mindspore2022/mindspore/communication/_hccl_management.py

288 lines
9.8 KiB
Python

# Copyright 2020 Huawei Technologies Co., Ltd
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================
"""HCCL management API"""
import ctypes
import os
from mindspore import context
from .._c_expression import get_hccl_rank_id, get_hccl_rank_size
MAX_GROUP_NAME_LEN = 127
MAX_RANK_NUM = 4096
HCCL_LIB = 'libhccl_plugin.so'
HCCL_LIB_CTYPES = ""
def check_group(group):
"""
A function that check if a collection communication group is legal.
Returns:
None
"""
if isinstance(group, (str)):
group_len = len(group)
if group_len > MAX_GROUP_NAME_LEN or group_len == 0:
raise ValueError("The length of parameter 'group' should in range [1, {}], but got the value : {}"
.format(MAX_GROUP_NAME_LEN, group_len))
else:
raise TypeError("The context configuration parameter 'group' must be a string, but got {}".format(type(group)))
def check_rank_num(rank_num):
"""
A function that check if a collection communication rank number is legal.If not raise error.
Returns:
None
"""
if isinstance(rank_num, (int)):
if rank_num > MAX_RANK_NUM or rank_num <= 0:
raise ValueError("The parameter 'rank_num' should in range [1, {}], but got the value : {}"
.format(MAX_RANK_NUM, rank_num))
else:
raise TypeError("The parameter 'rank_num' must be a python int, but got {}".format(type(rank_num)))
def check_rank_id(rank_id):
"""
A function that check if a collection communication rank id is legal.If not raise error.
Returns:
None
"""
if isinstance(rank_id, (int)):
if rank_id >= MAX_RANK_NUM or rank_id < 0:
raise ValueError("The parameter 'rank_id' should in range [1, {}], but got the value : {}"
.format(MAX_RANK_NUM, rank_id))
else:
raise TypeError("The parameter 'rank_id' must be a python int, but got {}".format(type(rank_id)))
def load_lib():
"""load hccl lib"""
try:
base_dir = os.path.dirname(os.path.realpath(__file__))
lib_path = os.path.join(base_dir, "../lib", HCCL_LIB)
hccl_lib = ctypes.CDLL(lib_path)
except Exception:
raise RuntimeError('Get hccl lib error.')
global HCCL_LIB_CTYPES
HCCL_LIB_CTYPES = hccl_lib
def c_str(string):
"""Convert a python string to C string."""
if not isinstance(string, str):
string = string.decode('ascii')
return ctypes.c_char_p(string.encode('utf-8'))
def c_array(ctype, values):
"""Create ctypes array from a python array."""
return (ctype * len(values))(*values)
def create_group(group, rank_num, rank_ids):
"""
Create group.
A function that creates a collection communication group which includes 'rank_num'
device and 'rank_ids' is the list of these ranks of devices.
Note:
The world group can not be created.
Returns:
None
"""
check_group(group)
check_rank_num(rank_num)
if isinstance(rank_ids, (list)):
if rank_num != len(rank_ids):
raise ValueError("The parameter 'rank_num' number is not equal to the length of rank_ids, "
"but got 'rank_num' : {} and 'rank_ids' : {}.".format(rank_num, rank_ids))
for rank_id in rank_ids:
if not isinstance(rank_id, (int)) or rank_id < 0:
raise ValueError("The parameter 'rank_id' must be unsigned integer, but got {}".format(type(rank_id)))
c_array_rank_ids = c_array(ctypes.c_uint, rank_ids)
c_rank_num = ctypes.c_uint(rank_num)
c_group = c_str(group)
ret = HCCL_LIB_CTYPES.HcomCreateGroup(c_group, c_rank_num, c_array_rank_ids)
if ret != 0:
raise RuntimeError('Create group error, the error code is ' + str(ret))
else:
raise TypeError("The parameter 'rank_id' must be a python list, but got {}".format(type(rank_ids)))
def destroy_group(group):
"""
A function that destroy the group which created by user.
Note:
The world group can not be destroy.
Returns:
None
"""
check_group(group)
c_group = c_str(group)
ret = HCCL_LIB_CTYPES.HcomDestroyGroup(c_group)
if ret != 0:
raise RuntimeError('Destroy group error.')
def get_rank_size(group="hccl_world_group"):
"""
A function that returns the number of ranks within the given collection communication group.
Note:
The default group is hccl_world_group.
Returns:
An integer scalar with the num of ranks.
