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# Copyright 2025- FlagOS Contributors
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
# copies of the Software, and to permit persons to whom the Software is
# furnished to do so, subject to the following conditions:
#
# The above copyright notice and this permission notice shall be included in all
# copies or substantial portions of the Software.
#
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
# SOFTWARE.
import os
import shutil
import sys
import sysconfig
import functools
from pathlib import Path
import hashlib
from distutils.sysconfig import get_python_lib
from . import utils
import importlib.util
import importlib.metadata
from typing import List, Tuple
from .utils.tools import flagtree_configs as configs
downloader = utils.tools.DownloadManager()
configs = configs
flagtree_backend = configs.flagtree_backend
set_llvm_env = lambda path: set_env(
{
'LLVM_INCLUDE_DIRS': Path(path) / "include",
'LLVM_LIBRARY_DIR': Path(path) / "lib",
'LLVM_SYSPATH': path,
'PYTHONPATH': os.pathsep.join([str(Path(path) / "python_packages" / "mlir_core"),
os.getenv("PYTHONPATH", "")]),
})
def install_extension(*args, **kargs):
backend_spec_install_extension_fn = get_hook_instance("install_extension")
if backend_spec_install_extension_fn:
backend_spec_install_extension_fn(*args, **kargs)
def get_backend_cmake_args(*args, **kargs):
if "editable_wheel" in sys.argv:
editable = True
else:
editable = False
handle_plugin_backend(editable)
try:
cmake_args = configs.activated_module.get_backend_cmake_args(*args, **kargs)
except Exception:
cmake_args = []
if editable:
cmake_args += ["-DEDITABLE_MODE=ON"]
return cmake_args
def get_device_name():
return configs.device_alias_map[flagtree_backend]
def get_extra_packages():
packages = []
try:
packages = configs.activated_module.get_extra_install_packages()
except Exception:
packages = []
return packages
def get_package_data_tools():
package_data = ["compile.h", "compile.c"]
try:
package_data += configs.activated_module.get_package_data_tools()
except Exception:
package_data
return package_data
def dir_rollback(deep, base_path):
while (deep):
base_path = os.path.dirname(base_path)
deep -= 1
return Path(base_path)
def get_hook_instance(hook_name):
if not configs.activated_module or not hook_name:
return None
hook_instance = getattr(configs.activated_module, hook_name, None)
return hook_instance if callable(hook_instance) else None
def enable_flagtree_third_party(name):
if name in ["triton_shared", "flagcx"]:
return os.environ.get(f"USE_{name.upper()}", 'OFF') == 'ON'
else:
return os.environ.get(f"USE_{name.upper()}", 'ON') == 'ON'
def download_flagtree_third_party(name, condition, required=False, hook=None):
if condition:
if enable_flagtree_third_party(name):
submodule = utils.flagtree_submodules[name]
downloader.download(module=submodule, required=required)
hook_call = get_hook_instance(hook)
if hook_call:
hook_call(configs=configs, backend=submodule, cache=cache)
else:
print(f"\033[1;33m[Note] Skip downloading {name} since USE_{name.upper()} is set to OFF\033[0m")
def post_install():
backend_spec_post_install_fn = get_hook_instance("post_install")
if backend_spec_post_install_fn:
backend_spec_post_install_fn()
def write_flagtree_backend_file(triton_pkg_dir=None):
if triton_pkg_dir is None:
triton_pkg_dir = Path(__file__).resolve().parents[1] / "triton"
backend_value = os.environ.get("FLAGTREE_BACKEND", "")
os.makedirs(triton_pkg_dir, exist_ok=True)
dest_file = Path(triton_pkg_dir) / "FLAGTREE_BACKEND"
dest_file.write_text(backend_value)
class FlagTreeCache:
def __init__(self):
self.flagtree_dir = str(Path(__file__).resolve().parents[2])
self.dir_name = ".flagtree"
self.sub_dirs = {}
self.cache_files = {}
self.dir_path = self._get_cache_dir_path()
self._create_cache_dir()
if flagtree_backend:
self._create_subdir(subdir_name=flagtree_backend)
@functools.lru_cache(maxsize=None)
def _get_cache_dir_path(self) -> Path:
_cache_dir = os.environ.get("FLAGTREE_CACHE_DIR")
if _cache_dir is None:
_cache_dir = Path.home() / self.dir_name
else:
_cache_dir = Path(_cache_dir)
return _cache_dir
def _create_cache_dir(self) -> Path:
if not os.path.exists(self.dir_path):
os.makedirs(self.dir_path, exist_ok=True)
def _create_subdir(self, subdir_name, path=None):
if path is None:
subdir_path = Path(self.dir_path) / subdir_name
else:
subdir_path = Path(path) / subdir_name
