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4fa8a676
编写于
5月 24, 2023
作者:
H
Haohongxiang
提交者:
GitHub
5月 24, 2023
浏览文件
操作
浏览文件
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电子邮件补丁
差异文件
[Dygraph] Fix NCCL_VERSION Check Tools (#53990)
上级
dc3c0de1
变更
15
隐藏空白更改
内联
并排
Showing
15 changed file
with
57 addition
and
81 deletion
+57
-81
python/paddle/distributed/utils/nccl_utils.py
python/paddle/distributed/utils/nccl_utils.py
+28
-37
python/paddle/fluid/tests/unittests/collective/fleet/dygraph_group_sharded_stage3.py
...nittests/collective/fleet/dygraph_group_sharded_stage3.py
+6
-11
python/paddle/fluid/tests/unittests/collective/fleet/dygraph_group_sharded_stage3_offload.py
.../collective/fleet/dygraph_group_sharded_stage3_offload.py
+5
-11
python/paddle/fluid/tests/unittests/collective/test_collective_allgather_api.py
...sts/unittests/collective/test_collective_allgather_api.py
+2
-2
python/paddle/fluid/tests/unittests/collective/test_collective_allreduce_api.py
...sts/unittests/collective/test_collective_allreduce_api.py
+2
-2
python/paddle/fluid/tests/unittests/collective/test_collective_alltoall_api.py
...ests/unittests/collective/test_collective_alltoall_api.py
+1
-1
python/paddle/fluid/tests/unittests/collective/test_collective_alltoall_single_api.py
...ittests/collective/test_collective_alltoall_single_api.py
+1
-1
python/paddle/fluid/tests/unittests/collective/test_collective_broadcast_api.py
...sts/unittests/collective/test_collective_broadcast_api.py
+2
-2
python/paddle/fluid/tests/unittests/collective/test_collective_gather_api.py
.../tests/unittests/collective/test_collective_gather_api.py
+1
-1
python/paddle/fluid/tests/unittests/collective/test_collective_isend_irecv_api.py
...s/unittests/collective/test_collective_isend_irecv_api.py
+1
-1
python/paddle/fluid/tests/unittests/collective/test_collective_reduce_api.py
.../tests/unittests/collective/test_collective_reduce_api.py
+2
-2
python/paddle/fluid/tests/unittests/collective/test_collective_reduce_scatter_api.py
...nittests/collective/test_collective_reduce_scatter_api.py
+2
-2
python/paddle/fluid/tests/unittests/collective/test_collective_scatter_api.py
...tests/unittests/collective/test_collective_scatter_api.py
+1
-1
python/paddle/fluid/tests/unittests/collective/test_collective_sendrecv_api.py
...ests/unittests/collective/test_collective_sendrecv_api.py
+2
-2
python/paddle/fluid/tests/unittests/test_collective_api_base.py
.../paddle/fluid/tests/unittests/test_collective_api_base.py
+1
-5
未找到文件。
python/paddle/distributed/utils/nccl_utils.py
浏览文件 @
4fa8a676
...
...
@@ -12,51 +12,42 @@
# See the License for the specific language governing permissions and
# limitations under the License.
import
logging
import
subprocess
from
paddle.fluid
import
core
def
get_nccl_version_str
():
nccl_version_str
=
subprocess
.
check_output
(
r
"ldconfig -v | grep 'libnccl.so' | tail -n1 | sed -r 's/^.*\.so\.//'"
,
stderr
=
subprocess
.
DEVNULL
,
shell
=
True
,
).
decode
(
'utf-8'
)
# NOTE: This is a hacking method to get nccl version, but it will return None
# if current platform is not Linux. So we only check nccl version for Linux
# platform while training with pipeline parallelism.
if
nccl_version_str
:
nccl_version_str
=
nccl_version_str
.
replace
(
"
\n
"
,
""
)
def
get_nccl_version_str
(
ver
):
if
ver
>=
10000
:
NCCL_MAJOR_VERSION
=
int
(
ver
//
10000
)
ver
=
ver
%
10000
else
:
NCCL_MAJOR_VERSION
=
int
(
ver
//
1000
)
ver
=
ver
%
1000
NCCL_MINOR_VERSION
=
int
(
ver
//
100
)
NCCL_PATCH_VERSION
=
int
(
ver
%
100
)
return
nccl_version_str
return
"{}.{}.{}"
.
format
(
NCCL_MAJOR_VERSION
,
NCCL_MINOR_VERSION
,
NCCL_PATCH_VERSION
)
def
check_nccl_version_for_p2p
():
nccl_version_str
=
get_nccl_version_str
()
if
nccl_version_str
:
nccl_version_str
=
nccl_version_str
.
replace
(
"
\n
"
,
""
)
nccl_version_int
=
[
int
(
s
)
for
s
in
nccl_version_str
.
split
(
"."
