mujoco_py/builder.py (371 lines of code) (raw):
import distutils
import glob
import os
import shutil
import subprocess
import sys
from distutils.core import Extension
from distutils.dist import Distribution
from distutils.sysconfig import customize_compiler
from importlib.machinery import ExtensionFileLoader
from os.path import abspath, dirname, exists, join, getmtime
from random import choice
from shutil import move
from string import ascii_lowercase
import fasteners
import numpy as np
from Cython.Build import cythonize
from Cython.Distutils.old_build_ext import old_build_ext as build_ext
from cffi import FFI
from mujoco_py.utils import discover_mujoco
from mujoco_py.version import get_version
def get_nvidia_lib_dir():
exists_nvidia_smi = subprocess.call("type nvidia-smi", shell=True,
stdout=subprocess.PIPE, stderr=subprocess.PIPE) == 0
if not exists_nvidia_smi:
return None
docker_path = '/usr/local/nvidia/lib64'
if exists(docker_path):
return docker_path
nvidia_path = '/usr/lib/nvidia'
if exists(nvidia_path):
return nvidia_path
paths = glob.glob('/usr/lib/nvidia-[0-9][0-9][0-9]')
paths = sorted(paths)
if len(paths) == 0:
return None
if len(paths) > 1:
print("Choosing the latest nvidia driver: %s, among %s" % (paths[-1], str(paths)))
return paths[-1]
def load_cython_ext(mujoco_path):
"""
Loads the cymj Cython extension. This is safe to be called from
multiple processes running on the same machine.
Cython only gives us back the raw path, regardless of whether
it found a cached version or actually compiled. Since we do
non-idempotent postprocessing of the DLL, be extra careful
to only do that once and then atomically move to the final
location.
"""
if ('glfw' in sys.modules and
'mujoco' in abspath(sys.modules["glfw"].__file__)):
print('''
WARNING: Existing glfw python module detected!
MuJoCo comes with its own version of GLFW, so it's preferable to use that one.
The easy solution is to `import mujoco_py` _before_ `import glfw`.
''')
lib_path = os.path.join(mujoco_path, "bin")
if sys.platform == 'darwin':
Builder = MacExtensionBuilder
elif sys.platform == 'linux':
_ensure_set_env_var("LD_LIBRARY_PATH", lib_path)
if os.getenv('MUJOCO_PY_FORCE_CPU') is None and get_nvidia_lib_dir() is not None:
_ensure_set_env_var("LD_LIBRARY_PATH", get_nvidia_lib_dir())
Builder = LinuxGPUExtensionBuilder
else:
Builder = LinuxCPUExtensionBuilder
elif sys.platform.startswith("win"):
var = "PATH"
if var not in os.environ or lib_path not in os.environ[var].split(";"):
raise Exception("Please add mujoco library to your PATH:\n"
"set %s=%s;%%%s%%" % (var, lib_path, var))
Builder = WindowsExtensionBuilder
else:
raise RuntimeError("Unsupported platform %s" % sys.platform)
builder = Builder(mujoco_path)
cext_so_path = builder.get_so_file_path()
lockpath = os.path.join(os.path.dirname(cext_so_path), 'mujocopy-buildlock')
with fasteners.InterProcessLock(lockpath):
mod = None
force_rebuild = os.environ.get('MUJOCO_PY_FORCE_REBUILD')
if force_rebuild:
# Try to remove the old file, ignore errors if it doesn't exist
print("Removing old mujoco_py cext", cext_so_path)
try:
os.remove(cext_so_path)
except OSError:
pass
if exists(cext_so_path):
try:
mod = load_dynamic_ext('cymj', cext_so_path)
except ImportError:
print("Import error. Trying to rebuild mujoco_py.")
if mod is None:
cext_so_path = builder.build()
mod = load_dynamic_ext('cymj', cext_so_path)
return mod
def _ensure_set_env_var(var_name, lib_path):
paths = os.environ.get(var_name, "").split(":")
paths = [os.path.abspath(path) for path in paths]
if lib_path not in paths:
raise Exception("\nMissing path to your environment variable. \n"
"Current values %s=%s\n"
"Please add following line to .bashrc:\n"
"export %s=$%s:%s" % (var_name, os.environ.get(var_name, ""),
var_name, var_name, lib_path))
def load_dynamic_ext(name, path):
""" Load compiled shared object and return as python module. """
loader = ExtensionFileLoader(name, path)
return loader.load_module()
class custom_build_ext(build_ext):
"""
Custom build_ext to suppress the "-Wstrict-prototypes" warning.
