPpx1lp3YV2wLpjswVhNdFma7eOw+IprK3Zac\noQw0xjCQDLQKZAxobI/piTOwCInBDJ9hKWHnugit2hjYJiBjBpvHobuuA5yjk0ofVaSGaZWHzsFA\nxmCGy9AMNbcfrD4Hbrtgy/Wx/mKeSneTVtVfZ5yYT1Zj7MinAy1DS+XHnj0Lq4CGyqmOc70szdqN\n6SpCyzDIkvveRWgd4AJk+cNbrMsFWXaQfD8ri92P12E7HMl9q6CPeXmPeQpkrA+45MQ/TVPXVv2p\n9K2eoTFITV8EsP6qPBeEHci7gCCPySTQmMiXeoaGsGMQU2BzQli23HTalfMZjBAwjgPjNQpiqt6X\nl5d3IIsy0fkmIItyc3ls34GsM37W/wpieL4DGdMd1q/AwmDG4FYJXtPpH2F2q88yKpmAzRUGM5Wn\nIrMjULvrW8613j+DyOkqQmOgqxRVAWOn/Qxm+UF93mNfM3g6eKJD48AHgPLehVnkBcDwuVGWrky8\nLh+zvatj1JUDMMxjomDSRWZupMLgW0HsFm803U3pQulmCjcGLjxmkdktoHb379BYg3OEhlFZteyM\ne5WC1GwvhCxfAAAgAElEQVSPos5VIGPgUcaTDVyV20VpoZ8MsSizgxk7DgknVnpSMFMg2xEGMoR5\n1kNOs+gM71POm/vOnp3tPkNzQcPgdgtgoahrXfA59XQ+yGCWr4n0VL7MW052XH2Hhr9ywb4ty8cs\nvRZ/aM3OVY6SB6mCGaunGjQGybXeLgtzRBZlT2CG/Wdt6pwH09jP6eye9ZPblHWQr8/7Kl31KS/1\nEGoIper5GWs/q68C2hGYTQFXXduVgf6xs1Urqx2565Kzm2Gdj2pzXtyPZbE9GzwGMryPzTY4MK4D\nI9i6LUv+CBnzHJhhOh93UMttV3lVf5UomFVQ69KqL7ntCDOVRrBNpALYZMnZATKfw7rZOaedzn2V\nTGDG7pnIXd5yuvvuA1ncqvJYGh3GdUQFtUr5u8bA2p5FPTPrgJb7rEDmRmq5fw7cOj2rsdmFGquj\nAgZbWqr+KgjHNaoNDDiVftn97DyWW51ztq5MJhW03Gfdu/JhQFONcoCj7t2ZdSqjcvfTwa+Mkenj\n6AAjmDpjV5Eo09G0P1VZbJ/rYWkU1AWDrts/1j4lKoLANnRAzfdmJ8/AZtEgG+MoCyf2ym5uYc9K\nVyoCY9+E3sLumXwY0Kqv2NfylgpKHHiwmZIZe7fP9ailQL6GtXUKA2dg0cAnchRMla6ceqtJQ0kX\n9WA9+RrXIXNdLoywfV1abRlq+SVPHmcWNa61JCiYXpS+HLAxXWRddzDDD9BVm49A7dMjNHXeMVK1\nnzg1gqrbV9GPGvQKbpXkmTkfM11hWaqd+Rmb0w42MTAdT/rX6dyZoLCfnXRtccqYRhBTm8Y68ENp\nBrLc/ww0jM6wfqVjNnF316h+sP5gBKmAVh1P5MsAjeWra1wHyLNHhgSWwfaYN/nbuXw/A4TqN4IM\n03hdPsYZnX0oq3SCbe2g4hh4dZ2CWSdO1K7O7UwwrlQg6yI0ls8iNAYyBJoqm/W3st8qr+q7ijzV\nkjjfk8tS7XfkbkBzr8niDggOYjWomGb7yav03DZsK6sXBQ0YB5fBLKezkecPZbMuXMjiNV0fnTK6\n8iqnwb7iNV2/jgCsi9Cc6Gy6xOom37hm5xlaTjs2vaufqn25jypvKncF2s71O4pHqEUeplW04A48\nK8eNPBBikZ/31T2Yzn89gEBkzq/0xvpwBBSsTKU/JqgjdW01cU1ArMBQ5au8DOTY8qQVzp/HTPU1\np51naGoymtq26lsFMQY11BWz9b8aaEeEGakCGDozc6KclyFROXjlKLuOqoDGwMTy8vdTcQ27h4nT\nR9WnCiCqzG5SwT7GNV1kVk1SnTC9d5FZla8gls+ttd4tOXNfWfudZ2h43xRqeI/qswIbQg3bdxRk\nIZ/+lrMzJOd85Qj5umpAc9rJm8xcTrmVw0Y651fRlQIcm/UxOmBt75y/m7WZTCKAIzDDOvM1k/Yy\n/eMxA15VVgYZlpvHCcuqbBmhwUCZr1eAqgAXeaxfrE/qDWd8EF9N1Ep3rtzlO7QKAhWpp46V81VZ\nypEms1c1+BMnYu2s8rLDZqfBOtmbTkeUkXf3TMufQp7BW0GY7SeAU2BjQGP3sL4oEKh7K6dmP1ev\ngBtSwWs60WA7VYTGlpxdWTty9yUnM9bqukgzA3XqqcpU105fCqjypnAL6ZaczLmzw7CZm4mj+5xX\n9V+Vs+MoKB3McrlOhIb5FVRYtOa0N7cHy8v7vNx0ZfIMbTpRx7VYFvaNgawC20fJ3YGWBSMNdU3s\nXUeq6qvS2SEmP7DHymH1VMIMkjlGdb9