chore: import upstream snapshot with attribution
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This commit is contained in:
@@ -0,0 +1,595 @@
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"""Check environment configurations and dependency versions."""
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import importlib.metadata
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import os
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import resource
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import subprocess
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import sys
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from abc import abstractmethod
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from collections import OrderedDict, defaultdict
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import torch
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from sglang.srt.utils import is_hip, is_mps, is_musa, is_npu
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def is_cuda_v2():
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return torch.version.cuda is not None
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# List of packages to check versions
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PACKAGE_LIST = [
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"sglang",
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"sglang-kernel",
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"flashinfer_python",
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"flashinfer_cubin",
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"flashinfer_jit_cache",
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"triton",
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"transformers",
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"torchao",
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"numpy",
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"aiohttp",
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"fastapi",
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"huggingface_hub",
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"interegular",
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"modelscope",
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"orjson",
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"outlines",
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"packaging",
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"psutil",
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"pydantic",
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"python-multipart",
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"pyzmq",
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"torchao",
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"uvicorn",
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"uvloop",
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"vllm",
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"xgrammar",
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"openai",
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"tiktoken",
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"anthropic",
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"litellm",
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"torchcodec",
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]
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class BaseEnv:
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"""Base class for environment check"""
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def __init__(self):
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self.package_list = PACKAGE_LIST
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@abstractmethod
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def get_info(self) -> dict:
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"""
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Get CUDA-related information if available.
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"""
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raise NotImplementedError
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@abstractmethod
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def get_topology(self) -> dict:
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raise NotImplementedError
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def get_package_versions(self) -> dict:
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"""
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Get versions of specified packages.
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"""
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versions = {}
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for package in self.package_list:
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package_name = package.split("==")[0].split(">=")[0].split("<=")[0]
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try:
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version = importlib.metadata.version(package_name)
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versions[package_name] = version
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except ModuleNotFoundError:
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versions[package_name] = "Module Not Found"
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return versions
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def get_device_info(self):
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"""
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Get information about available GPU devices.
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"""
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devices = defaultdict(list)
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capabilities = defaultdict(list)
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for k in range(torch.cuda.device_count()):
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devices[torch.cuda.get_device_name(k)].append(str(k))
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capability = torch.cuda.get_device_capability(k)
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capabilities[f"{capability[0]}.{capability[1]}"].append(str(k))
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gpu_info = {}
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for name, device_ids in devices.items():
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gpu_info[f"GPU {','.join(device_ids)}"] = name
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if len(capabilities) == 1:
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# All GPUs have the same compute capability
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cap, gpu_ids = list(capabilities.items())[0]
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gpu_info[f"GPU {','.join(gpu_ids)} Compute Capability"] = cap
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else:
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# GPUs have different compute capabilities
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for cap, gpu_ids in capabilities.items():
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gpu_info[f"GPU {','.join(gpu_ids)} Compute Capability"] = cap
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return gpu_info
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def get_hypervisor_vendor(self) -> dict:
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try:
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output = subprocess.check_output(["lscpu"], text=True)
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for line in output.split("\n"):
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if "Hypervisor vendor:" in line:
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return {"Hypervisor vendor:": line.split(":")[1].strip()}
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return {}
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except:
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return {}
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def get_ulimit_soft(self) -> dict:
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ulimit_soft, _ = resource.getrlimit(resource.RLIMIT_NOFILE)
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return {"ulimit soft": ulimit_soft}
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def check_env(self):
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"""
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Check and print environment information.
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"""
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env_info = OrderedDict()
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env_info["Python"] = sys.version.replace("\n", "")
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env_info.update(self.get_info())
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env_info["PyTorch"] = torch.__version__
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env_info.update(self.get_package_versions())
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env_info.update(self.get_topology())
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env_info.update(self.get_hypervisor_vendor())
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env_info.update(self.get_ulimit_soft())
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for k, v in env_info.items():
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print(f"{k}: {v}")
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class GPUEnv(BaseEnv):
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"""Environment checker for Nvidia GPU"""
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def get_info(self):
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cuda_info = {"CUDA available": torch.cuda.is_available()}
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if cuda_info["CUDA available"]:
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cuda_info.update(self.get_device_info())
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cuda_info.update(self._get_cuda_version_info())
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return cuda_info
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def _get_cuda_version_info(self):
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"""
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Get CUDA version information.