if not os.path.exists(subdir_path):
os.makedirs(subdir_path, exist_ok=True)
self.sub_dirs[subdir_name] = subdir_path
def _md5(self, file_path):
md5_hash = hashlib.md5()
with open(file_path, "rb") as file:
while chunk := file.read(4096):
md5_hash.update(chunk)
return md5_hash.hexdigest()
def check_file(self, file_name=None, url=None, path=None, md5_digest=None):
origin_file_path = None
if url is not None:
origin_file_name = url.split("/")[-1].split('.')[0]
origin_file_path = self.cache_files.get(origin_file_name, "")
if path is not None:
_path = path
else:
_path = self.cache_files.get(file_name, "")
empty = (not os.path.exists(_path)) or (origin_file_path and not os.path.exists(origin_file_path))
if empty:
return False
if md5_digest is None:
return True
else:
cur_md5 = self._md5(_path)
return cur_md5[:8] == md5_digest
def clear(self):
shutil.rmtree(self.dir_path)
def reverse_copy(self, src_path, cache_file_path, md5_digest):
if src_path is None or not os.path.exists(src_path):
return False
if os.path.exists(cache_file_path):
return False
copy_needed = True
if md5_digest is None or self._md5(src_path) == md5_digest:
copy_needed = False
if copy_needed:
print(f"copying {src_path} to {cache_file_path}")
if os.path.isdir(src_path):
shutil.copytree(src_path, cache_file_path, dirs_exist_ok=True)
else:
shutil.copy(src_path, cache_file_path)
return True
return False
def store(self, file=None, condition=None, url=None, copy_src_path=None, copy_dst_path=None, files=None,
md5_digest=None, pre_hook=None, post_hook=None, version=None):
if not condition or (pre_hook and pre_hook()):
return
is_url = False if url is None else True
path = self.sub_dirs[flagtree_backend] if flagtree_backend else self.dir_path
if files is not None:
for single_files in files:
self.cache_files[single_files] = Path(path) / single_files
else:
self.cache_files[file] = Path(path) / file
if url is not None:
origin_file_name = url.split("/")[-1].split('.')[0]
self.cache_files[origin_file_name] = Path(path) / file
if copy_dst_path is not None:
dst_path_root = Path(self.flagtree_dir) / copy_dst_path
dst_path = Path(dst_path_root) / file
if self.reverse_copy(dst_path, self.cache_files[file], md5_digest):
return
if is_url:
cache_path = self.cache_files[file]
need_download = not self.check_file(file_name=file, url=url, md5_digest=md5_digest)
# Version check: re-download if cached version doesn't match expected
if not need_download and version is not None:
version_file = Path(cache_path) / "version.txt"
if version_file.exists():
cached_ver = version_file.read_text().strip()
if cached_ver != version:
print(
f"[cache] version mismatch for '{file}': cached='{cached_ver}', expected='{version}', re-downloading..."
)
shutil.rmtree(cache_path)
need_download = True
# If no version.txt (legacy cache), keep using it
if need_download:
downloader.download(url=url, path=path, file_name=file)
if version is not None:
cache_path = self.cache_files[file]
version_file = Path(cache_path) / "version.txt"
if os.path.isdir(cache_path):
version_file.write_text(version)
if copy_dst_path is not None:
file_lists = [file] if files is None else list(files)
for single_file in file_lists:
dst_path_root = Path(self.flagtree_dir) / copy_dst_path
os.makedirs(dst_path_root, exist_ok=True)
dst_path = Path(dst_path_root) / single_file
if not self.check_file(path=dst_path, md5_digest=md5_digest):
if copy_src_path:
src_path = Path(copy_src_path) / single_file
else:
src_path = self.cache_files[single_file]
print(f"copying {src_path} to {dst_path}")
if os.path.isdir(src_path):
shutil.copytree(src_path, dst_path, dirs_exist_ok=True)
else:
shutil.copy(src_path, dst_path)
post_hook(self.cache_files[file]) if post_hook else False
def get(self, file_name) -> Path:
return self.cache_files[file_name]
cache = FlagTreeCache()
# -----flagtree-tle-raw-----flagtree-mlir---
class LLVMDetector:
ENV_VARS = [
"LLVM_INCLUDE_DIRS",
"LLVM_LIBRARY_DIR",
"LLVM_SYSPATH",
]
@classmethod
def has_env_vars(cls) -> List[str]:
return [k for k in cls.ENV_VARS if k in os.environ]
@staticmethod
def is_wheel_installed(pkg_name: str) -> bool:
try:
importlib.metadata.version(pkg_name)
return True
except importlib.metadata.PackageNotFoundError:
return False
@staticmethod
def get_paths_from_wheel(pkg_name: str) -> Tuple[str, str, str]:
spec = importlib.util.find_spec(pkg_name)
if spec is None:
raise RuntimeError(f"LLVM wheel '{pkg_name}' found via metadata but import failed.")