aeuAyBIUZ8xF9M4BNy1NLMKbzajKp4DbpVzc5sHYzEFeR\nmVPmWrNnaGvVunACBWWbbnTWAW3Xn9f6QKBdr1ea7ypzrfevpKtnA5iH4oTyTJGvr69v/vg94Pb4\n+Lh+/vz5p12qb13ezixZzZi5jdWWr7lcLutyuazHx8d1uVz+9C/yI2/6SxDqD67VjxhOpNJnTr++\nvv5pf97nPucN9ZfTz8/P63K5rOv1ui6Xy3jJuTsxVpLHKspe6x/IXa/Xdb1e1+/fv9fv37/fjDna\nBOZ1QQX2ufqPbPhDrE6ZO/JhQIvfJ2PiOr562NnNPNWSYPogMgYqQys7Q7QvjDX3pwPUZGP9VKLA\noX6zHh0dnX7yO114TVd33k9ETYwI/tfX13f9QZjlNJsM8JddLpeL/KfS1fPObuzzOdZXJgpoEQw8\nPz+vp6en9fT0tH79+rUul0s74akxqdqRg48MMsxDoE2g6chdIrQOaDgobE2OZcb1ShjknH0eqKgr\nHARn9DCWzsl3tolMy2YzNEtXfWH5GOF0gMPx7PqorsdjjEIU2AJo6PABMIw4ppOlsneV5/YtAy3q\nzRFTRGiPj4/2mOCLJDYmOa9bYuLWlVflVXK3CE1BLJ9DkOXlHXueFOnYd6DK6eo4jDfPtJfL5U+d\n2ehV9DH5vasKas6zM+Ysas8M2Z29VX+wr8qJptHAxLizvjqIIdB+/Pjno+QY18vl8i76qADG0hWw\nFMS6812EFkvOiNAmY6j0rsZBfUzL0l2ZU5CF3C1CYwBjgHPf4KzlRWisrG7DZ2gIs+fn5z/LT+W4\nzJHReCrQYT/c46wfJS5wHDgzmHW6cIDmGLha7mF09vj4+Oc5GMItYBZAe3l5+QMz/J4q19nBjInq\nUzcR5XQADfWY2/n09PQGeJMJ1B0XDDpUGp+fVeXvQO3TI7QOaHlTkdPuMzQGK/Z6WZ3L7Q0DeX19\nXY+Pj28iOCfS2YnSqmWzSjuO5sBJgUzBTYGri/jYeGI6SwWPGJO8bMZnhAG3AFqGVgBNLacqHbNz\nXfux7xXYEGjVM7SI0JTfsfomY5F91d2qMo9A7a4RmjNDVMvGXCbmZVFKVeFwNaOsxT9UzQaGm3qj\n1PUfHb3SAYJf9ZvlT8HKgKZgN4F71qNKu3YR+4iwFMRin6PsyjbwvNMGN52PO9gwoKGt5GdoAR0F\nyaPpqLOzwzh2x3kqd43QOmdZy1tSTYUZbLX+72CDUYmKCHDvlpsHFw2D5TkRZ047kUB2oApoOzCL\nLdej2oN2oGCdr8kwy+mAWzh+RNqOziZAU2NW7VUEhXldhBYwy2Vn6cAxAZsTsUa6AuoRqH16hFYt\nteIcEjwL5rPrGARVhMaejSDcMKpigGLLGXQePHZhxoDWwUwBG/NQV51+O4CxPPebpwqs2JYqCkUd\nYb0Istjyd4XKXlTEy8ZCtdM5rib8fB7tLZeVn/XlN/VdkJCPu+hpCh0VnXWRoxvIfHqElh+cozPn\naCgv6xy4qU7jzKCgVn0zE/CJetAx8rdM7I2a2hyQZV0oh1X9wn6o40oY8NjzsS46cz4JmUSKCjC4\nPTw82OORn4U6es55Ttrdcp+7TS3d85tEhFsH3ZzXgQbzJseTCcyVu0Vo8dA1BgZhhmEpU0q+J9J5\nn0VFMczB8avmKC/KDkf8+fPn+vnz55+/Gvj58+c7B2HpOO6Axp6huVv1pTamUT/VXgFNAa6LZNmS\nswKZAppKh81VEMv6uFXkxc5VL6ByXu67M+nhuag7+oR+5sAWfQ3Tk/3uOazbkbv8G7us9LXeRlcI\nIyfcRIPBfTcbMoNl4s6S6qG3imgc43X6z46dc6zPeXLIovqiQIf96ZbVTjq3JQMgtx37gukOnJU+\ncNLMoMjHeC63l9XFJnFnqyT8oJoYVd5RYb7L9Kfa7fg+yt7vyhyUriPsWAHJgVj1LZtqy45hVQ7K\njE/V3emn6lv3dq4DPeqA9YM9LmBgw/yJIyKEWDvYOLF7Md2dV9d3dXYAVvewc1Wec46NpxprJyLD\nfuM5dX8nKvJl7XLkLv85HQUjATUTqntYSO+CLd+Poupmzqmct+tznsnxPOZXcMe+O58d5AfFrA0s\nv+pvBzBWzsTBMcrINsLy8tgpuKj+YoSFdeX68tio43wPqwPPTUDG6sAyWRvcyLyqK+dV9l61EfOY\njlz5EkBbq4ZaCB7jwCnnVtEIm8VQKudkTqwcGvvK+h/1VddmY6y+nas+Q0GdoG5VpML0US2rq0jN\n0bmqM7epghlzNOV87JhBLdeFaXXM6nFgyHTS6U4BHvtU2b2yBUePrKxOlC7+qgitInQ+DlEdzHnO\nQ1cV2nZw68CGTt7NohO9sHaqCI19isJghg/AUc8sanLhriA2fTZYXcvgVUEtj0EHbAX5atJhdsv6\nN43QHD0xUdGqmiBRKttl7VETzaS9+b5Kh5V8mQgtxI1U2H0VyFhUoiBWRQOVg06fF3V9VXCvoFbB\nS0VyuX9VZKOgVS01u4iVgVMJu7eCGd6rymR5zMFwPDqIdfBizutEJZ1tdbqoIFbpbWeCrkQFNbn8\naZR2V6B10Uh3Lx530YvaOnGiFBV9OEbggq2D2CQyqyI01ndnU5Bz3mxO6gtdYBnowBVAVV8VXCr4\nOGBz7q/a302OKKws19a7fKa36t6unezeKchC7h6hOaFlN8NgxOVADCMeJlNHY87Lyoo6nTzV3w7g\n3fM0BXQVsdwSZqqeTiqAxTlMq7459bMoQY1P5ZAILJbGPu3oh7Url8ukq0fBq7p/Z4x3AYZyd6CF\nKKNh4FF5uxuWGW1A2OY9g9juJwpMD8xBsL0qUmNQY6CPa/JHreicqs8IsQ7uDPRKN50Oc14ViSiA\nVU7IRMFK2Wl1/SQ9kUlAgO129LEDtnvIlwFalioC6/ZHIMbEjcyqreunO+urPjJIdYBTzxRZlKBA\n1kVo7iccqOtuDDCPRWWTaKeCHbORHFmpMWLlVREapnftq7NpBnw1iTF9sLwjk0WWW0RpXxJoWRBW\nVV4Fru4cExWpxF5FIyqi6PrYRQIVwCuIOR/YhqEz43ZA1uV1DsmcpNIjOn7WVT5mZbrjwtqFUkVm\n7PxHRWhYV3cuAx/z8x7zUab5Xbvcc0ru8m/s3Fkol3MEbCpfGb0K0dVgY38RDAwarO544xhLwJyP\nEEJYVVGb0gMeu0ZYRUsqryrbcR52DUIsO2lVvwOyrj1Mqog7zrOoaCdC69qpbDin1SSt+uCOS5ee\ntHkKtQ8DWv4CHcWZrVlHnb3rvG5kxvKqejEvnlGptNId6uX19ZX+tBFCDvvl9DfrfOJMyrkq471l\neXEOwTbtzw50K6nsikXdLN3Vh7Yxaa8Dst1JZnIcUq1QJnpf64sATeVlQYiwdBWxYRrv65xdCYuM\nAlpdGxi4lF4wKuveXHZ9yn1zjaYbo0lZzn3TtuUoeAdarEx1HPXkce8E4ZXLVOec9k91PgWaW+cU\naBXIVB2dfKn/KcCOGYCqtIIIy9uFWL7/VtEZOiHqogKa84mKCzjUgQOwXZBFGaysKXhYdFNBrapL\nOXPl5PhLGiFZ5wxe7Ji1XZ2rRJ3vQHYLmHV5rM9HQBby6RGaclqWRmEO2UGt2qsyw0FUO5hU0ZkC\nW5zP0HKB5gKsmhCYOE7kAscFyREYVpHOFGIdvLr2IqSwXXhdZWOsPR18O6ng5fqgm9e1jcFMAW4i\ndwNapFne1MArqLE8do1qq2pTBxEGLkzjMoNFGvn8NErDtjJ9sf5i3g5wpo52C6hhvfijkV00gmU4\n+2znDIIMWs5Si0E5l30EIrtAm8LUGdNKFzs2cRegxd41HFe6CMxJ53aiUll7OphVaWX0bB/3VJFa\n9xxtMuNVEYKzdeVWjjoF3E59biRSOb2yDzY5KejmcwwYFcic9qs+sb5VoJ/CzLnmI5addwWas6/K\nYFI58M7yi9XHIj0EiLPszGVkB1CDqv42012CVn1W4O4M3ZEOUurcrlG7IM7XsrFmfcfr2K/m4r5b\nTqnoROndSVfHU6A5MHPg1d1zi2Xn3YCW08qYWLrKy8IU4Sgnl4vLP1aWG53FtficDWdwZTwYhXV7\nbKOrCzU+DiS68jC/i0Cq+6vzOG7d35MqR2fHVRvzHqM01Lfbrx3odOmun1UZznEWJ+K65bLzbp9t\n5P3RdBx3wJo8O4r8ylmrKEhBjJ3PbaiWv7is7D7ZcJec1XgokFX6wjKqa5z7XKOu6qucuKpDwTvG\nJD86yABjUOsk24KCD7Z1J+1AUulld2yYVCDbLfuuQMO0OufkOdGXCvOPrtujjEl0lh0B26bEfWbG\n4OqALaSbyVUe3t/lu1FG1U62ZGd1TKIRd2PlYFpFaK5+VFura7u8Sfud9impQF4tL4/44V2WnGiE\n3Tk2A+JybaoEvMed0eLeapm5Fn+2gnnTNlcA2/kWrVqSKlGG3k1MCo7TiCGXyWCGAHEAxtITQTtG\nfU70q4T1T0E82oR7N6107uR1QUN17gjIQj79bzmnIHJmOXWuKtuZ0aqBRZi9vPz//7jMz8cinV8A\nYN5kEF1wTcEX+mPQy7rpQF/BqsvvohHMY3ZUgaOzj+k4xF7pdPfD5w7SzqSu9DeZOCa6meod5RYg\nC7nLH6d34sCrmo2xDQ401Z4ZQy4/jDfOK4AhzBjMHcPZich2ozcHbKgnlacg5gKN1Y3Ovyus3SgY\neXQAm/xpGsvHPndQU5Ovq2dnEnfkVuOwK3f9tY0szCgZtJTgNWj4bMZRecwJsf0MZmutUYSmBlDl\n3xJe+DZUga3StwO3XahVe0wz2LBz2E4nL8rIkVDOd3Xd6ZtBLtu/0gfqhE3icR2uCiZAU3o8AjBW\nz3SSR7nrZxtT6WaqXD6DpipTORzmZckwy33didCcQXWdZwd0uY0KaEw33TlXrztAY46b813pIhIF\nsziuADZZcmJ5na3nfbY3Z2wmumZ+tatrFDVBdWNSyZdbcuIMu3svzm442Mz5nI0Zb5YjEVo1wEeB\n5m4hOa2imQngOpBNgcbauSusfAVKBAoDWZenIIb5LtTWemt3ClwTHU8mit1JBI+d8e7kbi8F2GyS\nZTJDsTIn9Tib6gtCTQEMYYaGl/cs7TpDtam/98SPfdXYVfqo4DTZOn3cEmoVwLB8FaEwaLHILKfz\nvWpMp3bvjBt7EVXBpKsP9bEjCr6Y58qXi9COiAOw6l7HyUIQBmGw1RtNzHMdNzvTrbdcbu4Xph19\nsWtwPwGaKgPbxvKy4LXdxNFBk00wDFxs2RllVZNTHE+hlsvB/k4nDBYYKGHnJj6I7aj8rpO7P0Or\nALQzoOycEuaMlaPlNmNf47owKIzGWF5lZFOgdeerrfpBykpXlT4VxCodu46G44pjPxUFOCVK3+qv\nOCZLzsib2H7Yn+r7w8PbP//CvlaAz+3Jfce00pELJMfvHPkybzmz7Bimgpqqz4FYGEK+hvUvl7/z\nDK3as9n3FhDrnKrTdQcl1Fl3jwu0nGYgQ9upnJz1iV2vykCIMZipa+J+NZE4MMN24/gpW1b6ZHpx\ndMAmP7xP6du1CVe+/JLTnanytZGOdnTwjD2m1bIw18vqmzxDU/VjXpTnzO5HgXZ07BigqrQDNDUG\nOY3t7vrhOEtVpgMxBrV8L5aD/VF2nvfO2Cn94jGe27EFBjE2XlU7vxzQlKiOqU46MHPhtZYGRz7n\nKFQZOgObyuscHfvTzew7YMvXVv3bnUUdOE1hFsfM2XKf2DkEUiXsWga0CmJ5wzZU41DZObYx/80w\n6ihPzGysqmNWp9IZg9hEVNu+DNDUfzRay5ux4zjvnTxUgutwFdzWqmfqfBwvCKo/Uq+MgkUdOBOz\ndNW2qu9R/mTWzvXHFmXhNvmxS4xCqsmq+l04BZTcpu65lrNXdeY93leNYT52JvGsEzUpB8x+/Pix\nLpeLZReVqIkkt8ERNVnnclw7zvIlgYbpfF+Vru53ylLlZANaSxv4WstyYCcyYPVWdbvRRzUDqwmh\nEwU1F2bsw1DsO+rDgVneVxvri5NWdTv1dcc4Zgxi7DoWleX/ZK/Grxtf1h7M60RBzI0CHfl0oHXw\n6JYe1fGRcqp72QAqQ8+/qKHeHjoDxgy4Apsj2I9q8sjn3XbmNk1ghv1iURkCjkHEWfo5wHGhU0WA\nR8pFiOe0iljzODKQMaCxenJ+LtfJ25VblbPWnYHmggjvPVpuFemx0F0pnBkr+0jV+XC1moHV9V0a\n9YMzIjNSFqXl86yt6IgMbAh5tuTM7eygxoBVQU3BJsp14MPGGoHZvdHEMtVxN26O3SLULpfLmzrU\nRO0CrPINZzL8CPmrgFYJK6sqRxlE1Q5nZsffRVtrScBFmQxgzJDzeSbOTMfKVQBj+lB1YvSEzxLj\n2gy2nM7ldZFJ1IGA6iK0buyi/Ml266hPQQ31o8Ypj1d+fpYjtFxnBTXVji6vEmXvt5IvBzQ8F+I6\nq7PP13dgw+vZ4KOBr/UeYtUsnMtSkckRYdEUpquNCRomtpEtLZ2XAkoP2G4FrGqZ6TzrijpdkGF0\n5kRpDtBU9OPCDCO0y+VCgaZsq2pHFZlVbazqUOem8mFAq96ouOCZRikMRg4sFdjQybB+ZuAVyBB2\nTBTUOplEtBj17EpndC7MqpcCLL1WH6EpsHVvNzuAVUCrrndhlnW6s0phS01cclb9U+W6UJvArPLp\nDppK7vaW09l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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7939901850>"
+       "<matplotlib.figure.Figure at 0x7f519c0eab90>"
       ]
      },
      "metadata": {},
    ],
    "source": [
     "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n",
-    "       .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray')"
