{ "cells": [ { "cell_type": "markdown", "id": "4061d9f5-cdfc-4396-bc7d-eaecb9472558", "metadata": {}, "source": [ "# Online Training\n", "Simulating a complex phenomenon can be computationally intensive and expensive. In some cases\n", "the computational model is too expensive or too slow to be used in production, for example, when\n", "results are needed in real time. In other cases, a correct computational model, capable of\n", "predicting the behavior of a complex system, might not even exist, see e.g. [this article](https://arxiv.org/abs/2104.09355).\n", "*Surrogate models*, or simply *surrogates*, can compute the outcome of a given experiment\n", "up to a reasonable degree of approximation, while requiring little computational power or time.\n", "\n", "In this notebook, a neural network is trained to act like a surrogate model and to solve a\n", "well-known physical problem, i.e. computing the steady state of heat diffusion. The training\n", "dataset is constructed by running simualations *while* the model is being trained.\n", "\n", "## 2D Heat Diffusion and Steady State\n", "Throughout this notebook, the heat equation will be solved on the two-dimensional domain $[0,1]\\times[0,1]$, setting the initial temperature to 0 K, except\n", "for some specific spots (of radius $0.05$), where heat sources at a constant temperature of 1 K are placed. Since\n", "all boundaries are kept at 0 K, after enough time, the domain will reach a steady state, which is the outcome\n", "the surrogate model will learn to compute.\n", "\n", "The problem can be solved using a finite difference scheme. To this end, a modified version of the code\n", "written by John Burkardt will be used. Its original version is licensed under LGPL, and so is this example.\n", "The code was downloaded from [this page](https://people.sc.fsu.edu/~jburkardt/py_src/fd2d_heat_steady/fd2d_heat_steady.html),\n", "which explains how the problem is discretized and solved.\n", "\n", "In the modified version of the code which will be used, a random number (between 1 and 5) of heat sources is placed.\n", "Here below, the solver is run with different initial conditions and the results are displayed.\n", "To keep the solution time reasonably short, the domain is discretized with a 64x64-point grid." ] }, { "cell_type": "code", "execution_count": 1, "id": "6a49acfb-2585-4423-9de9-3b26bd679a90", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "from steady_state import fd2d_heat_steady_test01\n", "from vishelpers import pcolor_list\n", "import time\n", "from numpy.random import default_rng\n", "\n", "\n", "size = 64\n", "\n", "for _ in range(3):\n", " u_s = fd2d_heat_steady_test01 (size, size)\n", " pcolor_list(u_s, \"Left: initial temperature. Right: steady state.\")\n" ] }, { "cell_type": "markdown", "id": "4a7b9944-b87c-4e48-9a62-52df744fa83b", "metadata": {}, "source": [ "# The Surrogate Model\n", "\n", "The surrogate model will be a Convolutional Neural Network (CNN). The \n", "training set will be constructed on the fly, by running\n", "multiple simulations.\n", "\n", "## Model Topology\n", "\n", "The initial design for the Convolutional Neural Network (CNN) used in this notebook was inspired by the NN2 model\n", "defined in [this paper](https://arxiv.org/abs/2102.05527). \n", "Half of the Neural Network (NN) computes an encoding of the initial image: each\n", "convolutional layer downsamples the image by a factor 4, and doubles the\n", "number of channels (the input has one single channel). The second\n", "half of the NN reverses the operations, by upscaling the image\n", "by a factor 4 at each layer and halving the number of channels.\n", "In this variation of the model, residual blocks are used instead\n", "of convolutional layers, and skip connection between\n", "layers which are \"symmetric\" with respect to the center of the NN are added\n", "(the output of the 1st layer is added to the input of the $n-1$-th layer, the \n", "ouput of the 2nd layer is added to the input of the $n-2$-th layer, and so on).\n", "\n", "The model is defined in the file `tf_model.py`, and its depth is parametrized:\n", "for a $64 \\times 64$ domain, the maximum depth is $6$, but with a depth of $3$ or $4$\n", "the results are already noteworthy (and require less resources).