if spec.origin:
pkg_root = os.path.dirname(spec.origin)
elif spec.submodule_search_locations:
pkg_root = spec.submodule_search_locations[0]
else:
raise RuntimeError(f"LLVM wheel '{pkg_name}' is found but has no filesystem location")
# New wheel structure: LLVM artifacts are under mlir/llvm_artifact/
llvm_artifact_dir = os.path.join(pkg_root, "llvm_artifact")
if os.path.isdir(llvm_artifact_dir):
llvm_root = llvm_artifact_dir
else:
# Fallback: legacy structure where artifacts are directly under the package root
llvm_root = pkg_root
include_dir = os.path.join(llvm_root, "include")
lib_dir = os.path.join(llvm_root, "lib")
return include_dir, lib_dir, llvm_root
def try_setup_flagtree_mlir(pkg_name: str = "mlir") -> bool:
is_installed = LLVMDetector.is_wheel_installed(pkg_name)
has_envs = LLVMDetector.has_env_vars()
# rule1 : if both exist, fail
if is_installed and has_envs and not os.environ.get("USE_FLAGTREE_MLIR_BUILD"):
raise RuntimeError("ERROR: LLVM wheel is installed, but LLVM-related environment variables are set:\n"
f" {has_envs}\n"
"Please unset them to avoid conflicts.")
# rule2:wheel installed & no env → use wheel
if is_installed:
include_dir, lib_dir, llvm_root = LLVMDetector.get_paths_from_wheel(pkg_name)
# env variables will not appear out of python process
os.environ["USE_FLAGTREE_MLIR_BUILD"] = "1"
os.environ["LLVM_SYSPATH"] = llvm_root
os.environ["LLVM_INCLUDE_DIRS"] = include_dir
os.environ["LLVM_LIBRARY_DIR"] = lib_dir
return True
# Rule 3: fallback to legacy
return False
# --------------------------
# flagtree backend specialization
class SpecPackageHelper:
@staticmethod
def get_spec_packages():
spec_install_dir = os.path.join("python", "triton", "spec")
yield "triton.spec", spec_install_dir
spec_dirs = sorted(
(entry for entry in os.scandir(spec_install_dir) if entry.is_dir() and entry.name != "__pycache__"),
key=lambda entry: entry.name)
for spec_dir in spec_dirs:
name = spec_dir.name
source_dir = spec_dir.path
for root, dirs, _files in os.walk(source_dir):
dirs[:] = sorted(directory for directory in dirs if directory != "__pycache__")
relative_dir = os.path.relpath(root, source_dir)
package = f"triton.spec.{name}"
if relative_dir != ".":
package += "." + relative_dir.replace(os.sep, ".")