It arises from the fact that we're using C++. This seems to be
the cleanest way to get rid of the extra flag.
See http://stackoverflow.com/a/36293331/248400
"""
def build_extensions(self):
customize_compiler(self.compiler)
try:
self.compiler.compiler_so.remove("-Wstrict-prototypes")
except (AttributeError, ValueError):
pass
build_ext.build_extensions(self)
def fix_shared_library(so_file, name, library_path):
""" Used to fixup shared libraries on Linux """
subprocess.check_call(['patchelf', '--remove-rpath', so_file])
ldd_output = subprocess.check_output(['ldd', so_file]).decode('utf-8')
if name in ldd_output:
subprocess.check_call(['patchelf', '--remove-needed', name, so_file])
subprocess.check_call(['patchelf', '--add-needed', library_path, so_file])
def manually_link_libraries(mujoco_path, raw_cext_dll_path):
""" Used to fix mujoco library linking on Mac """
root, ext = os.path.splitext(raw_cext_dll_path)
final_cext_dll_path = root + '_final' + ext
# If someone else already built the final DLL, don't bother
# recreating it here, even though this should still be idempotent.
if (exists(final_cext_dll_path) and
getmtime(final_cext_dll_path) >= getmtime(raw_cext_dll_path)):
return final_cext_dll_path
tmp_final_cext_dll_path = final_cext_dll_path + '~'
shutil.copyfile(raw_cext_dll_path, tmp_final_cext_dll_path)
mj_bin_path = join(mujoco_path, 'bin')
# Fix the rpath of the generated library -- i lost the Stackoverflow
# reference here
from_mujoco_path = '@executable_path/libmujoco210.dylib'
to_mujoco_path = '%s/libmujoco210.dylib' % mj_bin_path
subprocess.check_call(['install_name_tool',
'-change',
from_mujoco_path,
to_mujoco_path,
tmp_final_cext_dll_path])
from_glfw_path = 'libglfw.3.dylib'
to_glfw_path = os.path.join(mj_bin_path, 'libglfw.3.dylib')
subprocess.check_call(['install_name_tool',
'-change',
from_glfw_path,
to_glfw_path,
tmp_final_cext_dll_path])
os.rename(tmp_final_cext_dll_path, final_cext_dll_path)
return final_cext_dll_path
class MujocoExtensionBuilder():
CYMJ_DIR_PATH = abspath(dirname(__file__))
def __init__(self, mujoco_path):
self.mujoco_path = mujoco_path
python_version = str(sys.version_info.major) + str(sys.version_info.minor)
self.version = '%s_%s_%s' % (get_version(), python_version, self.build_base())
self.extension = Extension(
'mujoco_py.cymj',
sources=[join(self.CYMJ_DIR_PATH, "cymj.pyx")],
include_dirs=[
self.CYMJ_DIR_PATH,
join(mujoco_path, 'include'),
np.get_include(),
],
libraries=['mujoco210'],
library_dirs=[join(mujoco_path, 'bin')],
extra_compile_args=[
'-fopenmp', # needed for OpenMP
'-w', # suppress numpy compilation warnings
],
extra_link_args=['-fopenmp'],
language='c')
def build(self):
built_so_file_path = self._build_impl()
new_so_file_path = self.get_so_file_path()
move(built_so_file_path, new_so_file_path)
return new_so_file_path
def build_base(self):
return self.__class__.__name__.lower()
def _build_impl(self):
dist = Distribution({
"script_name": None,
"script_args": ["build_ext"]
})
dist.ext_modules = cythonize([self.extension])
dist.include_dirs = []
dist.cmdclass = {'build_ext': custom_build_ext}
build = dist.get_command_obj('build')
# following the convention of cython's pyxbuild and naming
# base directory "_pyxbld"
build.build_base = join(self.CYMJ_DIR_PATH, 'generated',
'_pyxbld_%s' % (self.version))
dist.parse_command_line()
obj_build_ext = dist.get_command_obj("build_ext")
dist.run_commands()
built_so_file_path, = obj_build_ext.get_outputs()
return built_so_file_path
def get_so_file_path(self):
dir_path = abspath(dirname(__file__))
python_version = str(sys.version_info.major) + str(sys.version_info.minor)
return join(dir_path, "generated", "cymj_{}_{}.so".format(self.version, python_version))
class WindowsExtensionBuilder(MujocoExtensionBuilder):
def __init__(self, mujoco_path):
super().__init__(mujoco_path)
os.environ["PATH"] += ";" + join(mujoco_path, "bin")
self.extension.sources.append(self.CYMJ_DIR_PATH + "/gl/dummyshim.c")
class LinuxCPUExtensionBuilder(MujocoExtensionBuilder):
def __init__(self, mujoco_path):
super().__init__(mujoco_path)
self.extension.sources.append(
join(self.CYMJ_DIR_PATH, "gl", "osmesashim.c"))
self.extension.libraries.extend(['glewosmesa', 'OSMesa', 'GL'])
self.extension.runtime_library_dirs = [join(mujoco_path, 'bin')]
def _build_impl(self):
so_file_path = super()._build_impl()