)]
nccl_version_baseline
=
[
2
,
8
,
4
]
assert
nccl_version_int
>=
nccl_version_baseline
,
(
"The version of NCCL is required to be at least v2.8.4 while training with "
"pipeline/MoE parallelism, but we found v{}. The previous version of NCCL has "
"some bugs in p2p communication, and you can see more detailed description "
"about this issue from ReleaseNotes of NCCL v2.8.4 "
"(https://docs.nvidia.com/deeplearning/nccl/release-notes/rel_2-8-4.html#rel_2-8-4)."
.
format
(
nccl_version_str
)
nccl_version
=
core
.
nccl_version
()
nccl_version_str
=
get_nccl_version_str
(
nccl_version
)
nccl_version_baseline
=
2804
assert
nccl_version
>=
nccl_version_baseline
,
(
"The version of NCCL is required to be at least v2.8.4 while training with "
"pipeline/MoE parallelism, but we found v{}. The previous version of NCCL has "
"some bugs in p2p communication, and you can see more detailed description "
"about this issue from ReleaseNotes of NCCL v2.8.4 "
"(https://docs.nvidia.com/deeplearning/nccl/release-notes/rel_2-8-4.html#rel_2-8-4)."
.
format
(
nccl_version_str
)
else
:
logging
.
warning
(
"No version for NCCL library found!"
)
)
def
check_nccl_version_for_bf16
():
nccl_version_str
=
get_nccl_version_str
()
if
nccl_version_str
:
nccl_version_str
=
nccl_version_str
.
replace
(
"
\n
"
,
""
)
nccl_version_int
=
[
int
(
s
)
for
s
in
nccl_version_str
.
split
(
"."
)]
nccl_version_baseline
=
[
2
,
10
,
0
]
return
nccl_version_int
>=
nccl_version_baseline
return
False
nccl_version
=
core
.
nccl_version
()
nccl_version_baseline
=
21000
return
nccl_version
>=
nccl_version_baseline
python/paddle/fluid/tests/unittests/collective/fleet/dygraph_group_sharded_stage3.py
浏览文件 @
4fa8a676
...
...
@@ -33,7 +33,7 @@ from paddle.distributed.fleet.meta_parallel.sharding.group_sharded_stage3 import
from
paddle.distributed.fleet.meta_parallel.sharding.group_sharded_utils
import
(
GroupShardedScaler
,
)
from
paddle.
distributed.utils.nccl_utils
import
get_nccl_version_str
from
paddle.
fluid
import
core
from
paddle.nn
import
Linear
epoch
=
10
...
...
@@ -119,7 +119,7 @@ class RandomDataset(paddle.io.Dataset):
def
optimizer_setting
(
model
,
use_pure_fp16
,
opt_group
=
False
):
clip
=
paddle
.
nn
.
ClipGradByGlobalNorm
(
clip_norm
=
1.0
)
optimizer
=
paddle
.
optimizer
.
Momentum
(
optimizer
=
paddle
.
optimizer
.
AdamW
(
parameters
=
[{
"params"
:
list
(
model
.
parameters
())}]
if
opt_group
else
list
(
model
.
parameters
()),
...
...
@@ -364,14 +364,9 @@ def test_stage2_stage3():
)
# bfp16
# NOTE: this is a hack to get int format nccl version, like 2134
# if current platform is not linux, version number will be 0
nccl_version_str
=
get_nccl_version_str
()
nccl_version
=
(
int
(
""
.
join
(
nccl_version_str
.
split
(
"."
)))
if
nccl_version_str
else
0
)
nccl_version
=
core
.
nccl_version
()
if
nccl_version
>=
2100
:
if
nccl_version
>=
2100
0
:
stage2_params
=
train_mlp
(
mlp11
,
sharding_stage
=
2
,
...
...
@@ -388,8 +383,8 @@ def test_stage2_stage3():
)
for
i
in
range
(
len
(
stage2_params
)):
np
.
testing
.
assert_allclose
(
stage2_params
[
i
].
numpy
(),
stage3_params
[
i
].
numpy
(),
stage2_params
[
i
].
astype
(
"float32"
).
numpy
(),
stage3_params
[
i
].
astype
(
"float32"
).
numpy
(),
rtol
=
1e-4
,
atol
=
1e-3
,
)
...
...
python/paddle/fluid/tests/unittests/collective/fleet/dygraph_group_sharded_stage3_offload.py
浏览文件 @
4fa8a676
...
...
@@ -24,7 +24,7 @@ from paddle.distributed.fleet.meta_parallel.sharding.group_sharded_stage3 import
from
paddle.distributed.fleet.meta_parallel.sharding.group_sharded_utils
import
(
GroupShardedScaler
,
)
from
paddle.
distributed.utils.nccl_utils
import
get_nccl_version_str
from
paddle.
fluid
import
core
from
paddle.nn
import
Linear
epoch
=
10
...
...
@@ -214,22 +214,16 @@ def test_stage3_offload():
)
# bfp16 offload
# NOTE: this is a hack to get int format nccl version, like 2134
# if current platform is not linux, version number will be 0
nccl_version_str
=
get_nccl_version_str
()
nccl_version
=
(
int
(
""
.
join
(
nccl_version_str
.
split
(
"."
