improve data process logger
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ca48f90f1e
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@ -149,7 +149,7 @@ def convert_sharegpt(
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chosen[dataset_attr.role_tag] not in accept_tags[-1]
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or rejected[dataset_attr.role_tag] not in accept_tags[-1]
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):
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logger.warning("Invalid role tag in {}.".format(messages))
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logger.warning("Invalid role tag in {}.".format([chosen, rejected]))
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broken_data = True
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prompt = aligned_messages
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@ -77,6 +77,7 @@ def preprocess_supervised_dataset(
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for i in range(len(examples["prompt"])):
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if len(examples["prompt"][i]) % 2 != 1 or len(examples["response"][i]) != 1:
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logger.warning("Dropped invalid example: {}".format(examples["prompt"][i] + examples["response"][i]))
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continue
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if processor is not None:
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@ -129,6 +130,7 @@ def preprocess_packed_supervised_dataset(
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input_ids, labels = [], []
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for i in range(len(examples["prompt"])):
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if len(examples["prompt"][i]) % 2 != 1 or len(examples["response"][i]) != 1:
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logger.warning("Dropped invalid example: {}".format(examples["prompt"][i] + examples["response"][i]))
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continue
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messages = examples["prompt"][i] + examples["response"][i]
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@ -178,6 +180,7 @@ def preprocess_unsupervised_dataset(
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for i in range(len(examples["prompt"])):
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if len(examples["prompt"][i]) % 2 != 1:
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logger.warning("Dropped invalid example: {}".format(examples["prompt"][i] + examples["response"][i]))
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continue
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if processor is not None:
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@ -224,6 +227,7 @@ def preprocess_pairwise_dataset(
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for i in range(len(examples["prompt"])):
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if len(examples["prompt"][i]) % 2 != 1 or len(examples["response"][i]) < 2:
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logger.warning("Dropped invalid example: {}".format(examples["prompt"][i] + examples["response"][i]))
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continue
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if processor is not None:
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@ -285,6 +289,7 @@ def preprocess_kto_dataset(
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for i in range(len(examples["prompt"])):
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if len(examples["prompt"][i]) % 2 != 1 or len(examples["response"][i]) < 2:
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logger.warning("Dropped invalid example: {}".format(examples["prompt"][i] + examples["response"][i]))
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continue
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if processor is not None:
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@ -62,7 +62,7 @@ def run_kto(
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trainer.save_metrics("train", train_result.metrics)
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trainer.save_state()
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if trainer.is_world_process_zero() and finetuning_args.plot_loss:
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plot_loss(training_args.output_dir, keys=["loss", "eval_loss"])
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plot_loss(training_args.output_dir, keys=["loss", "eval_loss", "train/rewards/chosen"])
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# Evaluation
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if training_args.do_eval:
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