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45 changes: 45 additions & 0 deletions examples/custom/OCRBench.py
Original file line number Diff line number Diff line change
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from typing import Any, Dict, Optional
from swift.llm import (load_dataset, register_dataset, DatasetMeta)
from swift.llm.dataset import ResponsePreprocessor



class OCRBenchPreprocessor(ResponsePreprocessor):

def preprocess(self, row: Dict[str, Any]) -> Optional[Dict[str, Any]]:
import os
row = super().preprocess(row)
image = row['image_path']
if not image:
return
image = os.path.join(self.prefix_path, image)
if not os.path.exists(image):
return
row['images'] = [image]
return row

def prepare_dataset(self, dataset):
"local dataset"

self.prefix_path = "/datasets/OCRBench/OCRBench_Images/"
return super().prepare_dataset(dataset)


register_dataset(
DatasetMeta(
dataset_path='/datasets/OCRBench/OCRBench.json',
preprocess_func=OCRBenchPreprocessor(),

))




if __name__ == '__main__':
# The Shell script can view `examples/pytorch/llm/scripts/custom`.
# test dataset
train_dataset, val_dataset = load_dataset('/datasets/OCRBench/OCRBench.json')
print(f'train_dataset: {train_dataset}')
print(f'val_dataset: {val_dataset}')