+    "       .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "### 5. Writing a custom training loop\n",
+    "\n",
     "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n",
     "Note that this process will be the same as if training through the `caffe` binary. In particular:\n",
     "* logging will continue to happen as normal\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"
+      "CPU times: user 12.6 s, sys: 2.4 s, total: 15 s\n",
+      "Wall time: 14.4 s\n"
      ]
     }
    ],
     "    # store the output on the first test batch\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]\n",
+    "    output[it] = solver.test_nets[0].blobs['score'].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",
     "        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",
+    "            correct += sum(solver.test_nets[0].blobs['score'].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 and test accuracy."
+    "Let's plot the train loss and test accuracy."
    ]
   },
   {
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x7f793878f490>"
+       "<matplotlib.text.Text at 0x7f5199b33610>"
       ]
      },
      "execution_count": 16,
     },
     {
      "data": {
-      "image/png": [
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-       "/CZtvi5psaQbJO1TZX/WrfDYq4F/NbPrJW0CXCvpfDNbVNfuIjM7psJ+BEEQBM4PgG8APy7aKelo\n",
-       "YGczmynpAOA7wIFVdaYyC8jM7jOz69PrVcAiYJuCpqqqD0EQBEENM7sEWN6kyTHAj1LbK4FJkqZW\n",
-       "1Z9RmQOStD2wD3Bl3S4DDkqm3jmSZo1Gf4IgCIJCpgHLcu/vAqZXdbIqXXAAJPfbr4ATkyWU5zpg\n",
-       "hpk9IenlwFnALlX3KQiCIGhIvVeqsnxtlQqQpPWAXwM/NbOz6veb2crc63MlfVvSZDN7pO44kbAu\n",
-       "CIJgGJhZK9McdwMzcu+np22VUJkASRJwOrDQzE5t0GYq8ICZmaT9AdWLT0aLFzFogqSTzezkTvej\n",
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eE7z+haoeGXilTlLVt/LVlnyOASUZ7HoH6K6qO0TkU8AzwIC4FceNG/fR60p+zkWL7FZ5cM21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\nS+3661Nh9gMGwD332Hh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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f79387025d0>"
+       "<matplotlib.figure.Figure at 0x7f519bf16690>"
       ]
      },
      "metadata": {},
     "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')"
+    "ax2.set_ylabel('test accuracy')\n",
+    "ax2.set_title('Test Accuracy: {:.2f}'.format(test_acc[-1]))"
    ]
   },
   {
    "source": [
     "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."