# Removes absolute paths to libraries. Allows for dynamic loading.
fix_shared_library(so_file_path, 'libmujoco210.so', 'libmujoco210.so')
fix_shared_library(so_file_path, 'libglewosmesa.so', 'libglewosmesa.so')
return so_file_path
class LinuxGPUExtensionBuilder(MujocoExtensionBuilder):
def __init__(self, mujoco_path):
super().__init__(mujoco_path)
self.extension.sources.append(self.CYMJ_DIR_PATH + "/gl/eglshim.c")
self.extension.include_dirs.append(self.CYMJ_DIR_PATH + '/vendor/egl')
self.extension.libraries.extend(['glewegl'])
self.extension.runtime_library_dirs = [join(mujoco_path, 'bin')]
def _build_impl(self):
so_file_path = super()._build_impl()
fix_shared_library(so_file_path, 'libOpenGL.so', 'libOpenGL.so.0')
fix_shared_library(so_file_path, 'libEGL.so', 'libEGL.so.1')
fix_shared_library(so_file_path, 'libmujoco210.so', 'libmujoco210.so')
fix_shared_library(so_file_path, 'libglewegl.so', 'libglewegl.so')
return so_file_path
class MacExtensionBuilder(MujocoExtensionBuilder):
def __init__(self, mujoco_path):
super().__init__(mujoco_path)
self.extension.sources.append(self.CYMJ_DIR_PATH + "/gl/dummyshim.c")
self.extension.libraries.extend(['glfw.3'])
self.extension.define_macros = [('ONMAC', None)]
self.extension.runtime_library_dirs = [join(mujoco_path, 'bin')]
def _build_impl(self):
if not os.environ.get('CC'):
# Known-working versions of GCC on mac (prefer latest one)
c_compilers = [
'/usr/local/bin/gcc-9',
'/usr/local/bin/gcc-8',
'/usr/local/bin/gcc-7',
'/usr/local/bin/gcc-6',
'/opt/local/bin/gcc-mp-9',
'/opt/local/bin/gcc-mp-8',
'/opt/local/bin/gcc-mp-7',
'/opt/local/bin/gcc-mp-6',
]
available_c_compiler = None
for c_compiler in c_compilers:
if distutils.spawn.find_executable(c_compiler) is not None:
available_c_compiler = c_compiler
break
if available_c_compiler is None:
raise RuntimeError(
'Could not find supported GCC executable.\n\n'
'HINT: On OS X, install GCC 9.x with '
'`brew install gcc@9`. or '
'`port install gcc9`.')
os.environ['CC'] = available_c_compiler
so_file_path = super()._build_impl()
del os.environ['CC']
else: # User-directed c compiler
so_file_path = super()._build_impl()
return manually_link_libraries(self.mujoco_path, so_file_path)
class MujocoException(Exception):
pass
def user_warning_raise_exception(warn_bytes):
'''
User-defined warning callback, which is called by mujoco on warnings.
Here we have two primary jobs:
- Detect known warnings and suggest fixes (with code)
- Decide whether to raise an Exception and raise if needed
More cases should be added as we find new failures.
'''
# TODO: look through test output to see MuJoCo warnings to catch
# and recommend. Also fix those tests
warn = warn_bytes.decode() # Convert bytes to string
if 'Pre-allocated constraint buffer is full' in warn:
raise MujocoException(warn + 'Increase njmax in mujoco XML')
if 'Pre-allocated contact buffer is full' in warn:
raise MujocoException(warn + 'Increase njconmax in mujoco XML')
# This unhelpfully-named warning is what you get if you feed MuJoCo NaNs
if 'Unknown warning type' in warn:
raise MujocoException(warn + 'Check for NaN in simulation.')
raise MujocoException('Got MuJoCo Warning: {}'.format(warn))
def user_warning_ignore_exception(warn_bytes):
pass
class ignore_mujoco_warnings:
"""
Class to turn off mujoco warning exceptions within a scope. Useful for
large, vectorized rollouts.