yield package, root
@staticmethod
def get_excluded_packages():
return ["triton.spec", "triton.spec.*"]
def get_excluded_package_data():
cache_patterns = [
"__pycache__/*",
"**/__pycache__/*",
"*.py[cod]",
"**/*.py[cod]",
]
return {
"": cache_patterns,
"triton": ["spec/*"],
}
class CommonUtils:
@staticmethod
def unlink():
cur_path = dir_rollback(2, __file__)
if "editable_wheel" in sys.argv:
installation_dir = cur_path
else:
installation_dir = get_python_lib()
backends_dir_path = Path(installation_dir) / "triton" / "backends"
# raise RuntimeError(backends_dir_path)
if not os.path.exists(backends_dir_path):
return
for name in os.listdir(backends_dir_path):
exist_backend_path = os.path.join(backends_dir_path, name)
if not os.path.isdir(exist_backend_path):
continue
if name.startswith('__'):
continue
if os.path.islink(exist_backend_path):
os.unlink(exist_backend_path)
if os.path.exists(exist_backend_path):
shutil.rmtree(exist_backend_path)
@staticmethod
def skip_package_dir(package):
if 'backends' in package or 'profiler' in package:
return True
try:
return configs.activated_module.skip_package_dir(package)
except Exception:
return False
@staticmethod
def get_package_dir(packages):
package_dict = {}
if flagtree_backend and flagtree_backend not in configs.plugin_backends:
connection = []
backend_triton_path = f"./third_party/{flagtree_backend}/python/"
for package in packages:
if CommonUtils.skip_package_dir(package):
continue
pair = (package, f"{backend_triton_path}{package}")
connection.append(pair)
package_dict.update(connection)
try:
package_dict.update(configs.activated_module.get_package_dir())
except Exception:
pass
return package_dict
def handle_flagtree_backend():
global ext_sourcedir
if flagtree_backend:
print(f"\033[1;32m[INFO] FlagtreeBackend is {flagtree_backend}\033[0m")
configs.extend_backends.append(flagtree_backend)
if "editable_wheel" in sys.argv and flagtree_backend not in configs.plugin_backends:
ext_sourcedir = os.path.abspath(f"./third_party/{flagtree_backend}/python/{configs.ext_sourcedir}") + "/"
def handle_plugin_backend(editable):
plugin_mode = os.getenv("FLAGTREE_PLUGIN")
if (plugin_mode and plugin_mode.upper() not in ["0", "OFF"]) or not flagtree_backend:
return
flagtree_backend_dir = cache.sub_dirs[flagtree_backend]
flagtree_plugin_so = flagtree_backend + "TritonPlugin.so"
src_build_plugin_path = flagtree_backend_dir / flagtree_plugin_so
if not src_build_plugin_path.exists():
return
if editable is False:
dst_build_plugin_dir = Path(sysconfig.get_path("purelib")) / "triton" / "_C"
if not os.path.exists(dst_build_plugin_dir):
os.makedirs(dst_build_plugin_dir)
dst_build_plugin_path = dst_build_plugin_dir / flagtree_plugin_so
shutil.copy(src_build_plugin_path, dst_build_plugin_path)
dst_install_plugin_dir = Path(__file__).resolve().parent.parent / "triton" / "_C"
if not os.path.exists(dst_install_plugin_dir):
os.makedirs(dst_install_plugin_dir)
shutil.copy(src_build_plugin_path, dst_install_plugin_dir)
def set_env(env_dict: dict):
for env_k, env_v in env_dict.items():
os.environ[env_k] = str(env_v)
def check_env(env_val):
return os.environ.get(env_val, '') != ''
def register_backend_cache():
hook_call = get_hook_instance("register_cache")
if hook_call:
hook_call(cache=cache, flagtree_backend=flagtree_backend, check_env=check_env, set_llvm_env=set_llvm_env)
def check_pybind11_abi():
hook_call = get_hook_instance("check_pybind11_abi")
if hook_call:
hook_call(cache=cache)
def overlay_backend_runtime_so(build_py_command=None, backends=None):
hook_call = get_hook_instance("overlay_runtime_so")
if hook_call:
hook_call(cache=cache, build_py_command=build_py_command, backends=backends)
def get_backend_package_data(backends):
hook_call = get_hook_instance("get_package_data")
if not hook_call:
return {}
write_flagtree_backend_file()
return hook_call(backends)
def write_backend_site_pth(dest_dir):
hook_call = get_hook_instance("write_site_pth")
if hook_call:
hook_call(dest_dir)
def uninstall_triton():
is_bdist_wheel = any(cmd in sys.argv for cmd in ['bdist_wheel', 'egg_info', 'sdist'])
if is_bdist_wheel:
return
try:
import pkg_resources
import subprocess
try:
pkg_resources.get_distribution('triton')
print("Detected existing 'triton' package. Uninstalling to avoid conflicts...")
subprocess.check_call([sys.executable, "-m", "pip", "uninstall", "-y", "triton"])
print("Successfully uninstalled 'triton'.")
except pkg_resources.DistributionNotFound:
print("'triton' package not found, no need to uninstall.")
