diff --git a/judo/utils/mujoco_cpp.py b/judo/utils/mujoco_cpp.py new file mode 100644 index 00000000..629e6507 --- /dev/null +++ b/judo/utils/mujoco_cpp.py @@ -0,0 +1,85 @@ +# Copyright (c) 2025 Robotics and AI Institute LLC. All rights reserved. + +from typing import Callable, Literal + +import numpy as np +from mujoco import MjData, MjModel + +from judo_cpp import rollout, sim + + +class RolloutBackend: + """The backend for conducting multithreaded rollouts.""" + + def __init__(self, num_threads: int, backend: Literal["mujoco"], task_to_sim_ctrl: Callable) -> None: + """Initialize the backend with a number of threads.""" + self.backend = backend + if self.backend == "mujoco": + self.setup_mujoco_backend() + else: + raise ValueError(f"Unknown backend: {self.backend}") + self.task_to_sim_ctrl = task_to_sim_ctrl + + def setup_mujoco_backend(self) -> None: + """Setup the mujoco backend.""" + if self.backend == "mujoco": + self.rollout_func = rollout + else: + raise ValueError(f"Unknown backend: {self.backend}") + + def rollout( + self, + model_data_pairs: list[tuple[MjModel, MjData]], + x0: np.ndarray, + controls: np.ndarray, + ) -> tuple[np.ndarray, np.ndarray]: + """Conduct a rollout depending on the backend.""" + # unpack models into a list of models and data + ms, ds = zip(*model_data_pairs, strict=True) + ms = list(ms) + ds = list(ds) + + # getting shapes + nq = ms[0].nq + nv = ms[0].nv + nu = ms[0].nu + + # the state passed into mujoco's rollout function includes the time + # shape = (num_rollouts, num_states + 1) + x0_batched = np.tile(x0, (len(ms), 1)) + processed_controls = self.task_to_sim_ctrl(controls) + assert x0_batched.shape[-1] == nq + nv + assert x0_batched.ndim == 2 + assert processed_controls.ndim == 3 + assert processed_controls.shape[-1] == nu + assert processed_controls.shape[0] == x0_batched.shape[0] + + # rollout + if self.backend == "mujoco": + _states, _out_sensors = self.rollout_func(ms, ds, x0_batched, processed_controls) + else: + raise ValueError(f"Unknown backend: {self.backend}") + out_states = np.array(_states) + out_sensors = np.array(_out_sensors) + return out_states, out_sensors + + def update(self, num_threads: int) -> None: + """Update the backend with a new number of threads.""" + if self.backend == "mujoco": + self.setup_mujoco_backend() + else: + raise ValueError(f"Unknown backend: {self.backend}") + + +class SimBackend: + """The backend for conducting simulation.""" + + def __init__(self, task_to_sim_ctrl: Callable) -> None: + """Initialize the backend.""" + self.task_to_sim_ctrl = task_to_sim_ctrl + + def sim(self, sim_model: MjModel, sim_data: MjData, sim_controls: np.ndarray) -> None: + """Conduct a simulation step using cpp sim.""" + processed_ctrl = self.task_to_sim_ctrl(sim_controls) + x0 = np.concatenate([sim_data.qpos, sim_data.qvel]) + sim(sim_model, sim_data, x0, processed_ctrl) diff --git a/judo_cpp/CMakeLists.txt b/judo_cpp/CMakeLists.txt new file mode 100644 index 00000000..c97da4e1 --- /dev/null +++ b/judo_cpp/CMakeLists.txt @@ -0,0 +1,86 @@ +cmake_minimum_required(VERSION 3.15) +project(judo_cpp) + +set(CMAKE_CXX_STANDARD 17) +find_package(OpenMP REQUIRED) +find_package(Eigen3 REQUIRED) + +# 1. Locate Python, which is used to find the MuJoCo package +find_package(Python + COMPONENTS + Interpreter + Development.Module + REQUIRED +) +execute_process( + COMMAND ${Python_EXECUTABLE} -c + "import mujoco, os; print(os.path.dirname(mujoco.