\n", "\n", "## Integrating SmartRedis and SmartSim in the Simulation\n", "\n", "As in the Lattice Boltzmann tutorial, we use SmartRedis to stage tensors.\n", "\n", "For each simulation, both the initial conditions and the steady state solution are put\n", "on the database (DB). Since the data will be used to train a Neural Network, \n", "an object of the type `TrainingDataUploader` is used in the code. It \\puts the data\n", "on the DB in batches which will be consumed by the training process.\n", "The function `simulate` contained in `fd_sim.py`\n", "is the core of the computation. Notice that samples are augmented\n", "before being uploaded as batches: for each simulation,\n", "eight rotated and reflected version of the original samples are \n", "uploaded.\n", "\n", "```python\n", "def simulate(steps, size):\n", " \"\"\"Run multiple simulations and upload results\n", " \n", " both as tensors and as augmented samples for training.\n", "\n", " :param steps: Number of simulations to run\n", " :type steps: int\n", " :param size: lateral size of the discretized domain\n", " :type size: int\n", " \"\"\"\n", " batch_size = 50\n", " samples = np.zeros((batch_size,size,size,1)).astype(np.single)\n", " targets = np.zeros_like(samples).astype(np.single)\n", " client = Client(None, False)\n", "\n", " training_data_uploader = TrainingDataUploader(cluster=False, verbose=True)\n", " training_data_uploader.publish_info()\n", "\n", " for i in tqdm(range(steps)):\n", " \n", " u_init, u_steady = fd2d_heat_steady_test01(samples.shape[1], samples.shape[2])\n", " u_init = u_init.astype(np.single)\n", " u_steady = u_steady.astype(np.single)\n", " dataset = create_dataset(i, u_init, u_steady)\n", " client.put_dataset(dataset)\n", "\n", " samples[i%batch_size, :, :, 0] = u_init\n", " targets[i%batch_size, :, :, 0] = u_steady\n", "\n", " if (i+1)%batch_size == 0:\n", " augmented_samples, augmented_targets = augment_batch(samples, targets)\n", " training_data_uploader.put_batch(augmented_samples, augmented_targets)\n", "\n", "```\n", "\n", "\n", "## Starting the Experiment\n", "\n", "SmartSim, the infrastructure library, is used here to launch the\n", "database, the simulation, and the NN training locally, but in separate processes.\n", "The example is designed to run on laptops, so the local launcher is used.\n", "\n", "First, the necessary libraries are imported, and an `Experiment` instance is created.\n", "An `Orchestrator` database reference is initialized and launched \n", "to stage data between the simulation, the NN training, and this notebook where results\n", "will be analyzed." ] }, { "cell_type": "code", "execution_count": 2, "id": "253f9c3e-95c9-49ad-b2d4-4fa409aeb36f", "metadata": {}, "outputs": [], "source": [ "from smartredis import Client\n", "from smartsim import Experiment\n", "# Initialize an Experiment with the local launcher\n", "# This will be the name of the output directory that holds\n", "# the output from our simulation and SmartSim\n", "exp = Experiment(\"surrogate_training\", launcher=\"local\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "38c45f55-e7a4-4141-a445-85a6158eb12b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12:21:18 C02YR4ANLVCJ SmartSim[68607] INFO Working in previously created experiment\n", "Database started at address: ['127.0.0.1:6780']\n" ] } ], "source": [ "# create an Orchestrator database reference, \n", "# generate its output directory, and launch it locally\n", "db = exp.create_database(port=6780, interface=\"lo\")\n", "exp.generate(db, overwrite=True)\n", "exp.start(db)\n", "print(f\"Database started at address: {db.get_address()}\")" ] }, { "cell_type": "markdown", "id": "9bd9ef13-ae00-4888-b81b-d059736a1c25", "metadata": {}, "source": [ "## Running an Ensemble of Simulations\n", "\n", "To run the simulation, `Experiment.create_run_settings` is used to define how the\n", "simulation should be executed. To obtain a larger number of samples, we run\n", "an ensemble of simulations, i.e. multiple replicas of the simulation,\n", "each one producing different samples. To set up the ensemble, the settings \n", "are then passed to create a reference to the ensemble through a call\n", "to `Experiment.create_ensemble()` which\n", "can be used to start, monitor, and stop the simulations from this notebook. \n", "Notice the call to `enable_key_prefixing()`: that will make