except Exception as e:
print(f"Warning: Failed to check/uninstall triton: {e}")
offline_handler = utils.OfflineBuildManager()
if offline_handler.is_offline:
print("[INFO] FlagTree Offline Build: Use offline build for triton origin toolkits")
offline_handler.handle_triton_origin_toolkits()
offline_build = True
else:
print('[INFO] FlagTree Offline Build: No offline build for triton origin toolkits')
offline_build = False
cache = FlagTreeCache()
'''
FlagCX is a third-party library adopted by the tle distributed system,
refer to https://github.com/flagos-ai/FlagCX
'''
download_flagtree_third_party("flagcx", condition=(not flagtree_backend), hook="handle_flagcx", required=True)
download_flagtree_third_party("tileir", condition=(flagtree_backend == "tileir"), required=True)
handle_flagtree_backend()
register_backend_cache()
# iluvatar
cache.store(
file="iluvatar-llvm22-x86_64",
condition=("iluvatar" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/iluvatar-llvm22-x86_64_v0.6.0.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
# mthreads
cache.store(
file="mthreads-llvm22",
condition=("mthreads" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/mthreads-llvm22-x64_v0.5.1.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
cache.store(file="mthreads_local_binary", condition=("mthreads" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/mthreads_local_binary_v0.6.0.tar.gz")
cache.store(files=("ld.lld", "llc"), condition=("mthreads" == flagtree_backend),
copy_src_path=f"{cache.dir_path}/{flagtree_backend}/mthreads_local_binary",
copy_dst_path=f"third_party/{flagtree_backend}/backend/bin")
# ascend
cache.store(
file="llvm-b5cc222d-ubuntu-arm64",
condition=("ascend" == flagtree_backend),
url="https://oaitriton.blob.core.windows.net/public/llvm-builds/llvm-b5cc222d-ubuntu-arm64.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
# aipu
cache.store(
file="llvm-a66376b0-ubuntu-x64-clang16-lld16",
condition=("aipu" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/llvm-a66376b0-ubuntu-x64-clang16-lld16_v0.4.0.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
# enflame
cache.store(
file="llvm-fc83c68-gcc9-x64",
condition=("enflame" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/enflame-llvm23-fc83c68-gcc9-x64_v0.4.0.tar.gz",
pre_hook=lambda: check_env('KURAMA_LLVM_DIR'),
post_hook=lambda path: set_env({
'KURAMA_LLVM_DIR': path,
'LLVM_INCLUDE_DIRS': Path(path) / "include",
'LLVM_LIBRARY_DIR': Path(path) / "lib",
'LLVM_SYSPATH': path,
}),
)
# tsingmicro
cache.store(
file="tsingmicro-llvm21-glibc2.30-glibcxx3.4.28-python3.11-x64",
condition=("tsingmicro" == flagtree_backend),
url=
"https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/tsingmicro-llvm21-glibc2.30-glibcxx3.4.28-python3.11-x64_v0.2.0.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
cache.store(
file="tx8_deps",
condition=("tsingmicro" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/tx8_depends_release_20250814_195126_v0.2.0.tar.gz",
pre_hook=lambda: check_env('TX8_DEPS_ROOT'),
post_hook=lambda path: set_env({
'LLVM_SYSPATH': path,
}),
)
# hcu
cache.store(
file="hcu-llvm22-b0ca808-glibc2.35-glibcxx3.4.30-ubuntu-x86_64",
condition=("hcu" == flagtree_backend),
url=
"https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/hcu-llvm22-b0ca808-glibc2.35-glibcxx3.4.30-ubuntu-x86_64_v0.5.0.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
# metax
cache.store(
file="metax-llvm19",
condition=("metax" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/metax-llvm19-3.8.0.6-x86_64_v0.6.0.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
cache.store(
file="metaxTritonPlugin.so",
condition=("metax" == flagtree_backend) and (not configs.flagtree_plugin),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/metaxTritonPlugin-cpython3.12-x86_64_v0.6.1.tar.gz",
copy_dst_path=f"third_party/{flagtree_backend}",
md5_digest="afb7ab8f",
)
# thrive
cache.store(
file="llvm-f6ded0be-ubuntu-x64",
condition=("thrive" == flagtree_backend),
url="https://oaitriton.blob.core.windows.net/public/llvm-builds/llvm-f6ded0be-ubuntu-x64.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=set_llvm_env,
)
# sunrise
cache.store(
file="sunrise_llvm22_dev_release",
condition=("sunrise" == flagtree_backend),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/llvm-1fdc1dfa-triton-v3.6.x.tar.gz",
pre_hook=lambda: check_env('LLVM_SYSPATH'),
post_hook=lambda path: [f(path) for f in (set_llvm_env, utils.activate("sunrise").sunrise_cp_bc_files)],
)
cache.store(
file="sunriseTritonPlugin.so",
condition=("sunrise" == flagtree_backend) and (not configs.flagtree_plugin),
url="https://baai-cp-web.ks3-cn-beijing.ksyuncs.com/trans/sunriseTritonPlugin_v0.6.0.tar.gz",
md5_digest="f3c65d44",
)