"""
if context.get_context("mode") == context.PYNATIVE_MODE:
return get_hccl_rank_size()
check_group(group)
c_group = c_str(group)
c_rank_size = ctypes.c_uint()
ret = HCCL_LIB_CTYPES.HcomGetRankSize(c_group, ctypes.byref(c_rank_size))
if ret != 0:
raise RuntimeError('Get rank size error.')
return c_rank_size.value
def get_rank_id(group="hccl_world_group"):
"""
A function that returns the rank id of the calling process, within the given collection communication group.
Returns:
An integer scalar with the rank id of the calling process.
"""
if context.get_context("mode") == context.PYNATIVE_MODE:
return get_hccl_rank_id()
check_group(group)
c_group = c_str(group)
c_rank_id = ctypes.c_uint()
ret = HCCL_LIB_CTYPES.HcomGetRankId(c_group, ctypes.byref(c_rank_id))
if ret != 0:
raise RuntimeError('Get rank id error.')
return c_rank_id.value
def get_local_rank_size(group="hccl_world_group"):
"""
A function that returns the number of local ranks within the given collection communication group.
Note:
The default group is hccl_world_group.
Returns:
An integer scalar with the num of local ranks.
"""
if context.get_context("mode") is context.PYNATIVE_MODE:
raise RuntimeError("The function 'get_local_rank_size' is not supported in PYNATIVE_MODE, "
"'get_local_rank_size' only support GRAPH_MODE")
check_group(group)
c_group = c_str(group)
c_local_rank_size = ctypes.c_uint()
ret = HCCL_LIB_CTYPES.HcomGetLocalRankSize(c_group, ctypes.byref(c_local_rank_size))
if ret != 0:
raise RuntimeError('Get local rank size error.')
return c_local_rank_size.value
def get_local_rank_id(group="hccl_world_group"):
"""
Get local rank id.
A function that returns the local rank id of the calling process, within the given collection communication group.
Returns:
An integer scalar with the local rank id of the calling process.
"""
if context.get_context("mode") is context.PYNATIVE_MODE:
raise RuntimeError("The function 'get_local_rank_id' is not supported in PYNATIVE_MODE, "
"'get_local_rank_id' only support GRAPH_MODE")
check_group(group)
c_group = c_str(group)
c_local_rank_id = ctypes.c_uint()
ret = HCCL_LIB_CTYPES.HcomGetLocalRankId(c_group, ctypes.byref(c_local_rank_id))
if ret != 0:
raise RuntimeError('Get local rank id error.')
return c_local_rank_id.value
def get_world_rank_from_group_rank(group, group_rank_id):
"""
Get world rank from group rank.
A function that returns the rank id in the world group corresponding to the
rank which id is 'group_rank_id' in the user group.
Returns:
An integer scalar with the rank id in the world group.
"""
if context.get_context("mode") is context.PYNATIVE_MODE:
raise RuntimeError("The function 'get_world_rank_from_group_rank' is not supported in PYNATIVE_MODE, "
"'get_world_rank_from_group_rank' only support GRAPH_MODE")
check_group(group)
check_rank_id(group_rank_id)
c_group = c_str(group)
c_group_rank_id = ctypes.c_uint(group_rank_id)
c_world_rank_id = ctypes.c_uint()
ret = HCCL_LIB_CTYPES.HcomGetWorldRankFromGroupRank(c_group, c_group_rank_id, ctypes.byref(c_world_rank_id))
if ret != 0:
raise RuntimeError('Get world rank from group rank error.')
return c_world_rank_id.value
def get_group_rank_from_world_rank(world_rank_id, group):
"""
Get group rank from world rank.
A function that returns the rank id in the user group corresponding to the
rank which id is 'world_rank_id' in the world group.
Returns:
An integer scalar with the rank id in the user group.
"""
if context.get_context("mode") is context.PYNATIVE_MODE:
raise RuntimeError("The function 'get_group_rank_from_world_rank' is not supported in PYNATIVE_MODE, "
"'get_group_rank_from_world_rank' only support GRAPH_MODE")
check_group(group)
check_rank_id(world_rank_id)
c_group = c_str(group)
c_world_rank_id = ctypes.c_uint(world_rank_id)
c_group_rank_id = ctypes.c_uint()
ret = HCCL_LIB_CTYPES.HcomGetGroupRankFromWorldRank(c_world_rank_id, c_group, ctypes.byref(c_group_rank_id))
if ret != 0:
raise RuntimeError('Get group rank from world rank error.')
return c_group_rank_id.value