sure\n", "each simulation adds a prefix to the keys it uploads, to avoid\n", "key clashes with other ensemble members." ] }, { "cell_type": "code", "execution_count": 4, "id": "537a1489-b4c3-4736-a628-b7af433a9cbf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12:21:38 C02YR4ANLVCJ SmartSim[68607] INFO Working in previously created experiment\n" ] } ], "source": [ "# set simulation parameters we can pass as executable arguments\n", "# Number of simulations to run in each replica\n", "steps = 100\n", "\n", "# create \"run settings\" for the simulation which define how\n", "# the simulation will be executed when passed to Experiment.start()\n", "settings = exp.create_run_settings(\"python\",\n", " exe_args=[\"fd_sim.py\",\n", " f\"--steps={steps}\",\n", " f\"--size={size}\"],\n", " env_vars={\"OMP_NUM_THREADS\": \"8\"})\n", "\n", "# Create the ensemble reference to our simulation and\n", "# attach needed files to be copied, configured, or symlinked into\n", "# the ensemble directories at runtime. \n", "ensemble = exp.create_ensemble(\"fd_simulation\", run_settings=settings, replicas=2)\n", "ensemble.attach_generator_files(to_copy=[\"fd_sim.py\", \"steady_state.py\"])\n", "ensemble.enable_key_prefixing()\n", "exp.generate(ensemble, overwrite=True)" ] }, { "cell_type": "markdown", "id": "6008d8ae-d56f-4888-a7da-f9adcd45632d", "metadata": {}, "source": [ "## Using SmartSim to Train the Neural Network\n", "\n", "The last component of the workflow is the model training.\n", "For this notebook, the neural network will be trained\n", "using TensorFlow and Keras, but PyTorch is supported too,\n", "and a corresponding notebook will soon be available.\n", "\n", "In the code, an object of the type `smartsim.ml.tf.DynamicDataGenerator`\n", "is passed to Keras's `Model.fit()` function. The data generator\n", "will download batches from the database before the training starts\n", "and then, after each epoch, it will poll the database to\n", "check whether new batches are available for download.\n", "\n", "The core of the training code is in `tf_training.py`:\n", "\n", "```python\n", "def train_model(model, epochs):\n", " training_generator = DynamicDataGenerator(cluster=False, verbose=True, batch_size=25, shuffle=True)\n", " print(\"Compiling NN\")\n", "\n", " initial_learning_rate = 0.01\n", " lr_schedule = keras.optimizers.schedules.ExponentialDecay(\n", " initial_learning_rate,\n", " decay_steps=80,\n", " decay_rate=0.9,\n", " staircase=True)\n", "\n", " optimizer = keras.optimizers.Adam(learning_rate=lr_schedule,\n", " beta_1=0.9,\n", " beta_2=0.999,\n", " epsilon=1e-07)\n", "\n", " model.compile(optimizer=optimizer, loss=\"mean_absolute_error\")\n", "\n", " for epoch in range(epochs):\n", " print(f\"Epoch {epoch+1}\")\n", " model.fit(training_generator, steps_per_epoch=None, \n", " epochs=epoch+1, initial_epoch=epoch, batch_size=training_generator.batch_size,\n", " verbose=2)\n", " if (epoch+1)%10 == 0:\n", " store_model(model, epoch//10)\n", "```\n", "\n", "Notice that after each 10 epochs, a copy of the current state of the model\n", "is uploaded to the database. It will be used in this notebook to\n", "look at the evolution of the model prediction.\n", "\n", "To set up the model, run settings are defined with the parameters\n", "chosen for this run, and used in `Experiment.create_model()`.\n", "To allow the training process to check for data produced by the\n", "ensemble members, they must be registered as incoming entities\n", "by calling `Model.register_incoming_entity()`." ] }, { "cell_type": "code", "execution_count": 5, "id": "5ce5c68d-38f3-40a5-a0c8-a7297036022f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12:21:38 C02YR4ANLVCJ SmartSim[68607] INFO Working in previously created experiment\n" ] } ], "source": [ "nn_depth = 4\n", "epochs = 40\n", "\n", "ml_settings = exp.create_run_settings(\"python\",\n", " exe_args=[\"tf_training.py\", \n", " f\"--depth={nn_depth}\", \n", " f\"--epochs={epochs}\", \n", " f\"--size={size}\"],\n", " env_vars={\"OMP_NUM_THREADS\": \"16\"})\n", "\n", "ml_model = exp.create_model(\"tf_training\", ml_settings)\n", "ml_model.attach_generator_files(to_copy=[\"tf_training.py\", \"tf_model.py\"])\n", "for sim in ensemble.entities:\n", " ml_model.register_incoming_entity(sim)\n", "exp.generate(ml_model, overwrite=True)" ] }, { "cell_type": "markdown", "id": "925266c2-d014-4047-9a06-8c4657ddcfe5", "metadata": {}, "source": [ "Once the ensemble and the model are defined, they are started by passing the references\n", "to `Experiment.start()`.