__file__))" + OUTPUT_VARIABLE MJ_PKG_ROOT + OUTPUT_STRIP_TRAILING_WHITESPACE +) +message(STATUS "MuJoCo package root: ${MJ_PKG_ROOT}") + +# 2. Glob for the actual libmujoco.so file(s) there +file(GLOB MUJOCO_LIB_FILES + "${MJ_PKG_ROOT}/libmujoco.so*" # Linux + "${MJ_PKG_ROOT}/libmujoco.dylib" # macOS default + "${MJ_PKG_ROOT}/libmujoco.*.dylib" # macOS versioned dylib +) +if(NOT MUJOCO_LIB_FILES) + message(FATAL_ERROR "Could not find any libmujoco.so* in ${MJ_PKG_ROOT}") +endif() +list(GET MUJOCO_LIB_FILES 0 MUJOCO_LIB) +message(STATUS "Linking against MuJoCo library: ${MUJOCO_LIB}") + +# 3. Pull in mujoco headers - they're located under the include directory +set(MJINC_DIR "${MJ_PKG_ROOT}/include") +message(STATUS "MuJoCo include dir: ${MJINC_DIR}") +include_directories(${MJINC_DIR}) + +# 4. Build the pybind11 module +find_package(pybind11 REQUIRED) +pybind11_add_module(_judo_cpp + bindings.cpp + rollout.cpp +) +execute_process( + COMMAND ${Python_EXECUTABLE} -c "import site; print(site.getsitepackages()[0])" + OUTPUT_VARIABLE SITE_PACKAGES_DIR + OUTPUT_STRIP_TRAILING_WHITESPACE +) # find the site-packages directory +set_target_properties(_judo_cpp PROPERTIES + LIBRARY_OUTPUT_DIRECTORY "${SITE_PACKAGES_DIR}/judo_cpp" +) # rebuild the bound module to the site-packages directory + +# Configure RPATHs correctly for each platform +if(APPLE) + set_target_properties(_judo_cpp PROPERTIES + MACOSX_RPATH ON + BUILD_WITH_INSTALL_RPATH TRUE + BUILD_RPATH "@loader_path/../mujoco" + INSTALL_RPATH "@loader_path/../mujoco" + ) + # MuJoCo pip wheel on macOS ships a flat lib, but exposes a framework-style install_name. + # Rewrite the dependency on the built extension to the flat @rpath/libmujoco.*.dylib. + get_filename_component(MUJOCO_LIB_NAME "${MUJOCO_LIB}" NAME) + add_custom_command(TARGET _judo_cpp POST_BUILD + COMMAND install_name_tool -change + "@rpath/mujoco.framework/Versions/A/${MUJOCO_LIB_NAME}" + "@rpath/${MUJOCO_LIB_NAME}" + "$" + VERBATIM) +else() + set_target_properties(_judo_cpp PROPERTIES + BUILD_RPATH "$ORIGIN/../mujoco" + INSTALL_RPATH "$ORIGIN/../mujoco" + BUILD_RPATH_USE_ORIGIN TRUE + ) +endif() +target_link_libraries(_judo_cpp PRIVATE + Eigen3::Eigen + OpenMP::OpenMP_CXX + ${MUJOCO_LIB} +) + +# 5. Install the module +install(TARGETS _judo_cpp DESTINATION judo_cpp) diff --git a/judo_cpp/__init__.py b/judo_cpp/__init__.py new file mode 100644 index 00000000..54882598 --- /dev/null +++ b/judo_cpp/__init__.py @@ -0,0 +1,11 @@ +# Copyright (c) 2025 Robotics and AI Institute LLC. All rights reserved. + +from judo_cpp._judo_cpp import ( + rollout, + sim, +) + +__all__ = [ + "rollout", + "sim", +] diff --git a/judo_cpp/bindings.cpp b/judo_cpp/bindings.cpp new file mode 100644 index 00000000..42cfdf51 --- /dev/null +++ b/judo_cpp/bindings.cpp @@ -0,0 +1,103 @@ +#include +#include +#include +#include + +#include "rollout.h" + +namespace py = pybind11; + +static std::vector getModelVector(const py::list& python_models) { + std::vector model_vector; + model_vector.reserve(python_models.size()); + for (auto&& item : python_models) { + auto ptr = item.attr("_address").cast(); + model_vector.push_back(reinterpret_cast(ptr)); + } + return model_vector; +} + +static std::vector getDataVector(const