@@ -2,20 +2,18 @@
|
||||
|
||||
from typing import TYPE_CHECKING, List, Optional
|
||||
|
||||
from transformers import Seq2SeqTrainingArguments
|
||||
|
||||
from ...data import get_dataset, split_dataset
|
||||
from ...extras.constants import IGNORE_INDEX
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||||
from ...extras.ploting import plot_loss
|
||||
from ...hparams import ModelArguments
|
||||
from ...model import load_model_and_tokenizer
|
||||
from ...model import load_model, load_tokenizer
|
||||
from ...train.dpo.collator import DPODataCollatorWithPadding
|
||||
from ...train.dpo.trainer import CustomDPOTrainer
|
||||
from ...train.utils import create_modelcard_and_push, create_ref_model
|
||||
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from transformers import TrainerCallback
|
||||
from transformers import Seq2SeqTrainingArguments, TrainerCallback
|
||||
|
||||
from ...hparams import DataArguments, FinetuningArguments
|
||||
|
||||
@@ -27,8 +25,9 @@ def run_dpo(
|
||||
finetuning_args: "FinetuningArguments",
|
||||
callbacks: Optional[List["TrainerCallback"]] = None,
|
||||
):
|
||||
model, tokenizer = load_model_and_tokenizer(model_args, finetuning_args, training_args.do_train)
|
||||
tokenizer = load_tokenizer(model_args)
|
||||
dataset = get_dataset(tokenizer, model_args, data_args, training_args, stage="rm")
|
||||
model = load_model(tokenizer, model_args, finetuning_args, training_args.do_train)
|
||||
data_collator = DPODataCollatorWithPadding(
|
||||
tokenizer=tokenizer,
|
||||
pad_to_multiple_of=8,
|
||||
@@ -42,9 +41,7 @@ def run_dpo(
|
||||
ref_model = create_ref_model(model_args, finetuning_args)
|
||||
|
||||
# Update arguments
|
||||
training_args_dict = training_args.to_dict()
|
||||
training_args_dict.update(dict(remove_unused_columns=False)) # important for pairwise dataset
|
||||
training_args = Seq2SeqTrainingArguments(**training_args_dict)
|
||||
training_args.remove_unused_columns = False # important for pairwise dataset
|
||||
|
||||
# Initialize our Trainer
|
||||
trainer = CustomDPOTrainer(
|
||||
|
||||
Reference in New Issue
Block a user