\n", "The workflow is started with the `block=False` argument. This runs the ensemble\n", "and the training in a nonblocking manner so that the data being streamed\n", "from the simulation, and the training process can be\n", "analyzed in real time." ] }, { "cell_type": "code", "execution_count": 6, "id": "8a2b2061-5de8-4039-a431-c895e0a8940b", "metadata": {}, "outputs": [], "source": [ "exp.start(ensemble, ml_model, block=False, summary=False)" ] }, { "cell_type": "markdown", "id": "9fc14430-a7e0-4621-a86b-0d7fbd5aa97c", "metadata": {}, "source": [ "## Progress Visualization\n", "\n", "To monitor the progress made by the training process,\n", "the intermediate models are run on samples drawn randomly\n", "from the `Orchestrator` database as soon as they are available.\n", "\n", "Notice that the inference happens on the database\n", "through a call to `Client.run_model()`, and only\n", "the result is downloaded to be displayed." ] }, { "cell_type": "code", "execution_count": 7, "id": "eb96f840-0a52-47d4-b5e4-3f2f2a3a2ebf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAA4AAAAOCAYAAAAfSC3RAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy88F64QAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAGUlEQVR4nGP8//8/AzmAiSxdoxpHNQ4hjQB59QMZfQJbWQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "12:25:30 C02YR4ANLVCJ SmartSim[68607] INFO fd_simulation_0(68661): Completed\n", "12:25:30 C02YR4ANLVCJ SmartSim[68607] INFO fd_simulation_1(68662): Completed\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Connect a SmartRedis client to retrieve data while the\n", "# simulation is producing it and storing it within the\n", "# orchestrator database\n", "\n", "client = Client(address=db.get_address()[0], cluster=False)\n", "\n", "num_tests = 5\n", "rng = default_rng()\n", "# Choose some random samples from the simulation\n", "sample_indices = rng.choice(steps//5, size=num_tests, replace=False)\n", "sample_indices.sort()\n", "\n", "samples = []\n", "for sample_idx in sample_indices:\n", " u_steady_name = ensemble.entities[0].name + \".{sim_data_\" + str(sample_idx)+ \"}.u_steady\"\n", " client.poll_key(u_steady_name, 300, 1000)\n", " samples.append(client.get_tensor(u_steady_name).squeeze())\n", " \n", "pcolor_list(samples, \"Simulation\")\n", "\n", "for i in range(0, epochs//10):\n", " nn_name = f\"DiffusionResNet_{nn_depth}_{i}\"\n", " client.poll_key(nn_name, 300, 1000)\n", " ml_steady = []\n", " for sample_idx in sample_indices:\n", " u_init_name = ensemble.entities[0].name + \".{sim_data_\" + str(sample_idx)+ \"}.u_init\"\n", " client.run_model(nn_name, inputs=[u_init_name], outputs=[f\"ml_steady_{sample_idx}\"])\n", " ml_steady.append(client.get_tensor(f\"ml_steady_{sample_idx}\").squeeze())\n", "\n", " pcolor_list(ml_steady, f\"Model at training epoch {(i+1)*10}\")\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "7bbce88c-6f63-407a-8912-5787139f015b", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Optionally clear the database\n", "client.flush_db(db.get_address())" ] }, { "cell_type": "code", "execution_count": 9, "id": "7d9f2669-4efb-4f38-97e9-869a070ab79c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12:26:24 C02YR4ANLVCJ SmartSim[68607] INFO tf_training(68664): Completed\n", "12:26:28 C02YR4ANLVCJ SmartSim[68607] INFO Stopping model orchestrator_0 with job name orchestrator_0-CR7RNSKODOYG\n" ] } ], "source": [ "# Use the Experiment API to wait until the model\n", "# is finished and then terminate the database and\n", "# release it's resources\n", "while not all([exp.finished(ensemble), exp.finished(ml_model)]):\n", " time.sleep(5)\n", " \n", "exp.stop(db)" ] }, { "cell_type": "code", "execution_count": 10, "id": "2bca8a25-6e1b-4540-9d1e-932eb52d7b1e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Completed', 'Completed', 'Completed']" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp.get_status(ensemble, ml_model)" ] }, { "cell_type": "code", "execution_count": 11, "id": "50b42065-6356-4a5a-b742-daca17b8bd6e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
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