+    "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."
    ]
   },
   {
    "outputs": [
     {
      "data": {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7938797710>"
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       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7938323190>"
+       "<matplotlib.figure.Figure at 0x7f5199a4ba10>"
       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f7938233050>"
+       "<matplotlib.figure.Figure at 0x7f51999dd210>"
       ]
      },
      "metadata": {},
     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f793821a310>"
+       "<matplotlib.figure.Figure at 0x7f519994c650>"
       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f793811c290>"
+       "<matplotlib.figure.Figure at 0x7f519984f250>"
       ]
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f79380a2550>"
+       "<matplotlib.figure.Figure at 0x7f51997d3ad0>"
       ]
      },
      "metadata": {},
     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792bd10b10>"
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       ]
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792bca2290>"
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       ]
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792bc15650>"
+       "<matplotlib.figure.Figure at 0x7f519c0d5bd0>"
       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792bb3b910>"
+       "<matplotlib.figure.Figure at 0x7f519969d110>"
       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792ba9ddd0>"
+       "<matplotlib.figure.Figure at 0x7f5199603550>"
       ]
      },
      "metadata": {},
     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b9b9550>"
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       ]
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b97ec50>"
+       "<matplotlib.figure.Figure at 0x7f51994fb990>"
       ]
      },
      "metadata": {},
     },
     {
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+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAACbCAYAAACkuQVhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b91c3d0>"
+       "<matplotlib.figure.Figure at 0x7f519948af90>"
       ]
      },
      "metadata": {},
    "source": [
     "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n",
     "\n",
-    "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)."
+    "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)."
    ]
   },
   {
    "outputs": [
     {
      "data": {
-      "image/png": [
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-       "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n",
-       "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n",
-       "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n",
-       "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n",
-       "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n",
-       "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n",
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-       "wWAQ8XgcKysrqFarDstk2zaazSYsy0Kz2USr1Zr5zzjsk7VaLViWJV/55+I2a+EspGhCoRBSqRQ2\n",
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-       "2ZrNJtrttnyvFs05GIbhsDSPP/44QqEQTNNEKBSC3+8/MZ0eNucsDvUvlj8oVTQsqlnDfWMLeHh4\n",
-       "iHw+D4/Hg16vJ8MK3W4XnU5n5v1bSNH4fD6Ew2HpBPOU2+/3w+v1noi78C/5rFe2Sr1eD8fHxw4r\n",
-       "02w2Hc9Sv28aqP1jbNuW4YB2u41IJCIF0263Hf7ZNPtyURZONDxlzufzyGazMAwDgUBANq/XK4cn\n",
-       "FoPL5XI0t9sNt9strw3DgGEYcLlcMlDo9XpBRHC73Sd8DH4/t1E4zbFVA5SGYZwYLrvdLlqtFlqt\n",
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-       "4ff7Hf5Ft9t1CO6is6vhAKMq7GFBs8VT36OK5vj4GO12G7VabWTRToOFFE29Xkc+n4dhGGg0GggG\n",
-       "gzBNE6Zpwuv1yl9wq9WCbduO4cvv9ztEFgwGZZBQCOH48PhaFWGn05HRaBbheZzmU6nN7XbD4/HI\n",
-       "V36vao3UCHar1UK9XkexWJxP0RDRGwB+GsCBEOLZwb0EgL8BcBPANoCfE0KUL7GfEhbN4eEhjo+P\n",
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-       "bTQaDdTrdTQaDZTLZWlV53V4+iaAPwHwF8q9LwF4WwjxtUHh6S8N2qXDUV3LsmAYBrrdLprNJur1\n",
-       "Ovx+P9xuN9rttsOU8/oUi0H1gQKBAMLhMEKhkHzlD499JI6PcKxk+PvPY3g2xw4uW65oNCrjTMlk\n",
-       "Eh6Px7Egy8MVW5l2uy19nbkM7gkhvktEt4Zufw7ATw2u/xzAv2NGoun1euh0Omg2m/Ja9VdcLpdj\n",
-       "Ot3tdh2mn9+r+jfBYFBao+FXv9/vsFzNZhOmaTos13l/7cPRXFXU7XYbmUwGt27dgmEYCIfDICK4\n",
-       "XC4YhiG/7yzRXAXj+jSrQoj84DqPfm7NTGBLw3+xPPvhXzJbH3W9SZ3p8PtU53PYGWZRmKaJQCDg\n",
-       "GBoajYZjaDNN80KiUfujRnhbrRa2trZgGAZCoRAymYx0rvm57DgPi0ZdUpglEzvCQggxy/p6LBrb\n",
-       "tqfyPPYnuHk8HhkoZPHU63XHqng4HHYMaeehCkZdFmDhCCEQj8dx48YNdDod+Hw+EJGcjrNg2u22\n",
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-       "fHUBlf0Znmp3Oh3UajVUKhUUi0UUCgWUSiXU63V0Op2FEs13APwCgD8YvP7D1Hp0BfR6PQAPBdRq\n",
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b65d950>"