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"""
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from torch.utils.cpp_extension import CUDA_HOME
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cuda_info = {"CUDA_HOME": CUDA_HOME}
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if CUDA_HOME and os.path.isdir(CUDA_HOME):
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cuda_info.update(self._get_nvcc_info())
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cuda_info.update(self._get_cuda_driver_version())
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return cuda_info
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def _get_nvcc_info(self):
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"""
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Get NVCC version information.
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"""
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from torch.utils.cpp_extension import CUDA_HOME
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try:
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nvcc = os.path.join(CUDA_HOME, "bin/nvcc")
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nvcc_output = (
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subprocess.check_output(f'"{nvcc}" -V', shell=True)
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.decode("utf-8")
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.strip()
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)
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return {
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"NVCC": nvcc_output[
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nvcc_output.rfind("Cuda compilation tools") : nvcc_output.rfind(
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"Build"
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)
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].strip()
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}
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except subprocess.SubprocessError:
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return {"NVCC": "Not Available"}
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def _get_cuda_driver_version(self):
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"""
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Get CUDA driver version.
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"""
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from sglang.srt.utils.common import get_nvidia_driver_version_str
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ver = get_nvidia_driver_version_str()
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if ver is None:
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return {"CUDA Driver Version": "Not Available"}
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return {"CUDA Driver Version": ver}
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def get_topology(self):
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"""
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Get GPU topology information.
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"""
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try:
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result = subprocess.run(
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["nvidia-smi", "topo", "-m"],
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE,
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text=True,
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check=True,
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)
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return {
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"NVIDIA Topology": (
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"\n" + result.stdout if result.returncode == 0 else None
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)
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}
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except subprocess.SubprocessError:
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return {}
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class HIPEnv(BaseEnv):
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"""Environment checker for ROCm/HIP"""
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def get_info(self):
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cuda_info = {"ROCM available": torch.cuda.is_available()}
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if cuda_info["ROCM available"]:
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cuda_info.update(self.get_device_info())
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cuda_info.update(self._get_cuda_version_info())
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return cuda_info
