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@fzliu
Created September 14, 2015 10:09
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Caffe tutorial using Python.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Minimalistic Caffe tutorial (using Python)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here, we'll go over some extremely basic <a href=\"http://caffe.berkeleyvision.org/\">Caffe</a> usage and functionality. Caffe is just one of many deep learning libraries which can be used to perform model inference and training. Most of its functionality is centered around convolutional neural networks; see <a href=\"https://github.com/Yangqing/caffe2\">Caffe2</a> for a more generic framework. This tutorial will focus on just the inference and backprop aspects of Caffe."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll start off by doing all of the necessary imports. Note that Caffe itself requires a somewhat sophisticated installation. If you're running OS X Yosemite and have the latest Python and OpenCV installed via <a href=\"http://brew.sh/\">brew</a>, you're in luck - I've posted a working Makefile.config (as of September 14th, 2015) <a href=\"https://gist.github.com/fzliu/bef9b8e8ea4f3c082101\">here</a>. I'll try to keep it up-to-date whenever I can."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import os\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import caffe\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As previously mentioned, Caffe is a deep learning framework, with specific application to convolutional neural networks. Each model requires a pretrained set of weights, along with the model definition and input mean value for normalization purposes. For this tutorial, I'll be using the same model as the one used in the <a href=\"https://github.com/BVLC/caffe/blob/master/examples/00-classification.ipynb\">classification example</a> in the Caffe repository. This model is a slightly modified version of AlexNet, the winning entry in the ILSVRC'12. If you haven't done so already, you'll need to download the pretrained weights by heading to the root of your Caffe installation and subsequently running `python scripts/download_model_binary.py models/bvlc_reference_caffenet`."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"CAFFE_ROOT = os.path.abspath(os.path.join(os.path.dirname(caffe.__file__), \"..\", \"..\"))\n",
"MODEL_PATH = os.path.join(CAFFE_ROOT, \n",
" \"models\", \n",
" \"bvlc_reference_caffenet\", \n",
" \"bvlc_reference_caffenet.caffemodel\")\n",
"MODEL_DEF_PATH = os.path.join(CAFFE_ROOT,\n",
" \"models\", \n",
" \"bvlc_reference_caffenet\", \n",
" \"deploy.prototxt\")\n",
"MODEL_MEAN_PATH = os.path.join(CAFFE_ROOT,\n",
" \"python\",\n",
" \"caffe\",\n",
" \"imagenet\",\n",
" \"ilsvrc_2012_mean.npy\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that that's finished, let's go ahead and instantiate our convolutional Network in Caffe. This really couldn't be any easier."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# caffe net\n",
"net = caffe.Net(MODEL_DEF_PATH, MODEL_PATH, caffe.TEST)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you look inside the model definition, you'll see that the input dimensions are `10x3x227x227`. This means that the model defaults to performing passes in batches of 10 images, and that each input image should have three color channels and dimensions of `227x227` pixels. In Caffe, batch size can be changed on-the-fly. Let's change it so that it runs images in batches of 1 instead of 10. If the model doesn't contain any fully connected layers (which is highly unlikely), you can also change the dimensions of the input image itself. We leave this topic for a future tutorial."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"net.blobs['data'].reshape(1, 3, 227, 227)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Great. Now let's define a preprocessing step for our convolutional model. Caffe abstracts away most of the code for you via its `caffe.io.Transformer` class, which enables you to set the desired shape, mean pixel value (which will be subtracted from the input image in the preprocessing step), channel swap/ordering, input transpose, and two scaling values. Since the model we're using is going to be the exact same as the one used in the Caffe classifiation example, I've simply copied and pasted the code used to create the `Transformer` object."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# caffe transformer\n",
"transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n",
"transformer.set_transpose('data', (2,0,1)) # images come in as 512x512x3, out as 3x512x512\n",
"transformer.set_mean('data', np.load(MODEL_MEAN_PATH).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": [
"Now we can perform an inference step using our model! For this tutorial, I'll be using the \"Coffee\" image, which is a part of the `scikit-image` Python package."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1293ec790>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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wXBq9O0N0YzxWSMfMFJxlLdhlNMHsjhPHWbm5nTjcTFRTUp4RViDipfP4+IBO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8AAAg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oFHLMFpONS7tVEAu9T2NwX98OR5GErRxlIqENKJWhdJM2yvA+m8hH6eMrkSSaNGtRUROoycou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UI7xmfoxm0WWoIiL0nimCgMyGWXrb0RqwttpK6QQuNUwN7uAatHukwnI5I4oihq2nFATYft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I4mKT+ZUGxgmp9Q4QyiGfTfE8lzQ1rMxV2ez2qbiCW4cR874DgYuczJibqzMxCakIqAvN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\n+Be4wAUu8DHB/wd0LCFM0x32xgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1249bd990>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage.data import coffee\n",
"plt.imshow(coffee())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's classify it."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"img = coffee().astype(np.float32)/255\n",
"net_in = transformer.preprocess('data', img)\n",
"net.blobs['data'].data[0] = net_in\n",
"net.forward()\n",
"probs = net.blobs['prob'].data[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This code is a little dense, so I'll walk through it line-by-line. The Caffe `Transformer` class maps images from the pixel range `[0,1]` to that used by the net. As such, we need to first convert the Coffee image to floating point using `img = coffee().astype(np.float32)/255`. `net_in = transformer.preprocess('data', lena())` then preprocesses the image you see above so that it can be used by Caffe. The result of preprocessing is stored in the `net_in` variable, which can then be directly used to perform inference. `net.blobs['data'].data[0] = net_in` specifies our input, which is then used in `net.forward()`, which propogates the image through the network and into the final layer. The last line grabs the numbers in the final layer, which is aptly named `probs` in the model definition. Using basic `numpy` functionality, we can look at the top 3 predicted classes for this image. Make sure you've acquired dataset by running `bash data/ilsvrc12/get_ilsvrc_aux.sh` from your Caffe root directory."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array(['n07920052 espresso', 'n07930864 cup', 'n03063599 coffee mug'], \n",
" dtype='|S131')"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels = np.loadtxt(os.path.join(CAFFE_ROOT, 'data', 'ilsvrc12', 'synset_words.txt'), str, delimiter='\\t')\n",
"descending = probs.argsort()[::-1]\n",
"labels[descending[:3]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Success! For the sake of curiosity, we can also view the classification probabilities."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.9876858 , 0.00951891, 0.00171606], dtype=float32)"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"probs[descending[:3]]"
]
}
],
"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": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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