py::list& python_data) { + std::vector data_vector; + data_vector.reserve(python_data.size()); + for (auto&& item : python_data) { + auto ptr = item.attr("_address").cast(); + data_vector.push_back(reinterpret_cast(ptr)); + } + return data_vector; +} + +PYBIND11_MODULE(_judo_cpp, m) { + // Function to shutdown persistent thread pool + m.def("shutdown_thread_pool", + []() { + ThreadPoolManager::instance().shutdown(); + }, + R"doc( +Shutdown the persistent thread pool. + +Call this function to clean up the persistent thread pool when done with rollouts. +The pool will be automatically recreated on the next call to persistent_cpp_rollout. +)doc"); + + // Rollout + m.def("rollout", + [](const py::list& models, + const py::list& data, + const py::array_t& x0, + const py::array_t& controls) + { + // turn Python lists into vectors of mjModel*/mjData* + auto models_cpp = getModelVector(models); + auto data_cpp = getDataVector(data); + + // call into your C++ implementation + return Rollout(models_cpp, data_cpp, x0, controls); + }, + py::arg("models"), + py::arg("data"), + py::arg("x0"), + py::arg("controls"), + R"doc( +Run parallel MuJoCo rollouts. + + Args: + models: length-B list of mujoco._structs.MjModel + data: length-B list of mujoco._structs.MjData + x0: 2D array of shape (B, nq+nv), batched initial [qpos;qvel] + controls: 3D array of shape (B, horizon, nu), batched control inputs + +Returns: + tuple of three np.ndarray: + states -> shape (B, horizon+1, nq+nv) - MuJoCo states (includes initial state) + sensors -> shape (B, horizon, nsensordata) - sensor data +)doc"); + + // Sim + m.def("sim", + [](py::object model, + py::object data, + const py::array_t& x0, + const py::array_t& controls) + { + auto model_ptr = reinterpret_cast(model.attr("_address").cast()); + auto data_ptr = reinterpret_cast(data.attr("_address").cast()); + Sim(model_ptr, data_ptr, x0, controls); + }, + py::arg("model"), + py::arg("data"), + py::arg("x0"), + py::arg("controls"), + R"doc( +Run a single MuJoCo simulation step. + + Args: + model: mujoco._structs.MjModel + data: mujoco._structs.MjData + x0: 1D array of shape (nq+nv), initial [qpos;qvel] + controls: 1D array of shape (nu), control input + +Returns: + None +)doc"); +} diff --git a/judo_cpp/pyproject.toml b/judo_cpp/pyproject.toml new file mode 100644 index 00000000..13b3d298 --- /dev/null +++ b/judo_cpp/pyproject.toml @@ -0,0 +1,20 @@ +[build-system] +requires = ["scikit-build-core[pyproject]", "pybind11", "mujoco"] +build-backend = "scikit_build_core.build" + +[project] +name = "judo-cpp" +version = "0.0.1" + +[project.optional-dependencies] +dev = [ + "ninja", + "pybind11", +] + +[tool.scikit-build] +cmake.source-dir = "." +wheel.packages = ["judo_cpp"] +cmake.build-type = "Release" +build-dir = "build" # for manual rebuilding during dev +cmake.args = ["-DEigen3_DIR=$ENV{CONDA_PREFIX}/lib/cmake/eigen3"] diff --git a/judo_cpp/rollout.cpp b/judo_cpp/rollout.cpp new file mode 100644 index 00000000..059ab098 --- /dev/null +++ b/judo_cpp/rollout.cpp @@ -0,0 +1,271 @@ +#include "rollout.h" +#include +#include +#include +#include +#include +#include +#include + +namespace py = pybind11; + +// ========== Thread Pool Implementation ========== + +PersistentThreadPool::PersistentThreadPool(int