+       "<matplotlib.figure.Figure at 0x7f51991d5790>"
       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b44f290>"
+       "<matplotlib.figure.Figure at 0x7f5198fc5750>"
       ]
      },
      "metadata": {},
     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b23ec90>"
+       "<matplotlib.figure.Figure at 0x7f5198dc0d90>"
       ]
      },
      "metadata": {},
     },
     {
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-       "<matplotlib.figure.Figure at 0x7d792b1bd290>"
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       ]
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-       "<matplotlib.figure.Figure at 0x7d792b1419d0>"
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       ]
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     },
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-       "<matplotlib.figure.Figure at 0x7d792b044750>"
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       ]
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792af4a550>"
+       "<matplotlib.figure.Figure at 0x7f519c085f10>"
       ]
      },
      "metadata": {},
     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792aed8c90>"
+       "<matplotlib.figure.Figure at 0x7f519998c390>"
       ]
      },
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     },
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792b570150>"
+       "<matplotlib.figure.Figure at 0x7f519c0f7b50>"
       ]
      },
      "metadata": {},
     },
     {
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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7d792baffb50>"
+       "<matplotlib.figure.Figure at 0x7f5199b2b090>"
       ]
      },
      "metadata": {},
     "    xlabel('iteration')\n",
     "    ylabel('label')"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 6. Experiment with architecture and optimization\n",
+    "\n",
+    "Now that we've defined, trained, and tested LeNet there are many possible next steps:\n",
+    "\n",
+    "- Define new architectures for comparison\n",
+    "- Tune optimization by setting `base_lr` and the like or simply training longer\n",
+    "- Switching the solver type from `SGD` to an adaptive method like `AdaDelta` or `Adam`\n",
+    "\n",
+    "Feel free to explore these directions by editing the all-in-one example that follows.\n",
+    "Look for \"`EDIT HERE`\" comments for suggested choice points.\n",
+    "\n",
+    "By default this defines a simple linear classifier as a baseline.\n",
+    "\n",
+    "In case your coffee hasn't kicked in and you'd like inspiration, try out\n",
+    "\n",
+    "1. Switch the nonlinearity from `ReLU` to `ELU` or a saturing nonlinearity like `Sigmoid`\n",
+    "2. Stack more fully connected and nonlinear layers\n",
+    "3. Search over learning rate 10x at a time (trying `0.1` and `0.001`)\n",
+    "4. Switch the solver type to `Adam` (this adaptive solver type should be less sensitive to hyperparameters, but no guarantees...)\n",
+    "5. Solve for longer by setting `niter` higher (to 500 or 1,000 for instance) to better show training differences"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "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",
+      "Iteration 200 testing...\n",
+      "Iteration 225 testing...\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.text.Text at 0x7f5199af9f50>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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6dcPq1eZiKhTXXgvnnguf/Wz67eXlpdORrl8PbdpYyvyKFbn3j0P42XO54V57zeoCVlSYAPXo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\nrSpA4X5RUju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06mVWSZs2iWrMlZXJAgRmfZWXx3PBpROgBx6wOadU4fHHTYA6drSMstAC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\n",
+      "text/plain": [
+       "<matplotlib.figure.Figure at 0x7f5198f46a10>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_net_path = 'mnist/custom_auto_train.prototxt'\n",
+    "test_net_path = 'mnist/custom_auto_test.prototxt'\n",
+    "solver_config_path = 'mnist/custom_auto_solver.prototxt'\n",
+    "\n",
+    "### define net\n",
+    "def custom_net(lmdb, batch_size):\n",
+    "    # define your own net!\n",
+    "    n = caffe.NetSpec()\n",
+    "    \n",
+    "    # keep this data layer for all networks\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",
+    "    # EDIT HERE to try different networks\n",
+    "    # this single layer defines a simple linear classifier\n",
+    "    # (in particular this defines a multiway logistic regression)\n",
+    "    n.score =   L.InnerProduct(n.data, num_output=10, weight_filler=dict(type='xavier'))\n",
+    "    \n",