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def _get_cuda_version_info(self):
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from torch.utils.cpp_extension import ROCM_HOME as ROCM_HOME
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cuda_info = {"ROCM_HOME": ROCM_HOME}
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if ROCM_HOME and os.path.isdir(ROCM_HOME):
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cuda_info.update(self._get_hipcc_info())
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cuda_info.update(self._get_rocm_driver_version())
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return cuda_info
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def _get_hipcc_info(self):
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from torch.utils.cpp_extension import ROCM_HOME
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try:
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hipcc = os.path.join(ROCM_HOME, "bin/hipcc")
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hipcc_output = (
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subprocess.check_output(f'"{hipcc}" --version', shell=True)
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.decode("utf-8")
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.strip()
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)
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return {
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"HIPCC": hipcc_output[
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hipcc_output.rfind("HIP version") : hipcc_output.rfind("AMD clang")
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].strip()
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}
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except subprocess.SubprocessError:
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return {"HIPCC": "Not Available"}
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def _get_rocm_driver_version(self):
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try:
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output = subprocess.check_output(
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[
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"rocm-smi",
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"--showdriverversion",
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"--csv",
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]
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)
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versions = set(output.decode().strip().split("\n"))
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versions.discard("name, value")
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ver = versions.pop()
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ver = ver.replace('"Driver version", ', "").replace('"', "")
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return {"ROCM Driver Version": ver}
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except subprocess.SubprocessError:
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return {"ROCM Driver Version": "Not Available"}
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def get_topology(self):
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try:
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result = subprocess.run(
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["rocm-smi", "--showtopotype"],
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stdout=subprocess.PIPE,
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stderr=subprocess.PIPE,
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text=True,
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check=True,
|
||||
)
|
||||
return {
|
||||
"AMD Topology": "\n" + result.stdout if result.returncode == 0 else None
|
||||
}
|
||||
except subprocess.SubprocessError:
|
||||
return {}
|
||||
|
||||
|
||||
class NPUEnv(BaseEnv):
|
||||
"""Environment checker for Ascend NPU"""
|
||||
|
||||
EXTRA_PACKAGE_LIST = [
|
||||
"torch_npu",
|
||||
"sgl-kernel-npu",
|
||||
"deep_ep",
|
||||
]
|
||||
|
||||
def __init__(self):
|
||||
super().__init__()
|
||||
self.package_list.extend(NPUEnv.EXTRA_PACKAGE_LIST)
|
||||
|
||||
def get_info(self):
|
||||
cuda_info = {"NPU available": torch.npu.is_available()}
|
||||
if cuda_info["NPU available"]:
|
||||
cuda_info.update(self.get_device_info())
|
||||
cuda_info.update(self._get_cann_version_info())
|
||||
|
||||
return cuda_info
|
||||
|
||||
def get_device_info(self):
|
||||
"""
|
||||
Get information about available NPUs.
|
||||
Need to override due to torch_npu interface differences.
|
||||
"""
|
||||
devices = defaultdict(list)
|
||||
for k in range(torch.npu.device_count()):
|
||||
devices[torch.npu.get_device_name(k)].append(str(k))
