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chenpangpang
transformers
Commits
4c32f9f2
Unverified
Commit
4c32f9f2
authored
Mar 12, 2021
by
Stas Bekman
Committed by
GitHub
Mar 12, 2021
Browse files
AdamW is now supported by default (#9624)
parent
fa35cda9
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9 additions
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12 deletions
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-12
docs/source/main_classes/trainer.rst
docs/source/main_classes/trainer.rst
+4
-6
examples/tests/deepspeed/ds_config.json
examples/tests/deepspeed/ds_config.json
+0
-2
src/transformers/integrations.py
src/transformers/integrations.py
+5
-4
No files found.
docs/source/main_classes/trainer.rst
View file @
4c32f9f2
...
...
@@ -655,7 +655,6 @@ enables FP16, uses AdamW optimizer and WarmupLR scheduler:
"weight_decay": 3e-7
}
},
"zero_allow_untested_optimizer": true,
"scheduler": {
"type": "WarmupLR",
...
...
@@ -766,8 +765,8 @@ Optimizer
=======================================================================================================================
DeepSpeed's main optimizers are Adam, OneBitAdam, and Lamb. These have been thoroughly tested with ZeRO and are
thus
recommended to be used. It, however, can import other optimizers from ``torch``. The full documentation is `here
DeepSpeed's main optimizers are Adam,
AdamW,
OneBitAdam, and Lamb. These have been thoroughly tested with ZeRO and are
thus
recommended to be used. It, however, can import other optimizers from ``torch``. The full documentation is `here
<https://www.deepspeed.ai/docs/config-json/#optimizer-parameters>`__.
If you don't configure the ``optimizer`` entry in the configuration file, the :class:`~transformers.Trainer` will
...
...
@@ -779,7 +778,6 @@ Here is an example of the pre-configured ``optimizer`` entry for AdamW:
.. code-block:: json
{
"zero_allow_untested_optimizer": true,
"optimizer": {
"type": "AdamW",
"params": {
...
...
@@ -791,8 +789,8 @@ Here is an example of the pre-configured ``optimizer`` entry for AdamW:
}
}
Since AdamW isn't on the list of tested with DeepSpeed/ZeRO optimizers, we have to add
``zero_allow_untested_optimizer`` flag
.
If you want to use another optimizer which is not listed above, you will have to add ``"zero_allow_untested_optimizer":
true`` to the top level configuration
.
If you want to use one of the officially supported optimizers, configure them explicitly in the configuration file, and
make sure to adjust the values. e.g. if use Adam you will want ``weight_decay`` around ``0.01``.
...
...
examples/tests/deepspeed/ds_config.json
View file @
4c32f9f2
...
...
@@ -19,8 +19,6 @@
"cpu_offload"
:
true
},
"zero_allow_untested_optimizer"
:
true
,
"optimizer"
:
{
"type"
:
"AdamW"
,
"params"
:
{
...
...
src/transformers/integrations.py
View file @
4c32f9f2
...
...
@@ -26,6 +26,7 @@ from types import SimpleNamespace
from
.trainer_utils
import
SchedulerType
from
.utils
import
logging
from
.utils.versions
import
require_version
logger
=
logging
.
get_logger
(
__name__
)
...
...
@@ -281,6 +282,8 @@ def init_deepspeed(trainer, num_training_steps):
"""
import
deepspeed
require_version
(
"deepspeed>0.3.10"
)
args
=
trainer
.
args
ds_config_file
=
args
.
deepspeed
model
=
trainer
.
model
...
...
@@ -323,9 +326,8 @@ def init_deepspeed(trainer, num_training_steps):
f
"Keeping the `optimizer` config from
{
ds_config_file
}
intact, ignoring any optimizer-specific cl args"
)
else
:
# override only if the ds config doesn't already have this section
# ds supports Adam, OneBitAdam, and Lamb optimizers and can import other optimizers from torch.
# But trainer uses AdamW by default.
# To use other optimizers so using a different scheduler requires voiding warranty with: `zero_allow_untested_optimizer`
# ds supports Adam, AdamW, OneBitAdam, and Lamb optimizers and can import other optimizers from torch.
# To use other optimizers requires voiding warranty with: `"zero_allow_untested_optimizer": true"`
optimizer_configs
=
{
"AdamW"
:
{
...
...
@@ -337,7 +339,6 @@ def init_deepspeed(trainer, num_training_steps):
}
optimizer
=
"AdamW"
config
[
"zero_allow_untested_optimizer"
]
=
True
config
[
"optimizer"
]
=
{
"type"
:
optimizer
,
"params"
:
optimizer_configs
[
optimizer
],
...
...
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