+    "    # EDIT HERE this is the LeNet variant we have already tried\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.fc1 =   L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n",
+    "    # EDIT HERE consider L.ELU or L.Sigmoid for the nonlinearity\n",
+    "    # n.relu1 = L.ReLU(n.fc1, in_place=True)\n",
+    "    # n.score =   L.InnerProduct(n.fc1, num_output=10, weight_filler=dict(type='xavier'))\n",
+    "    \n",
+    "    # keep this loss layer for all networks\n",
+    "    n.loss =  L.SoftmaxWithLoss(n.score, n.label)\n",
+    "    \n",
+    "    return n.to_proto()\n",
+    "\n",
+    "with open(train_net_path, 'w') as f:\n",
+    "    f.write(str(custom_net('mnist/mnist_train_lmdb', 64)))    \n",
+    "with open(test_net_path, 'w') as f:\n",
+    "    f.write(str(custom_net('mnist/mnist_test_lmdb', 100)))\n",
+    "\n",
+    "### define solver\n",
+    "from caffe.proto import caffe_pb2\n",
+    "s = caffe_pb2.SolverParameter()\n",
+    "\n",
+    "# Set a seed for reproducible experiments:\n",
+    "# this controls for randomization in training.\n",
+    "s.random_seed = 0xCAFFE\n",
+    "\n",
+    "# Specify locations of the train and (maybe) test networks.\n",
+    "s.train_net = train_net_path\n",
+    "s.test_net.append(test_net_path)\n",
+    "s.test_interval = 500  # Test after every 500 training iterations.\n",
+    "s.test_iter.append(100) # Test on 100 batches each time we test.\n",
+    "\n",
+    "s.max_iter = 10000     # no. of times to update the net (training iterations)\n",
+    " \n",
+    "# EDIT HERE to try different solvers\n",
+    "# solver types include \"SGD\", \"Adam\", and \"Nesterov\" among others.\n",
+    "s.type = \"SGD\"\n",
+    "\n",
+    "# Set the initial learning rate for SGD.\n",
+    "s.base_lr = 0.01  # EDIT HERE to try different learning rates\n",
+    "# Set momentum to accelerate learning by\n",
+    "# taking weighted average of current and previous updates.\n",
+    "s.momentum = 0.9\n",
+    "# Set weight decay to regularize and prevent overfitting\n",
+    "s.weight_decay = 5e-4\n",
+    "\n",
+    "# Set `lr_policy` to define how the learning rate changes during training.\n",
+    "# This is the same policy as our default LeNet.\n",
+    "s.lr_policy = 'inv'\n",
+    "s.gamma = 0.0001\n",
+    "s.power = 0.75\n",
+    "# EDIT HERE to try the fixed rate (and compare with adaptive solvers)\n",
+    "# `fixed` is the simplest policy that keeps the learning rate constant.\n",
+    "# s.lr_policy = 'fixed'\n",
+    "\n",
+    "# Display the current training loss and accuracy every 1000 iterations.\n",
+    "s.display = 1000\n",
+    "\n",
+    "# Snapshots are files used to store networks we've trained.\n",
+    "# We'll snapshot every 5K iterations -- twice during training.\n",
+    "s.snapshot = 5000\n",
+    "s.snapshot_prefix = 'mnist/custom_net'\n",
+    "\n",
+    "# Train on the GPU\n",
+    "s.solver_mode = caffe_pb2.SolverParameter.GPU\n",
+    "\n",
+    "# Write the solver to a temporary file and return its filename.\n",
+    "with open(solver_config_path, 'w') as f:\n",
+    "    f.write(str(s))\n",
+    "\n",
+    "### load the solver and create train and test nets\n",
+    "solver = None  # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n",
+    "solver = caffe.get_solver(solver_config_path)\n",
+    "\n",
+    "### solve\n",
+    "niter = 250  # EDIT HERE increase to train for longer\n",
+    "test_interval = niter / 10\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",
+    "\n",
+    "# the main solver loop\n",
+    "for it in range(niter):\n",
+    "    solver.step(1)  # SGD by Caffe\n",
+    "    \n",
+    "    # store the train loss\n",
+    "    train_loss[it] = solver.net.blobs['loss'].data\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['score'].data.argmax(1)\n",
+    "                           == solver.test_nets[0].blobs['label'].data)\n",
+    "        test_acc[it // test_interval] = correct / 1e4\n",
+    "\n",
+    "_, 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')\n",
+    "ax2.set_title('Custom Test Accuracy: {:.2f}'.format(test_acc[-1]))"
+   ]
   }
  ],
  "metadata": {
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.9"
+   "version": "2.7.10"
   },
   "priority": 2
  },
index fa4bbf0..481c844 100644 (file)
@@ -1,6 +1,6 @@
 # The train/test net protocol buffer definition
-train_net: "examples/mnist/lenet_auto_train.prototxt"
-test_net: "examples/mnist/lenet_auto_test.prototxt"
+train_net: "mnist/lenet_auto_train.prototxt"
+test_net: "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.
@@ -21,4 +21,4 @@ display: 100
 max_iter: 10000
 # snapshot intermediate results
 snapshot: 5000
-snapshot_prefix: "examples/mnist/lenet"
+snapshot_prefix: "mnist/lenet"