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5 changes: 3 additions & 2 deletions paddlenlp/trl/dpo_criterion.py
Original file line number Diff line number Diff line change
Expand Up @@ -75,9 +75,10 @@ def dpo_loss(self, policy_chosen_logps, policy_rejected_logps, reference_chosen_
# for the IPO loss, denoted by tau in the paper.
loss = (logits - 1 / (2 * self.dpo_config.beta)) ** 2
elif self.dpo_config.loss_type == "dpop":
loss = -F.log_sigmoid(self.dpo_config.beta * logits)
positive_reg = reference_chosen_logps - policy_chosen_logps
loss += self.dpo_config.dpop_lambda * paddle.clip(positive_reg, min=0)
loss = -F.log_sigmoid(
self.dpo_config.beta * (logits - self.dpo_config.dpop_lambda * paddle.clip(positive_reg, min=0))
)
elif self.dpo_config.loss_type == "kto_pair":
# eqn (7) of the HALOs paper
chosen_KL = (policy_chosen_logps - reference_chosen_logps).mean().clip(min=0)
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6 changes: 5 additions & 1 deletion paddlenlp/utils/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -22,7 +22,11 @@
from .infohub import infohub
from .initializer import to
from .memory_utils import empty_device_cache
from .optimizer import *

try:
from .optimizer import *
except:
pass
from .serialization import load_torch

# hack impl for EagerParamBase to function
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