num_threads) + : num_threads_(num_threads), stop_(false), active_workers_(0), total_tasks_(0), completed_tasks_(0) { + threads_.reserve(num_threads); + for (int i = 0; i < num_threads; ++i) { + threads_.emplace_back(&PersistentThreadPool::worker_thread, this); + } +} + +PersistentThreadPool::~PersistentThreadPool() { + { + std::unique_lock lock(queue_mutex_); + stop_ = true; + } + condition_.notify_all(); + for (std::thread& thread : threads_) { + if (thread.joinable()) { + thread.join(); + } + } +} + +void PersistentThreadPool::worker_thread() { + while (true) { + std::function task; + { + std::unique_lock lock(queue_mutex_); + condition_.wait(lock, [this] { return stop_ || !tasks_.empty(); }); + + if (stop_ && tasks_.empty()) { + return; + } + + if (!tasks_.empty()) { + task = std::move(tasks_.front()); + tasks_.pop(); + active_workers_++; + } + } + + if (task) { + task(); + + std::unique_lock lock(queue_mutex_); + active_workers_--; + completed_tasks_++; + if (completed_tasks_ == total_tasks_) { + finished_.notify_one(); + } + } + } +} + +void PersistentThreadPool::execute_parallel(std::function func, int total_work) { + { + std::unique_lock lock(queue_mutex_); + total_tasks_ = total_work; + completed_tasks_ = 0; + + for (int i = 0; i < total_work; ++i) { + tasks_.emplace([func, i] { func(i); }); + } + } + + condition_.notify_all(); + + // Wait for all tasks to complete + std::unique_lock lock(queue_mutex_); + finished_.wait(lock, [this] { return completed_tasks_ == total_tasks_; }); +} + +// Thread Pool Manager Implementation +ThreadPoolManager& ThreadPoolManager::instance() { + static ThreadPoolManager instance; + return instance; +} + +PersistentThreadPool* ThreadPoolManager::get_pool(int num_threads) { + std::lock_guard lock(pool_mutex_); + + if (!current_pool_ || current_num_threads_ != num_threads) { + current_pool_.reset(); // Destroy old pool + current_pool_ = std::make_unique(num_threads); + current_num_threads_ = num_threads; + } + + return current_pool_.get(); +} + +void ThreadPoolManager::shutdown() { + std::lock_guard lock(pool_mutex_); + current_pool_.reset(); + current_num_threads_ = 0; +} + +// ========== End Thread Pool Implementation ========== + +py::array_t make_array(std::vector& buf, + int B, int T, int D) { + std::vector shape = { B, T, D }; + std::vector strides = { + static_cast(sizeof(double) * T * D), + static_cast(sizeof(double) * D), + static_cast(sizeof(double)) + }; + + // Move buf onto the heap so we can own it in the capsule: + auto heap_buf = new std::vector(std::move(buf)); + // Create a capsule that will delete the vector when the array is gone: + py::capsule free_when_done(heap_buf, [](void *p) { + delete reinterpret_cast*>(p); + }); + + // Build the array pointing into heap_buf->data() and owning the capsule: + return py::array_t( + shape, strides, + heap_buf->data(), + free_when_done + ); +} + + +py::tuple Rollout( + const std::vector& models, + const std::vector& data, + const py::array_t& x0, + const py::array_t& controls +) { + int B = (int)models.size(); + if (B == 0 || B != (int)data.size()) { + throw std::runtime_error("models/data must have same non-zero length"); + } + + int horizon = (int)controls.shape(1); // controls: 3D of shape (B, horizon, nu) + + // dims from first model + const mjModel* m0 = models[0]; + int nq = m0->nq; + int nv = m0->nv; + int nu = m0->nu; + int nsens = m0->nsensordata; + int