{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inserting a TensorFlow network into a Nengo model\n", "\n", "TensorFlow comes with a wide range of pre-defined deep learning models, which we might want to incorporate into a Nengo model. For example, suppose we are building a biological reinforcement learning model, but we'd like the inputs to our model to be natural images rather than artificial vectors. We could load a vision network from TensorFlow, insert it into our model using NengoDL, and then build the rest of our model using normal Nengo syntax.\n", "\n", "In this example we'll show how to use TensorNodes to insert a pre-trained TensorFlow model (Inception-v1) into Nengo." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import sys\n", "import os\n", "from urllib.request import urlopen\n", "import io\n", "import shutil\n", "import stat\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "import tensorflow as tf\n", "import tensorflow.contrib.slim as slim;\n", "\n", "import nengo\n", "import nengo_dl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TensorFlow provides a number of pre-defined models in the [tensorflow/models](https://github.com/tensorflow/models) repository. These are not included when you install TensorFlow, so we need to separately clone that repository and import the components we need." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Cloning into 'models'...\n", "Checking out files: 20% (470/2329) \n", "Checking out files: 21% (490/2329) \n", "Checking out files: 22% (513/2329) \n", "Checking out files: 23% (536/2329) \n", "Checking out files: 24% (559/2329) \n", "Checking out files: 25% (583/2329) \n", "Checking out files: 26% (606/2329) \n", "Checking out files: 27% (629/2329) \n", "Checking out files: 28% (653/2329) \n", "Checking out files: 29% (676/2329) \n", "Checking out files: 30% (699/2329) \n", "Checking out files: 31% (722/2329) \n", "Checking out files: 31% (744/2329) \n", "Checking out files: 32% (746/2329) \n", "Checking out files: 33% (769/2329) \n", "Checking out files: 34% (792/2329) \n", "Checking out files: 35% (816/2329) \n", "Checking out files: 36% (839/2329) \n", "Checking out files: 37% (862/2329) \n", "Checking out files: 38% (886/2329) \n", "Checking out files: 39% (909/2329) \n", "Checking out files: 40% (932/2329) \n", "Checking out files: 41% (955/2329) \n", "Checking out files: 42% (979/2329) \n", "Checking out files: 43% (1002/2329) \n", "Checking out files: 44% (1025/2329) \n", "Checking out files: 45% (1049/2329) \n", "Checking out files: 46% (1072/2329) \n", "Checking out files: 47% (1095/2329) \n", "Checking out files: 48% (1118/2329) \n", "Checking out files: 49% (1142/2329) \n", "Checking out files: 50% (1165/2329) \n", "Checking out files: 51% (1188/2329) \n", "Checking out files: 52% (1212/2329) \n", "Checking out files: 53% (1235/2329) \n", "Checking out files: 54% (1258/2329) \n", "Checking out files: 55% (1281/2329) \n", "Checking out files: 56% (1305/2329) \n", "Checking out files: 57% (1328/2329) \n", "Checking out files: 57% (1345/2329) \n", "Checking out files: 58% (1351/2329) \n", "Checking out files: 59% (1375/2329) \n", "Checking out files: 60% (1398/2329) \n", "Checking out files: 61% (1421/2329) \n", "Checking out files: 62% (1444/2329) \n", "Checking out files: 63% (1468/2329) \n", "Checking out files: 64% (1491/2329) \n", "Checking out files: 65% (1514/2329) \n", "Checking out files: 66% (1538/2329) \n", "Checking out files: 67% (1561/2329) \n", "Checking out files: 68% (1584/2329) \n", "Checking out files: 69% (1608/2329) \n", "Checking out files: 70% (1631/2329) \n", "Checking out files: 71% (1654/2329) \n", "Checking out files: 72% (1677/2329) \n", "Checking out files: 72% (1691/2329) \n", "Checking out files: 73% (1701/2329) \n", "Checking out files: 74% (1724/2329) \n", "Checking out files: 75% (1747/2329) \n", "Checking out files: 76% (1771/2329) \n", "Checking out files: 77% (1794/2329) \n", "Checking out files: 78% (1817/2329) \n", "Checking out files: 79% (1840/2329) \n", "Checking out files: 80% (1864/2329) \n", "Checking out files: 81% (1887/2329) \n", "Checking out files: 81% (1905/2329) \n", "Checking out files: 82% (1910/2329) \n", "Checking out files: 83% (1934/2329) \n", "Checking out files: 84% (1957/2329) \n", "Checking out files: 85% (1980/2329) \n", "Checking out files: 86% (2003/2329) \n", "Checking out files: 87% (2027/2329) \n", "Checking out files: 88% (2050/2329) \n", "Checking out files: 89% (2073/2329) \n", "Checking out files: 90% (2097/2329) \n", "Checking out files: 91% (2120/2329) \n", "Checking out files: 92% (2143/2329) \n", "Checking out files: 93% (2166/2329) \n", "Checking out files: 94% (2190/2329) \n", "Checking out files: 95% (2213/2329) \n", "Checking out files: 96% (2236/2329) \n", "Checking out files: 97% (2260/2329) \n", "Checking out files: 98% (2283/2329) \n", "Checking out files: 99% (2306/2329) \n", "Checking out files: 100% (2329/2329) \n", "Checking out files: 100% (2329/2329), done.