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############### | |
# Load datasets | |
############### | |
raw_datasets = get_datasets(data_args, splits=data_args.dataset_splits) | |
logger.info( | |
f"Training on the following datasets and their proportions: {[split + ' : ' + str(dset.num_rows) for split, dset in raw_datasets.items()]}" | |
) | |
################ | |
# Load tokenizer | |
################ | |
tokenizer = get_tokenizer(model_args, data_args) | |
##################### | |
# Apply chat template | |
##################### | |
raw_datasets = raw_datasets.map(apply_chat_template, fn_kwargs={"tokenizer": tokenizer, "task": "sft"}) | |
train_dataset = raw_datasets["train"] | |
eval_dataset = raw_datasets["test"] |