{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python Interface\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/rl-tools/documentation/blob/master/docs/09-Python%20Interface.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For ease of use we provide a Python bindings for RLtools that can simply be installed by `pip install rltools`. It uses `pybind11` which is its only necessary dependency. Since one of the main premises of RLtools is that the size of all data structures and loops is known at compile-time, we can not compile the RLtools interface ahead of time. This issue arises for example with the observation and action dimensionality, which are dependent on the environment and, by the nature of Python, are only known at run-time. Hence we compile the RLtools interface just-in-time, when an RL algorithm is instantiated for a concrete environment.\n", "\n", "The RLtools Python interface also supports accelerated backends (e.g. Apple Accelerate and Intel MKL). Apple Accelerate is detected automatically and does not require additional actions, while Intel MKL can be installed using the `rltools[mkl]` option as can be seen in the following:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "!pip install rltools[mkl] gymnasium > /dev/null # ignoring the output to keep this notebook concise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: On macOS remove the `[mkl]`, the Apple Accelerate backend will be used automatically.\n", "\n", "The RLtools Python interface is compatible with Gym/Gymnasium environments that have continuous actions. In the following we show the training of the pendulum swing-up using SAC as an example:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from rltools import SAC\n", "import gymnasium as gym\n", "from gymnasium.wrappers import RescaleAction\n", "\n", "seed=0xf00d\n", "environment_name = \"Pendulum-v1\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training\n", "Since the RL algorithms in RLtools might create multiple instances of the environment (e.g. for vectorized simulation) we create a factory method that creates an instance of the desired environment and hand it over to the `SAC` function that has been imported from tinyrl. The `SAC` function compiles the RLtools interface and takes a [plethora of options](https://github.com/rl-tools/tinyrl/blob/fdc2b19e896543a437fd859fb7eceed2550b975a/tinyrl/src/sac.py#L14). It returns the compiled module which contains a wrapper for [the SAC training loop state data structure](https://github.com/rl-tools/rl-tools/blob/master/include/rl_tools/rl/algorithms/sac/loop/core/state.h). Once the training state is instantiated, the training can be progressed step-by-step like described in [The Loop Interface](./07-The%20Loop%20Interface.ipynb)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "New SAC config detected, forcing recompilation...\n", "MKL found. Version: 2025.3.0 (include: 2025.3.0, path /opt/conda/lib/python3.12/site-packages/../../../include)\n", "Compiling the RLtools interface...\n", "Finished compiling the RLtools interface.\n", "Step: 0/10000 Mean return: -1133.8 Mean episode length: 200\n", "Step: 1000/10000 Mean return: -1598.02 Mean episode length: 200\n", "Step: 2000/10000 Mean return: -905.319 Mean episode length: 200\n", "Step: 3000/10000 Mean return: -536.463 Mean episode length: 200\n", "Step: 4000/10000 Mean return: -130.008 Mean episode length: 200\n", "Step: 5000/10000 Mean return: -129.45 Mean episode length: 200\n", "Step: 6000/10000 Mean return: -127.86 Mean episode length: 200\n", "Step: 7000/10000 Mean return: -127.635 Mean episode length: 200\n", "Step: 8000/10000 Mean return: -127.139 Mean episode length: 200\n", "Step: 9000/10000 Mean return: -127.589 Mean episode length: 200\n", "Time: 2.537s\n" ] } ], "source": [ "def env_factory():\n", " env = gym.make(environment_name)\n", " env = RescaleAction(env, -1, 1)\n", " env.reset(seed=seed)\n", " return env\n", "sac = SAC(env_factory)\n", "state = sac.State(seed)\n", "finished = False\n", "while not finished:\n", " finished = state.step()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inference\n", "To show the behavior of the policy we install some utilities for rendering:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "!pip install gymnasium\\[classic-control\\] imageio > /dev/null" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can instantiate an environment as usual:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import imageio, io\n", "from IPython.display import Image, display\n", "\n", "env = gym.make('Pendulum-v1', render_mode='rgb_array')\n", "env.reset(seed=seed) and None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can evaluate the policy using `action = state.action(observation)` (also during the training to, e.g., assess the performance at different stages). In the following, we execute the rollout of one episode and generate an animation (you can execute the cell again to sample a new roll-out):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "def evaluate(policy):\n", " frames = []\n", " env.reset()\n", " env.env.env.env.state = np.array([np.pi, 0]) # to start all the way down for a better animation\n", " observation, _, _, _, _ = env.step(np.array([0]))\n", " finished = False\n", " while not finished:\n", " frames.append(env.render())\n", " action = state.action(observation)\n", " observation, reward, terminated, truncated, _ = env.step(action)\n", " finished = terminated or truncated\n", " gif_io = io.BytesIO()\n", " imageio.mimsave(gif_io, frames, format=\"GIF\", fps=1/env.env.env.env.dt, loop=0)\n", " gif_io.seek(0)\n", " display(Image(data=gif_io.read(), format='png'))\n", "\n", "evaluate(lambda observation: state.action(observation))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting the Trained Policy\n", "The trained policy can be exported as a `.h` file so that it can e.g. be compiled into the firmware of a microcontroller" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "with open(\"checkpoint.h\", \"w\") as f:\n", " f.write(state.export_policy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can view the [checkpoint](./checkpoint.h) to get a feeling on how this works. In short, the floating point values of the weights and biases of all layers are converted to unsigned 8-bit integers so that the exact bit-values (according to the [IEEE 754](https://en.wikipedia.org/wiki/IEEE_754) are stored and there is no loss of precision between exporting and importing. This exported header file can be easily integrated into C/C++ projects of any kind (e.g. [ones targeting Microcontrollers](https://github.com/arplaboratory/learning_to_fly_controller/blob/af669f62e16f0ee4ef9d7a7fa4925c44ef71560a/rl_tools_adapter.cpp#L9) or WebAssembly). \n", "\n", "Using the Python interface, we can easily import back a checkpoint and make it accessible to Python as well:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MKL found. Version: 2025.3.0 (include: 2025.3.0, path /opt/conda/lib/python3.12/site-packages/../../../include)\n", "Compiling the RLtools interface...\n", "Finished compiling the RLtools interface.\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from rltools import load_checkpoint_from_path\n", "policy = load_checkpoint_from_path(\"checkpoint.h\")\n", "evaluate(policy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`load_checkpoint_from_path` compiles the stored `checkpoint.h` into a Python module to make it accessible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Embedding Exported Checkpoints\n", "\n", "The following example shows how the exported `checkpoint.h` can be embedded into C/C++ code for inference:\n", "\n", "```cpp\n", "#define RL_TOOLS_DEVICES_DISABLE_REDEFINITION_DETECTION // To enable multiple different devices to be imported in the same file. We use the ARM device for inference (which is generic and also works on the CPU) and a CPU device for `rlt::print`\n", "#include \n", "#include // just for `rlt::print`\n", "#include // optimized inference operations for dense layers (for ARM)\n", "#include \n", "#include \n", "#include \n", "#include \n", "#include \n", "\n", "#include \"checkpoint.h\" // The example training scripts just dump the model file into the working directory, hence the `../../`. Modify this to wherever you have your checkpoint.\n", "\n", "namespace rlt = rl_tools; // For brevity\n", "\n", "using DEVICE = rlt::devices::DefaultARM;\n", "using DEVICE_PRINT = rlt::devices::DefaultCPU;\n", "using TI = DEVICE::index_t; // Index type\n", "using T = policy::TYPE::T; // Floating point type (use the one defined in the exported model)\n", "constexpr TI INPUT_DIM = rlt::get_last(policy::TYPE::INPUT_SHAPE{});\n", "constexpr TI OUTPUT_DIM = rlt::get_last(policy::TYPE::OUTPUT_SHAPE{});\n", "constexpr TI BATCH_SIZE = 15;\n", "constexpr TI SEED = 1337;\n", "\n", "int main(){\n", " // Buffer for holding intermediate values during the forward pass (depends on the structure of the model, hence)\n", " using MODEL = policy::TYPE::template CHANGE_BATCH_SIZE;\n", " MODEL::Buffer buffer; // Passing `false` to signal that the buffer should be allocated on the stack\n", " rlt::Tensor> input; // Statically allocated (stack)\n", " rlt::Tensor> output; // Statically allocated (stack)\n", "\n", " DEVICE device;\n", " DEVICE_PRINT device_print;\n", " DEVICE::SPEC::RANDOM::ENGINE<> rng; // to fill the input with random values. Some models or layers also require sampling, hence it is passed in `rlt::evaluate` as well\n", " TI seed = 0;\n", " rlt::init(device, rng, seed);\n", "\n", " rlt::randn(device, input, rng);\n", " rlt::Mode> mode;\n", " rlt::evaluate(device, policy::module, input, output, buffer, rng, mode); // Uses the `policy::module` (defined in the exported checkpoint) to evaluate the input and fill the output. The buffer and rng are used depending on the model architecture of `policy::module`\n", " rlt::log(device_print, device_print.logger, \"Result: \"); // Print the result (BATCH_SIZE x OUTPUT_DIM matrix)\n", " rlt::print(device_print, output);\n", "\n", " return 0;\n", "}\n", "```\n", "You should modify the `#include \"checkpoint.h\"` to match the location of your exported checkpoint. \n", "\n", "To compile you can simply use e.g.:\n", "```bash\n", "g++ -std=c++17 test.cpp -I../../rltools/external/rl_tools/include && ./a.out\n", "```\n", "\n", "You can modify the `-I...` to match the `.../rl_tools/include` directory (wherever you cloned RLtools). \n", "\n", "Note that this example is meant to be run on a PC, by removing the `#include `, `DEVICE_PRINT`, and the `rlt::print` you should be able to compile it into a firmware for ARM or other microcontrollers (like ESP32). To use the `output` in your downstream application, you can access the values through e.g. `float v0 = rlt::get(output, 0, 0)` (row and column respectively)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 4 }