"""
def __enter__(self):
self.prev_user_warning = cymj.get_warning_callback()
cymj.set_warning_callback(user_warning_ignore_exception)
return self
def __exit__(self, type, value, traceback):
cymj.set_warning_callback(self.prev_user_warning)
def build_fn_cleanup(name):
'''
Cleanup files generated by building callback.
Set the MUJOCO_PY_DEBUG_FN_BUILDER environment variable to disable cleanup.
'''
if not os.environ.get('MUJOCO_PY_DEBUG_FN_BUILDER', False):
for f in glob.glob(name + '*'):
try:
os.remove(f)
except PermissionError as e:
# This happens trying to remove libraries on appveyor
print('Error removing {}, continuing anyway: {}'.format(f, e))
def build_callback_fn(function_string, userdata_names=[]):
'''
Builds a C callback function and returns a function pointer int.
function_string : str
This is a string of the C function to be compiled
userdata_names : list or tuple
This is an optional list to defince convenience names
We compile and link and load the function, and return a function pointer.
See `MjSim.set_substep_callback()` for an example use of these callbacks.
The callback function should match the signature:
void fun(const mjModel *m, mjData *d);
Here's an example function_string:
```
"""
#include <stdio.h>
void fun(const mjModel* m, mjData* d) {
printf("hello");
}
"""
```
Input and output for the function pass through userdata in the data struct:
```
"""
void fun(const mjModel* m, mjData* d) {
d->userdata[0] += 1;
}
"""
```
`userdata_names` is expected to match the model where the callback is used.
These can bet set on a model with:
`model.set_userdata_names([...])`
If `userdata_names` is supplied, convenience `#define`s are added for each.
For example:
`userdata_names = ['my_sum']`
Will get gerenerated into the extra line:
`#define my_sum d->userdata[0]`
And prepended to the top of the function before compilation.
Here's an example that takes advantage of this:
```
"""
void fun(const mjModel* m, mjData* d) {
for (int i = 0; i < m->nu; i++) {
my_sum += d->ctrl[i];
}
}
"""
```
Note these are just C `#define`s and are limited in how they can be used.
After compilation, the built library containing the function is loaded
into memory and all of the files (including the library) are deleted.
To retain these for debugging set the `MUJOCO_PY_DEBUG_FN_BUILDER` envvar.
To save time compiling, these function pointers may be re-used by many
different consumers. They are thread-safe and don't acquire the GIL.
See the file `tests/test_substep.py` for additional examples,
including an example which iterates over contacts to compute penetrations.
'''
assert isinstance(userdata_names, (list, tuple)), \
'invalid userdata_names: {}'.format(userdata_names)
ffibuilder = FFI()
ffibuilder.cdef('extern uintptr_t __fun;')
name = '_fn_' + ''.join(choice(ascii_lowercase) for _ in range(15))
source_string = '#include <mujoco.h>\n'
# Add defines for each userdata to make setting them easier
for i, data_name in enumerate(userdata_names):
source_string += '#define {} d->userdata[{}]\n'.format(data_name, i)
source_string += function_string
source_string += '\nuintptr_t __fun = (uintptr_t) fun;'
# Link against mujoco so we can call mujoco functions from within callback
ffibuilder.set_source(name, source_string,
include_dirs=[join(mujoco_path, 'include')],
library_dirs=[join(mujoco_path, 'bin')],
libraries=['mujoco210'])
# Catch compilation exceptions so we can cleanup partial files in that case
try:
library_path = ffibuilder.compile(verbose=True)
except Exception as e:
build_fn_cleanup(name)
raise e
# On Mac the MuJoCo library is linked strangely, so we have to fix it here
if sys.platform == 'darwin':
fixed_library_path = manually_link_libraries(mujoco_path, library_path)
move(fixed_library_path, library_path) # Overwrite with fixed library
module = load_dynamic_ext(name, library_path)
# Now that the module is loaded into memory, we can actually delete it
build_fn_cleanup(name)
return module.lib.__fun
mujoco_path = discover_mujoco()
cymj = load_cython_ext(mujoco_path)
# Trick to expose all mj* functions from mujoco in mujoco_py.*
class dict2(object):
pass
functions = dict2()
for func_name in dir(cymj):
if func_name.startswith("_mj"):
setattr(functions, func_name[1:], getattr(cymj, func_name))
# Set user-defined callbacks that raise assertion with message
cymj.set_warning_callback(user_warning_raise_exception)