)))
if
nccl_version_str
else
0
)
if
nccl_version
>=
2100
:
nccl_version
=
core
.
nccl_version
()
if
nccl_version
>=
21000
:
stage3_params
=
train_mlp
(
mlp7
,
use_pure_fp16
=
True
,
use_bfp16
=
True
)
stage3_params_offload
=
train_mlp
(
mlp8
,
use_pure_fp16
=
True
,
offload
=
True
,
use_bfp16
=
True
)
for
i
in
range
(
len
(
stage3_params
)):
np
.
testing
.
assert_allclose
(
stage3_params
[
i
].
numpy
(),
stage3_params_offload
[
i
].
numpy
(),
stage3_params
[
i
].
astype
(
"float32"
).
numpy
(),
stage3_params_offload
[
i
].
astype
(
"float32"
).
numpy
(),
rtol
=
1e-2
,
atol
=
1e-2
,
)
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_allgather_api.py
浏览文件 @
4fa8a676
...
...
@@ -55,7 +55,7 @@ class TestCollectiveAllgatherAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
@@ -118,7 +118,7 @@ class TestCollectiveAllgatherAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_allreduce_api.py
浏览文件 @
4fa8a676
...
...
@@ -46,7 +46,7 @@ class TestCollectiveAllreduceAPI(TestDistBase):
red_types_to_test
=
[
dist
.
ReduceOp
.
SUM
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
for
red_type
in
red_types_to_test
:
...
...
@@ -107,7 +107,7 @@ class TestCollectiveAllreduceAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_alltoall_api.py
浏览文件 @
4fa8a676
...
...
@@ -39,7 +39,7 @@ class TestCollectiveAllToAllAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_alltoall_single_api.py
浏览文件 @
4fa8a676
...
...
@@ -32,7 +32,7 @@ class TestCollectiveAllToAllSingleAPI(test_base.TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_broadcast_api.py
浏览文件 @
4fa8a676
...
...
@@ -43,7 +43,7 @@ class TestCollectiveBroadcastAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
@@ -92,7 +92,7 @@ class TestCollectiveBroadcastAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_gather_api.py
浏览文件 @
4fa8a676
...
...
@@ -36,7 +36,7 @@ class TestCollectiveGatherAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_isend_irecv_api.py
浏览文件 @
4fa8a676
...
...
@@ -32,7 +32,7 @@ class TestCollectiveIsendIrecvAPI(test_base.TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_reduce_api.py
浏览文件 @
4fa8a676
...
...
@@ -44,7 +44,7 @@ class TestCollectiveReduceAPI(TestDistBase):
red_types_to_test
=
[
dist
.
ReduceOp
.
SUM
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
if
paddle
.
fluid
.
core
.
is_compiled_with_cuda
():
...
...
@@ -102,7 +102,7 @@ class TestCollectiveReduceAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_reduce_scatter_api.py
浏览文件 @
4fa8a676
...
...
@@ -32,7 +32,7 @@ class TestCollectiveReduceScatterAPI(test_base.TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
@@ -54,7 +54,7 @@ class TestCollectiveReduceScatterAPI(test_base.TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_scatter_api.py
浏览文件 @
4fa8a676
...
...
@@ -44,7 +44,7 @@ class TestCollectiveScatterAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/collective/test_collective_sendrecv_api.py
浏览文件 @
4fa8a676
...
...
@@ -41,7 +41,7 @@ class TestCollectiveSendRecvAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
if
paddle
.
fluid
.
core
.
is_compiled_with_cuda
():
...
...
@@ -64,7 +64,7 @@ class TestCollectiveSendRecvAPI(TestDistBase):
"uint8"
,
"bool"
,
]
if
self
.
_nccl_version
>=
2100
:
if
self
.
_nccl_version
>=
2100
0
:
dtypes_to_test
.
append
(
"bfloat16"
)
for
dtype
in
dtypes_to_test
:
self
.
check_with_place
(
...
...
python/paddle/fluid/tests/unittests/test_collective_api_base.py
浏览文件 @
4fa8a676
...
...
@@ -27,7 +27,6 @@ from eager_op_test import convert_float_to_uint16, convert_uint16_to_float
import
paddle
import
paddle.distributed
as
dist
from
paddle
import
fluid
from
paddle.distributed.utils.nccl_utils
import
get_nccl_version_str
from
paddle.fluid
import
core
...
...
@@ -194,10 +193,7 @@ class TestDistBase(unittest.TestCase):
# NOTE: this is a hack to get int format nccl version, like 2134
# if current platform is not linux, version number will be 0
nccl_version_str
=
get_nccl_version_str
()
self
.
_nccl_version
=
(
int
(
""
.
join
(
nccl_version_str
.
split
(
"."
)))
if
nccl_version_str
else
0
)
self
.
_nccl_version
=
core
.
nccl_version
()
def
tearDown
(
self
):
self
.
temp_dir
.
cleanup
()
...
...
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