pull/564/head
877825076@qq.com 2023-12-28 20:03:17 +08:00
parent 456a6953f8
commit c437ffbfc9
3 changed files with 15 additions and 22 deletions

View File

@ -122,6 +122,19 @@ class BaseScheduler(ABC):
'but got {type(outputs)} (model outputs) and {type(labels)} (labels)"
)
def cal_max_seqlen(self, data: dict):
if isinstance(data, dict) and "cu_seqlens" in data:
# Without BC modeling interface, we try to calculate 'max_seqlen' in advance
# to avoid overlap being interrupted by .item() operations.
if isinstance(data["cu_seqlens"], list):
cu_seqlens = data["cu_seqlens"][0]
else:
cu_seqlens = data["cu_seqlens"]
cu_seqlens = cu_seqlens.squeeze(0)
max_seqlen = (cu_seqlens[1:] - cu_seqlens[:-1]).max().item()
data.update({"max_seqlen": max_seqlen})
class SchedulerHook(ABC):
"""

View File

@ -81,17 +81,7 @@ class NonPipelineScheduler(BaseScheduler):
_data.pop("cu_seqlens")
_data.pop("indexes")
if "cu_seqlens" in _data:
# Without BC modeling interface, we try to calculate 'max_seqlen' in advance
# to avoid overlap being interrupted by .item() operations.
if isinstance(_data["cu_seqlens"], list):
cu_seqlens = _data["cu_seqlens"][0]
else:
cu_seqlens = _data["cu_seqlens"]
cu_seqlens = cu_seqlens.squeeze(0)
max_seqlen = (cu_seqlens[1:] - cu_seqlens[:-1]).max().item()
_data.update({"max_seqlen": max_seqlen})
self.cal_max_seqlen(_data)
return _data, _label

View File

@ -222,17 +222,7 @@ class PipelineScheduler(BaseScheduler):
micro_batch_data.pop("cu_seqlens")
micro_batch_data.pop("indexes")
if "cu_seqlens" in micro_batch_data:
# Without BC modeling interface, we try to calculate 'max_seqlen' in advance
# to avoid overlap being interrupted by .item() operations.
if isinstance(micro_batch_data["cu_seqlens"], list):
cu_seqlens = micro_batch_data["cu_seqlens"][0]
else:
cu_seqlens = micro_batch_data["cu_seqlens"]
cu_seqlens = cu_seqlens.squeeze(0)
max_seqlen = (cu_seqlens[1:] - cu_seqlens[:-1]).max().item()
micro_batch_data.update({"max_seqlen": max_seqlen})
self.cal_max_seqlen(micro_batch_data)
micro_batch_data["label"] = micro_batch_label
self.microbatch_offset += self.bsz_stride