nstate = nq + nv; + + // x0: 2D of shape (B, nstate) for batched initial states + if (x0.ndim() != 2 || x0.shape(0) != B || x0.shape(1) != nstate) { + throw std::runtime_error("x0 must be a 2D array of shape (B, nq+nv)"); + } + const double* x0_ptr = x0.data(); + + // allocate outputs + std::vector states_buf(B * (horizon + 1) * nstate); // +1 for initial state + std::vector sens_buf(B * horizon * nsens); + + { + py::gil_scoped_release release; + + auto controls_unchecked = controls.unchecked<3>(); + + #pragma omp parallel for + for (int i = 0; i < B; i++) { + try { + mjData* d = data[i]; + + // set initial qpos+qvel for this batch + d->time = 0.0; + const double* x0_i = x0_ptr + i * nstate; + mj_setState(models[i], d, x0_i, mjSTATE_QPOS | mjSTATE_QVEL); + mj_forward(models[i], d); + mju_zero(d->qacc_warmstart, m0->nv); + + double* st_ptr = &states_buf[i * (horizon + 1) * nstate]; + double* se_ptr = &sens_buf[i * horizon * nsens]; + + // Store initial state + for (int j = 0; j < nq; j++) st_ptr[j] = d->qpos[j]; + for (int j = 0; j < nv; j++) st_ptr[nq + j] = d->qvel[j]; + std::vector current_state(nstate); + for (int j = 0; j < nq; j++) current_state[j] = d->qpos[j]; + for (int j = 0; j < nv; j++) current_state[nq + j] = d->qvel[j]; + + for (int t = 0; t < horizon; t++) { + for (int j = 0; j < nu; j++) d->ctrl[j] = controls_unchecked(i, t, j); + + // Step simulation + mj_step(models[i], d); + + // Record new state + for (int j = 0; j < nq; j++) current_state[j] = d->qpos[j]; + for (int j = 0; j < nv; j++) current_state[nq + j] = d->qvel[j]; + + // Store in output buffers + for (int j = 0; j < nstate; j++) { + st_ptr[(t + 1) * nstate + j] = current_state[j]; + } + for (int j = 0; j < nsens; j++) { + se_ptr[t * nsens + j] = d->sensordata[j]; + } + } + + } catch (const std::exception& e) { + std::cerr << "Error in rollout thread " << i << ": " << e.what() << std::endl; + // Fill with zeros as fallback + double* st_ptr = &states_buf[i * (horizon + 1) * nstate]; + double* se_ptr = &sens_buf[i * horizon * nsens]; + + for (int t = 0; t <= horizon; t++) { + for (int j = 0; j < nstate; j++) { + st_ptr[t * nstate + j] = 0.0; + } + } + for (int t = 0; t < horizon; t++) { + for (int j = 0; j < nsens; j++) { + se_ptr[t * nsens + j] = 0.0; + } + } + } + } + } + + auto states_arr = make_array(states_buf, B, horizon + 1, nstate); + auto sens_arr = make_array(sens_buf, B, horizon, nsens); + + return py::make_tuple(states_arr, sens_arr); +} + +void Sim( + const mjModel* model, + mjData* data, + const py::array_t& x0, + const py::array_t& controls +) { + // dims from model + int nq = model->nq; + int nv = model->nv; + int nu = model->nu; + int nstate = nq + nv; + + // x0: 1D of shape (nstate) + if (x0.ndim() != 1 || x0.shape(0) != nstate) { + throw std::runtime_error("x0 must be a 1D array of shape (nq+nv)"); + } + if (controls.ndim() != 1 || controls.shape(0) != nu) { + throw std::runtime_error("controls must be a 1D array of shape (nu)"); + } + const double* x0_ptr = x0.data(); + const double* ctrl_ptr = controls.data(); + + // set initial qpos+qvel + data->time = 0.0; + mj_setState(model, data, x0_ptr, mjSTATE_QPOS | mjSTATE_QVEL); + mj_forward(model, data); + mju_zero(data->qacc_warmstart, nv); + + // set controls + for (int j = 0; j < nu; j++) data->ctrl[j] = ctrl_ptr[j]; + + // step