{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PilotNet SDNN Example\n", "\n", "This tutorial demonstrates how to use __lava__ to perform inference on a PilotNet SDNN on both CPU and Loihi 2 neurocore.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn.PNG)\n", "\n", "The network receives video input, recorded from a dashboard camera of a driving car (__Dataloader__). The data is encoded efficiently as the difference between individual frames (__Encoder__). The data passes through the PilotNet SDNN, which was trained with __lava-dl__ and is built using its __Network Exchange__ module (netx.hdf5.Network), which automatically generates a Lava process from the training artifact. The network estimates the angle of the steering wheel of the car, which is decoded from the network's raw output (__Decoder__) and sent to a visualization (__Monitor__) and logging system (__Logger__).\n", "\n", "The core of the tutorial is lava-dl's Network Exchange module, which is available as `lava.lib.dl.netx.{hdf5, blocks, utils}`.\n", "* `hdf5` implements automatic network generation.\n", "* `blocks` implements individual layer blocks.\n", "* `utils` implements hdf5 reading utilities. \n", "\n", "In addition, it also demonstrates how different lava processes can be connected with each other for real time interaction between them even though the underlying processes can be run on various backends, including Loihi 2.\n", "\n", "Switching between Loihi 2 hardware and CPU simulation is as simple as changing the run configuration settings." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from lava.magma.core.run_conditions import RunSteps\n", "from lava.proc import io\n", "\n", "from lava.lib.dl import netx\n", "from dataset import PilotNetDataset\n", "from utils import (\n", " PilotNetEncoder, PilotNetDecoder, PilotNetMonitor,\n", " CustomHwRunConfig, CustomSimRunConfig,\n", " get_input_transform\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Import modules for Loihi2 execution\n", "\n", "Check if Loihi2 compiker is available and import related modules." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on oheogulch\n" ] } ], "source": [ "from lava.utils.system import Loihi2\n", "Loihi2.preferred_partition = 'oheogulch'\n", "loihi2_is_available = Loihi2.is_loihi2_available\n", "\n", "if loihi2_is_available:\n", " print(f'Running on {Loihi2.partition}')\n", " compression = io.encoder.Compression.DELTA_SPARSE_8\n", "else:\n", " print(\"Loihi2 compiler is not available in this system. \"\n", " \"This tutorial will execute on CPU backend.\")\n", " compression = io.encoder.Compression.DENSE\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create network block\n", "\n", "PilotNet SDNN is described by the hdf5 file interface `network.net` exported after training. You can refer to the training tutorial that trains the networks and exports hdf5 file interface at [`tutorials/lava/lib/dl/slayer/pilotnet/train.ipynb`](https://github.com/lava-nc/lava-dl/blob/main/tutorials/lava/lib/dl/slayer/pilotnet/train.ipynb)\n", "\n", "A network block can be created by simply instantiating `netx.hdf5.Network` with the path of the desired hdf5 network description file.\n", "* The input layer is accessible as `net.in_layer`.\n", "* The output layer is accessible as `net.out_layer`.\n", "* All the constituent layers are accessible as a list: `net.layers`.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn_network.PNG)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "| Type | W | H | C | ker | str | pad | dil | grp |delay|\n", "|Conv | 99| 32| 24| 3, 3| 2, 2| 0, 0| 1, 1| 1|False|\n", "|Conv | 49| 15| 36| 3, 3| 2, 2| 0, 0| 1, 1| 1|False|\n", "|Conv | 24| 7| 48| 3, 3| 2, 2| 0, 0| 1, 1| 1|False|\n", "|Conv | 22| 4| 64| 3, 3| 1, 2| 0, 1| 1, 1| 1|False|\n", "|Conv | 20| 2| 64| 3, 3| 1, 1| 0, 0| 1, 1| 1|False|\n", "|Dense | 1| 1| 100| | | | | |False|\n", "|Dense | 1| 1| 50| | | | | |False|\n", "|Dense | 1| 1| 10| | | | | |False|\n", "|Dense | 1| 1| 1| | | | | |False|\n" ] } ], "source": [ "net = netx.hdf5.Network(net_config='network.net', skip_layers=1)\n", "print(net)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 9 layers in the network:\n", "Conv : Process_3 , shape : (99, 32, 24)\n", "Conv : Process_6 , shape : (49, 15, 36)\n", "Conv : Process_9 , shape : (24, 7, 48)\n", "Conv : Process_12, shape : (22, 4, 64)\n", "Conv : Process_15, shape : (20, 2, 64)\n", "Dense : Process_18, shape : (100,)\n", "Dense : Process_21, shape : (50,)\n", "Dense : Process_24, shape : (10,)\n", "Dense : Process_27, shape : (1,)\n" ] } ], "source": [ "print(f'There are {len(net)} layers in the network:')\n", "\n", "for l in net.layers:\n", " print(f'{l.__class__.__name__:5s} : {l.name:10s}, shape : {l.shape}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set execution parameters\n", "Configure number of samples, execution timesteps, and readout offset." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "num_samples = 200\n", "steps_per_sample = 1\n", "num_steps = num_samples + len(net.layers)\n", "# Output appears delayed due to encoding and spike communication\n", "out_offset = len(net.layers) + 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Dataset instance\n", "Typically the user would write it or provide it." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "transform = get_input_transform(net.net_config)\n", "full_set = PilotNetDataset(\n", " path='../data',\n", " size=net.inp.shape[:2],\n", " transform=transform, # input transform\n", " visualize=True, # visualize ensures the images are returned in sequence\n", " sample_offset=10550,\n", ")\n", "train_set = PilotNetDataset(\n", " path='../data',\n", " size=net.inp.shape[:2],\n", " transform=transform, # input transform\n", " train=True,\n", ")\n", "test_set = PilotNetDataset(\n", " path='../data',\n", " size=net.inp.shape[:2],\n", " transform=transform, # input transform\n", " train=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Dataloader\n", "The dataloader process reads data from the dataset objects and sends out the input frame and ground truth as spikes.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn_dataloader.PNG)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "dataloader = io.dataloader.SpikeDataloader(dataset=full_set)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Input Encoder\n", "\n", "The input encoder process does frame difference of subsequent frames to sparsify the input to the network.\n", "\n", "For Loihi execution, it additionally compresses and sends the input data to the Loihi 2 chip.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn_encoder.PNG)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "input_encoder = PilotNetEncoder(shape=net.inp.shape,\n", " net_config=net.net_config,\n", " compression=compression)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Output Decoder\n", "\n", "The output decoder process receives the output from the network and applies proper scaling to decode the steering angle prediction.\n", "\n", "For Loihi execution, it additionally communicates the network's output spikes from the Loihi 2 chip.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn_decoder.PNG)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "output_decoder = PilotNetDecoder(shape=net.out.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create Monitor and Dataloggers\n", "\n", "Monitor is a lava process that visualizes the PilotNet network prediction in real-time. In addition, datalogger processes store the network predictions and ground truths.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn_monitors.PNG)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "monitor = PilotNetMonitor(shape=net.inp.shape,\n", " transform=transform,\n", " output_offset=out_offset)\n", "gt_logger = io.sink.RingBuffer(shape=(1,), buffer=num_steps)\n", "output_logger = io.sink.RingBuffer(shape=net.out_layer.shape, buffer=num_steps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Connect the processes\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn.PNG)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "dataloader.ground_truth.connect(gt_logger.a_in)\n", "dataloader.s_out.connect(input_encoder.inp)\n", "\n", "input_encoder.out.connect(net.inp)\n", "net.out.connect(output_decoder.inp)\n", "output_decoder.out.connect(output_logger.a_in)\n", "\n", "dataloader.s_out.connect(monitor.frame_in)\n", "dataloader.ground_truth.connect(monitor.gt_in)\n", "output_decoder.out.connect(monitor.output_in)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the network\n", "\n", "Switching between Loihi 2 hardware and CPU simulation is as simple as changing the run configuration settings.\n", "\n", "![PilotNet Inference](images/pilotnet_sdnn_backends.PNG)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if loihi2_is_available:\n", " run_config = CustomHwRunConfig()\n", "else:\n", " run_config = CustomSimRunConfig()\n", "net.run(condition=RunSteps(num_steps=num_steps), run_cfg=run_config)\n", "output = output_logger.data.get().flatten()\n", "gts = gt_logger.data.get().flatten()\n", "net.stop()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate Results\n", "Plot and compare the results with the dataset ground truth." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7, 5))\n", "plt.plot(np.array(gts), label='Ground Truth')\n", "plt.plot(np.array(output[out_offset:]).flatten(), label='Lava output')\n", "plt.xlabel(f'Sample frames (+10550)')\n", "plt.ylabel('Steering angle (radians)')\n", "plt.legend()\n" ] } ], "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": "3.8.10" }, "vscode": { "interpreter": { "hash": "7ebb4c32c029abbab1fd16ef4d8ac43152261b56d4033e55d2744ce843ecba08" } } }, "nbformat": 4, "nbformat_minor": 4 }