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ray-project--ray/python/ray/_private/runtime_env/rocprof_sys.py
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2026-07-13 13:17:40 +08:00

174 lines
6.3 KiB
Python

import asyncio
import copy
import logging
import os
import subprocess
import sys
from pathlib import Path
from typing import Dict, List, Optional, Tuple
from ray._common.utils import try_to_create_directory
from ray._private.runtime_env.context import RuntimeEnvContext
from ray._private.runtime_env.plugin import RuntimeEnvPlugin
from ray.exceptions import RuntimeEnvSetupError
default_logger = logging.getLogger(__name__)
# rocprof-sys config used when runtime_env={"_rocprof_sys": "default"}
# Refer to the following link for more information on rocprof-sys options
# https://rocm.docs.amd.com/projects/rocprofiler-systems/en/docs-6.4.0/how-to/understanding-rocprof-sys-output.html
ROCPROFSYS_DEFAULT_CONFIG = {
"env": {
"ROCPROFSYS_TIME_OUTPUT": "false",
"ROCPROFSYS_OUTPUT_PREFIX": "worker_process_%p",
},
"args": {
"F": "true",
},
}
def parse_rocprof_sys_config(
rocprof_sys_config: Dict[str, str]
) -> Tuple[List[str], List[str]]:
"""
Function to convert dictionary of rocprof-sys options into
rocprof-sys-python command line
The function returns:
- List[str]: rocprof-sys-python cmd line split into list of str
"""
rocprof_sys_cmd = ["rocprof-sys-python"]
rocprof_sys_env = {}
if "args" in rocprof_sys_config:
# Parse rocprof-sys arg options
for option, option_val in rocprof_sys_config["args"].items():
# option standard based on
# https://www.gnu.org/software/libc/manual/html_node/Argument-Syntax.html
if len(option) > 1:
rocprof_sys_cmd.append(f"--{option}={option_val}")
else:
rocprof_sys_cmd += [f"-{option}", option_val]
if "env" in rocprof_sys_config:
rocprof_sys_env = rocprof_sys_config["env"]
rocprof_sys_cmd.append("--")
return rocprof_sys_cmd, rocprof_sys_env
class RocProfSysPlugin(RuntimeEnvPlugin):
name = "_rocprof_sys"
def __init__(self, resources_dir: str):
self.rocprof_sys_cmd = []
self.rocprof_sys_env = {}
# replace this with better way to get logs dir
session_dir, runtime_dir = os.path.split(resources_dir)
self._rocprof_sys_dir = Path(session_dir) / "logs" / "rocprof_sys"
try_to_create_directory(self._rocprof_sys_dir)
async def _check_rocprof_sys_script(
self, rocprof_sys_config: Dict[str, str]
) -> Tuple[bool, str]:
"""
Function to validate if rocprof_sys_config is a valid rocprof_sys profile options
Args:
rocprof_sys_config: dictionary mapping rocprof_sys option to it's value
Returns:
a tuple consists of a boolean indicating if the rocprof_sys_config
is valid option and an error message if the rocprof_sys_config is invalid
"""
# use empty as rocprof_sys report test filename
test_folder = str(Path(self._rocprof_sys_dir) / "test")
rocprof_sys_cmd, rocprof_sys_env = parse_rocprof_sys_config(rocprof_sys_config)
rocprof_sys_env_copy = copy.deepcopy(rocprof_sys_env)
rocprof_sys_env_copy["ROCPROFSYS_OUTPUT_PATH"] = test_folder
rocprof_sys_env_copy.update(os.environ)
try_to_create_directory(test_folder)
# Create a test python file to run rocprof_sys
with open(f"{test_folder}/test.py", "w") as f:
f.write("import time\n")
try:
rocprof_sys_cmd = rocprof_sys_cmd + [f"{test_folder}/test.py"]
process = await asyncio.create_subprocess_exec(
*rocprof_sys_cmd,
env=rocprof_sys_env_copy,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
)
stdout, stderr = await process.communicate()
error_msg = stderr.strip() if stderr.strip() != "" else stdout.strip()
# cleanup temp file
clean_up_cmd = ["rm", "-r", test_folder]
cleanup_process = await asyncio.create_subprocess_exec(
*clean_up_cmd,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
)
_, _ = await cleanup_process.communicate()
if process.returncode == 0:
return True, None
else:
return False, error_msg
except FileNotFoundError:
return False, ("rocprof_sys is not installed")
async def create(
self,
uri: Optional[str],
runtime_env: "RuntimeEnv", # noqa: F821
context: RuntimeEnvContext,
logger: logging.Logger = default_logger,
) -> int:
rocprof_sys_config = runtime_env.rocprof_sys()
if not rocprof_sys_config:
return 0
if rocprof_sys_config and sys.platform != "linux":
raise RuntimeEnvSetupError("rocprof-sys CLI is only available in Linux.\n")
if isinstance(rocprof_sys_config, str):
if rocprof_sys_config == "default":
rocprof_sys_config = ROCPROFSYS_DEFAULT_CONFIG
else:
raise RuntimeEnvSetupError(
f"Unsupported rocprof_sys config: {rocprof_sys_config}. "
"The supported config is 'default' or "
"Dictionary of rocprof_sys options"
)
is_valid_rocprof_sys_config, error_msg = await self._check_rocprof_sys_script(
rocprof_sys_config
)
if not is_valid_rocprof_sys_config:
logger.warning(error_msg)
raise RuntimeEnvSetupError(
"rocprof-sys profile failed to run with the following "
f"error message:\n {error_msg}"
)
# add set output path to logs dir
if "env" not in rocprof_sys_config:
rocprof_sys_config["env"] = {}
rocprof_sys_config["env"]["ROCPROFSYS_OUTPUT_PATH"] = str(
Path(self._rocprof_sys_dir)
)
self.rocprof_sys_cmd, self.rocprof_sys_env = parse_rocprof_sys_config(
rocprof_sys_config
)
return 0
def modify_context(
self,
uris: List[str],
runtime_env: "RuntimeEnv", # noqa: F821
context: RuntimeEnvContext,
logger: Optional[logging.Logger] = default_logger,
):
logger.info("Running rocprof-sys profiler")
context.py_executable = " ".join(self.rocprof_sys_cmd)
context.env_vars.update(self.rocprof_sys_env)