\n" ] } ], "source": [ "!git clone https://github.com/tensorflow/models\n", "sys.path.append(os.path.join(\".\", \"models\", \"research\", \"slim\"))\n", "from datasets import dataset_utils, imagenet\n", "from nets import inception\n", "from preprocessing import inception_preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a [TensorNode](https://www.nengo.ai/nengo-dl/tensor_node.html) to insert our TensorFlow code into Nengo. `nengo_dl.TensorNode` works very similarly to `nengo.Node`, except instead of using the node to insert Python code into our model we will use it to insert TensorFlow code. \n", "\n", "The first thing we need to do is define our TensorNode output. This should be a function that accepts the current simulation time (and, optionally, a batch of vectors) as input, and produces a batch of vectors as output. All of these variables will be represented as `tf.Tensor` objects, and the internal operations of the TensorNode will be implemented with TensorFlow operations. For example, we could use a TensorNode to output a `sin` function:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building network\n", "Build finished in 0:00:00 \n", "Optimization finished in 0:00:00 \n", "Construction finished in 0:00:00 \n", "Simulation finished in 0:00:01 \n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with nengo.Network() as net:\n", " node = nengo_dl.TensorNode(lambda t: tf.reshape(tf.sin(t), (1, 1)))\n", " p = nengo.Probe(node)\n", "\n", "with nengo_dl.Simulator(net) as sim:\n", " sim.run(5.0)\n", " \n", "plt.figure()\n", "plt.plot(sim.trange(), sim.data[p])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, outputting a `sin` function is something we could do more easily with a regular `nengo.Node`. The main use case for `nengo_dl.TensorNode` is to work with artificial neural networks that are not easily defined in Nengo.\n", "\n", "In this case we're going to build a TensorNode that encapsulates the [Inception-v1](https://arxiv.org/abs/1409.4842) network. Inception-v1 isn't state-of-the-art anymore (we're up to Inception-v4 now), but it is relatively small so it will be quick to download/run in this example. However, this same approach could be used for any TensorFlow network.\n", "\n", "Inception-v1 performs image classification; if we show it an image, it will output a set of probabilities for the 1000 different object types it is trained to classify. So if we show it an image of a tree it should output a high probability for the \"tree\" class and a low probability for the \"car\" class.\n", "\n", "The first thing we'll do is download a sample image to test our network with (you could use a different image if you want)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "url = 'https://upload.wikimedia.org/wikipedia/commons/7/70/EnglishCockerSpaniel_simon.jpg'\n", "image_string = urlopen(url).read()\n", "image = np.array(Image.open(io.BytesIO(image_string)))\n", "image_shape = image.shape\n", "\n", "# display the test image\n", "plt.figure()\n", "plt.imshow(image)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we're ready to create our TensorNode. Instead of using a function for our TensorNode output, in this case we'll use a callable class so that we can include `pre_build`/`post_build` functions. These allow us to execute code at different stages during the build process, which may be necessary for more complicated TensorNodes.\n", "\n", "The `__call__` function is where we construct the TensorFlow elements that will implement our node. It will take TensorFlow Tensors as input and produce a `tf.Tensor` as output, as with the `tf.sin` example above.\n", "\n", "NengoDL will call the `pre_build` function once when the model is first constructed, so we can use this function to perform any initial setup required for our node. In this case we'll use the `pre_build` function to download pre-trained weights for the Inception network. If we wanted we could train the network from scratch using the `sim.train` function, but that would take a long time and require some expertise in training deep networks.\n", "\n", "The `post_build` function is called after the rest of the graph has been constructed (and whenever the simulation is reset). We'll use this to load the pretrained weights into the model. We have to do this at the `post_build` stage because we need access to the initialized simulation session, which has the variables we want to load." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "checkpoints_dir = '/tmp/checkpoints'\n", "\n", "class InceptionNode(object):\n", " def pre_build(self, *args):\n", " # the shape of the inputs to the inception network\n", " self.input_shape = inception.inception_v1.default_image_size\n", " \n", " # download model checkpoint file\n", " if not tf.gfile.Exists(checkpoints_dir):\n", " tf.gfile.MakeDirs(checkpoints_dir)\n", " url = \"http://download.tensorflow.org/models/inception_v1_2016_08_28.tar.gz\"\n", " dataset_utils.download_and_uncompress_tarball(url, checkpoints_dir)\n", " \n", " def post_build(self, sess, rng):\n", " # load checkpoint file into model\n", " init_fn = slim.assign_from_checkpoint_fn(\n", " os.path.join(checkpoints_dir, 'inception_v1.ckpt'),\n", " slim.get_model_variables('InceptionV1'))\n", "\n", " init_fn(sess)\n", "\n", " def __call__(self, t, x):\n", " # this is the function that will be executed each timestep while the\n", " # network is running\n", " \n", " # convert our input vector to the shape/dtype of the input image\n", " image = tf.reshape(tf.cast(x, tf.uint8), image_shape)\n", "\n", " # reshape the image to the shape expected by the inception network\n", " processed_image = inception_preprocessing.preprocess_image(\n", " image, self.input_shape, self.input_shape, is_training=False)\n", " processed_images = tf.expand_dims(processed_image, 0)\n", "\n", " # create inception network\n", " with slim.arg_scope(inception.inception_v1_arg_scope()):\n", " logits, _ = inception.inception_v1(processed_images,\n", " num_classes=1001,\n", " is_training=False)\n", " probabilities = tf.nn.softmax(logits)\n", "\n", " # return our classification probabilites\n", " return probabilities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we create a Nengo Network, containing our TensorNode." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "with nengo.Network() as net:\n", " # create a normal input node to feed in our test image\n", " input_node = nengo.Node(output=image.flatten())\n", "\n", " # create our TensorNode containing the InceptionNode() we defined\n", " # above. we also need to specify size_in (the dimensionality of\n", " # our input vectors, the flattened images) and size_out (the number\n", " # of classification classes output by the inception network)\n", " incep_node = nengo_dl.TensorNode(\n", " InceptionNode(), size_in=np.prod(image_shape), size_out=1001)\n", " \n", " # connect up our input to our inception node\n", " nengo.Connection(input_node, incep_node, synapse=None)\n", " \n", " # add some probes to collect data\n", " input_p = nengo.Probe(input_node)\n", " incep_p = nengo.Probe(incep_node)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that at this point we could connect up the output of `incep_node` to any other part of our network, if this was part of a larger model. But to keep this example simple we'll stop here.\n", "\n", "All that's left is to run our network, using our example image as input, and check the output." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building network\n", "Build finished in 0:00:00 \n", "Optimization finished in 0:00:00 \n", ">> Downloading inception_v1_2016_08_28.tar.gz 100.0%%) | ETA: 0:00:04\n", "Successfully downloaded inception_v1_2016_08_28.tar.gz 24642554 bytes.\n", "Construction finished in 0:00:06 \n", "Probability 44.95% => [cocker spaniel, English cocker spaniel, cocker]\n", "Probability 22.56% => [Sussex spaniel]\n", "Probability 10.18% => [Irish setter, red setter]\n", "Probability 4.48% => [Welsh springer spaniel]\n", "Probability 3.42% => [clumber, clumber spaniel]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run the network for one timestep\n", "with nengo_dl.Simulator(net) as sim:\n", " sim.step()\n", "\n", "# sort the output labels based on the classification probabilites \n", "# output from the network\n", "probabilities = sim.data[incep_p][0]\n", "sorted_inds = [i[0] for i in sorted(enumerate(-probabilities), \n", " key=lambda x: x[1])]\n", "\n", "# print top 5 classes\n", "names = imagenet.create_readable_names_for_imagenet_labels()\n", "for i in range(5):\n", " index = sorted_inds[i]\n", " print('Probability %0.2f%% => [%s]' % (\n", " probabilities[index] * 100, names[index]))\n", " \n", "# display the test image\n", "plt.figure()\n", "plt.imshow(sim.data[input_p][0].reshape(image_shape).astype(np.uint8))\n", "plt.axis('off');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# delete the models repo we cloned\n", "def onerror(func, path, exc_info):\n", " if not os.access(path, os.W_OK):\n", " os.chmod(path, stat.S_IWUSR)\n", " func(path)\n", " else:\n", " raise\n", "shutil.rmtree(\"models\", onerror=onerror)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 1 }