|
||||
|
||||
npu_info = {}
|
||||
for name, device_ids in devices.items():
|
||||
npu_info[f"NPU {','.join(device_ids)}"] = name
|
||||
|
||||
return npu_info
|
||||
|
||||
def _get_cann_version_info(self):
|
||||
cann_envs = ["ASCEND_TOOLKIT_HOME", "ASCEND_INSTALL_PATH"]
|
||||
for var in cann_envs:
|
||||
path = os.environ.get(var)
|
||||
if path and os.path.exists(path):
|
||||
CANN_HOME = path
|
||||
break
|
||||
else:
|
||||
default_path = "/usr/local/Ascend/ascend-toolkit/latest"
|
||||
CANN_HOME = default_path if os.path.exists(default_path) else None
|
||||
|
||||
if CANN_HOME:
|
||||
npu_info = {"CANN_HOME": CANN_HOME}
|
||||
npu_info.update(self._get_cann_info(CANN_HOME))
|
||||
npu_info.update(self._get_ascend_driver_version())
|
||||
return npu_info
|
||||
else:
|
||||
return {"CANN_HOME": "Not found"}
|
||||
|
||||
def _get_cann_info(self, CANN_HOME: str):
|
||||
cann_info = {}
|
||||
cann_version_file = os.path.join(CANN_HOME, "version.cfg")
|
||||
if os.path.exists(cann_version_file):
|
||||
with open(cann_version_file, "r", encoding="utf-8") as f:
|
||||
f.readline() # discard first line comment in version.cfg
|
||||
cann_info["CANN"] = f.readline().split("[")[1].split("]")[0]
|
||||
else:
|
||||
cann_info["CANN"] = "Not Available"
|
||||
try:
|
||||
bisheng = os.path.join(CANN_HOME, "tools/bisheng_compiler/bin/bisheng")
|
||||
if not os.path.isfile(bisheng):
|
||||
# Check path for old CANN version
|
||||
bisheng = os.path.join(CANN_HOME, "compiler/ccec_compiler/bin/bisheng")
|
||||
bisheng_output = (
|
||||
subprocess.check_output([bisheng, "--version"]).decode("utf-8").strip()
|
||||
)
|
||||
cann_info["BiSheng"] = bisheng_output.split("\n")[0].strip()
|
||||
except subprocess.SubprocessError:
|
||||
cann_info["BiSheng"] = "Not Available"
|
||||
return cann_info
|
||||
|
||||
def _get_ascend_driver_version(self):
|
||||
try:
|
||||
output = subprocess.check_output(
|
||||
[
|
||||
"npu-smi",
|
||||
"info",
|
||||
"-t",
|
||||
"board",
|
||||
"-i",
|
||||
"0",
|
||||
]
|
||||
)
|
||||
for line in output.decode().strip().split("\n"):
|
||||
if "Software Version" in line:
|
||||
version = line.split(":")[-1].strip()
|
||||
break
|
||||
else:
|
||||
version = "Not Available"
|
||||
|
||||
return {"Ascend Driver Version": version}
|
||||
except subprocess.SubprocessError:
|
||||
return {"Ascend Driver Version": "Not Available"}
|
||||
|
||||
def get_topology(self):
|
||||
try:
|
||||
result = subprocess.run(
|
||||
["npu-smi", "info", "-t", "topo"],
|
||||
stdout=subprocess.PIPE,
|
||||
stderr=subprocess.PIPE,
|
||||
text=True,
|
||||
check=True,
|
||||
)
|
||||
return {
|
||||
"Ascend Topology": (
|
||||
"\n" + result.stdout if result.returncode == 0 else None
|
||||
)
|
||||
}
|
||||
except subprocess.SubprocessError:
|
||||
return {}
|
||||
|
||||
|
||||
class MUSAEnv(BaseEnv):
|
||||
"""Environment checker for MThreads GPU"""
|
||||
|
||||
def get_info(self):
|
||||
musa_info = {"MUSA available": torch.musa.is_available()}
|
||||
|
||||
if musa_info["MUSA available"]:
|
||||
musa_info.update(self.get_device_info())
|
||||
musa_info.update(self._get_musa_version_info())
|
||||
|
||||
return musa_info
|
||||
|
||||
def _get_musa_version_info(self):
|
||||
"""
|
||||
Get MUSA version information.
|
||||
"""
|
||||
from torch_musa.utils.musa_extension import MUSA_HOME
|
||||
|
||||
musa_info = {"MUSA_HOME": MUSA_HOME}
|
||||
|
||||
if MUSA_HOME and os.path.isdir(MUSA_HOME):
|
||||
musa_info.update(self._get_mcc_info())
|
||||
musa_info.update(self._get_musa_driver_version())
|
||||
|
||||
return musa_info
|
||||
|
||||
def _get_mcc_info(self):
|
||||
"""
|
||||
Get MCC version information.
|
||||
"""
|
||||
from torch_musa.utils.musa_extension import MUSA_HOME
|
||||
|
||||
try:
|
||||
mcc = os.path.join(MUSA_HOME, "bin/mcc")
|
||||
mcc_output = (
|
||||
subprocess.check_output(f'"{mcc}" --version', shell=True)
|
||||
.decode("utf-8")
|
||||
.strip()
|
||||
)
|
||||
return {
|
||||
"MCC": mcc_output[
|
||||
mcc_output.rfind("mcc version") : mcc_output.rfind("Target")
|
||||
].strip()
|
||||
}
|
||||
except subprocess.SubprocessError:
|
||||
return {"MCC": "Not Available"}
|
||||
|
||||
def _get_musa_driver_version(self):
|
||||
"""
|
||||
Get MUSA driver version.
|
||||
"""
|
||||
try:
|
||||
output = subprocess.check_output(
|
||||
[
|
||||
"mthreads-gmi",
|
||||
"-q",
|
||||
],
|
||||
text=True,
|
||||
)
|
||||
driver_version = None
|
||||
for line in output.splitlines():
|
||||
if "Driver Version" in line:
|
||||
driver_version = line.split(":", 1)[1].strip()
|
||||
break
|
||||
|
||||
return {"MUSA Driver Version": driver_version}
|
||||
except subprocess.SubprocessError:
|
||||
return {"MUSA Driver Version": "Not Available"}
|
||||
|
||||
def get_topology(self):
|
||||
"""
|
||||
Get GPU topology information.