simulation + mj_step(model, data); +} diff --git a/judo_cpp/rollout.h b/judo_cpp/rollout.h new file mode 100644 index 00000000..29441134 --- /dev/null +++ b/judo_cpp/rollout.h @@ -0,0 +1,73 @@ +#pragma once + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +namespace py = pybind11; + +// Utility function to create numpy arrays from C++ vectors +py::array_t make_array(std::vector& buf, int B, int T, int D); + +// Thread pool for persistent thread management +class PersistentThreadPool { +public: + PersistentThreadPool(int num_threads); + ~PersistentThreadPool(); + + // Execute a function across the thread pool + void execute_parallel(std::function func, int total_work); + + int get_num_threads() const { return num_threads_; } + +private: + int num_threads_; + std::vector threads_; + std::queue> tasks_; + std::mutex queue_mutex_; + std::condition_variable condition_; + std::condition_variable finished_; + bool stop_; + int active_workers_; + int total_tasks_; + int completed_tasks_; + + void worker_thread(); +}; + +// Global persistent thread pool manager +class ThreadPoolManager { +public: + static ThreadPoolManager& instance(); + PersistentThreadPool* get_pool(int num_threads); + void shutdown(); + +private: + std::mutex pool_mutex_; + std::unique_ptr current_pool_; + int current_num_threads_ = 0; +}; + +py::tuple Rollout( + const std::vector& models, + const std::vector& data, + const py::array_t& x0, + const py::array_t& controls +); + +void Sim( + const mjModel* model, + mjData* data, + const pybind11::array_t& x0, + const pybind11::array_t& controls +); diff --git a/pixi.lock b/pixi.lock index 910317a5..191de2f2 100644 --- a/pixi.lock +++ b/pixi.lock @@ -9,10 +9,18 @@ environments: linux-64: - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2 - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2 + - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h7033f15_4.conda - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda - conda: 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editable = true } +[tool.pixi.dependencies] +python = ">=3.10" + [tool.pixi.environments] default = { solve-group = "default" } docs = { features = ["docs"], solve-group = "default" } -dev = { features = ["dev", "docs"], solve-group = "default" } +dev = { features = ["dev", "docs", "cpp"], solve-group = "default" } + +[tool.pixi.feature.dev.dependencies] +pre-commit = "*" +pybind11-stubgen = "*" +pyright = "*" +pytest = "*" +pytest-cov = "*" + +[tool.pixi.feature.docs.dependencies] +furo = "*" +m2r2 = "*" +sphinx = "*" +sphinx-autoapi = "*" + +[tool.pixi.feature.cpp.dependencies] +cmake = "*" +ninja = "*" +pybind11 = "*" +cxx-compiler = "*" +c-compiler = "*" +eigen = "*" + +[tool.pixi.feature.cpp.pypi-dependencies] +judo-cpp = { path = "./judo_cpp", editable = true } + +[tool.pixi.tasks] + +[tool.pixi.tasks.configure] +cmd = """ +sh -c 'mkdir -p judo_cpp/build && \ +cmake -S judo_cpp -B judo_cpp/build \ + -G Ninja \ + -DPython_ROOT_DIR=$CONDA_PREFIX \ + -DPython_EXECUTABLE=$CONDA_PREFIX/bin/python \ + -Dpybind11_DIR=$(python -m pybind11 --cmakedir)' +""" + +[tool.pixi.tasks.build] +depends-on = ["configure"] +cwd = "judo_cpp/build" +cmd = "ninja _judo_cpp && pybind11-stubgen judo_cpp --numpy-array-use-type-var -o ../../typings/" + +[tool.pixi.tasks.clean] +cwd = "judo_cpp" +cmd = "rm -rf build/"