|
||||
"""
|
||||
try:
|
||||
result = subprocess.run(
|
||||
["mthreads-gmi", "topo", "-m"],
|
||||
stdout=subprocess.PIPE,
|
||||
stderr=subprocess.PIPE,
|
||||
text=True,
|
||||
check=True,
|
||||
)
|
||||
return {
|
||||
"MTHREADS Topology": (
|
||||
"\n" + result.stdout if result.returncode == 0 else None
|
||||
)
|
||||
}
|
||||
except subprocess.SubprocessError:
|
||||
return {}
|
||||
|
||||
|
||||
class MPSEnv(BaseEnv):
|
||||
"""Environment checker for Apple Silicon MPS"""
|
||||
|
||||
EXTRA_PACKAGE_LIST = ["mlx", "mlx-lm", "mlx-metal"]
|
||||
|
||||
def __init__(self):
|
||||
super().__init__()
|
||||
self.package_list.extend(MPSEnv.EXTRA_PACKAGE_LIST)
|
||||
|
||||
def get_info(self):
|
||||
import platform
|
||||
|
||||
info = {"MPS available": torch.backends.mps.is_available()}
|
||||
if not info["MPS available"]:
|
||||
return info
|
||||
|
||||
info["macOS Version"] = platform.mac_ver()[0]
|
||||
|
||||
try:
|
||||
info["macOS Build"] = subprocess.check_output(
|
||||
["sw_vers", "-buildVersion"], text=True
|
||||
).strip()
|
||||
except Exception:
|
||||
info["macOS Build"] = "Not Available"
|
||||
|
||||
for label, key in [
|
||||
("Apple Silicon", "machdep.cpu.brand_string"),
|
||||
("Unified Memory", "hw.memsize"),
|
||||
("CPU Cores (Total)", "hw.ncpu"),
|
||||
]:
|
||||
try:
|
||||
info[label] = subprocess.check_output(
|
||||
["sysctl", "-n", key], text=True
|
||||
).strip()
|
||||
except Exception:
|
||||
info[label] = "Not Available"
|
||||
|
||||
try:
|
||||
mem_bytes = int(info["Unified Memory"])
|
||||
info["Unified Memory"] = f"{mem_bytes / 1024**3:.1f} GB"
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
for label, key in [
|
||||
("CPU Cores (Performance)", "hw.perflevel0.logicalcpu"),
|
||||
("CPU Cores (Efficiency)", "hw.perflevel1.logicalcpu"),
|
||||
]:
|
||||
try:
|
||||
info[label] = subprocess.check_output(
|
||||
["sysctl", "-n", key], text=True
|
||||
).strip()
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
# Single system_profiler call for both Metal support and GPU cores
|
||||
info["Metal Support"] = "Not Available"
|
||||
info["GPU Cores"] = "Not Available"
|
||||
try:
|
||||
sp = subprocess.check_output(
|
||||
["system_profiler", "SPDisplaysDataType"], text=True
|
||||
)
|
||||
for line in sp.splitlines():
|
||||
line = line.strip()
|
||||
if "Metal Support" in line or "Metal Family" in line:
|
||||
info["Metal Support"] = line.partition(":")[2].strip()
|
||||
if "Total Number of Cores" in line:
|
||||
info["GPU Cores"] = line.partition(":")[2].strip()
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
return info
|
||||
|
||||
def get_topology(self):
|
||||
return {}
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
if is_cuda_v2():
|
||||
env = GPUEnv()
|
||||
elif is_hip():
|
||||
env = HIPEnv()
|
||||
elif is_npu():
|
||||
env = NPUEnv()
|
||||
elif is_musa():
|
||||
env = MUSAEnv()
|
||||
elif is_mps():
|
||||
env = MPSEnv()
|
||||
env.check_env()
|
||||
Reference in New Issue
Block a user