csv-reader
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Updated 6 months ago
data-source
csv reader
author: junjie.jiang
Desription
Wrapper of python csv: https://docs.python.org/3.8/library/csv.html
The parameters are consistent with csv.reader
Code Example
Example
from towhee import DataLoader, pipe, ops
p = (
pipe.input('image_path')
.map('image_path', 'image', ops.image_decode.cv2())
.map('image', 'vec', ops.image_embedding.timm(model_name='resnet50'))
.output('vec')
)
# csv data format: id,image_path,label
for data in DataLoader(ops.data_source.csv_reader('./reverse_image_search.csv'), parser=lambda x: x[1]):
print(p(data).to_list(kv_format=True))
# batch
for data in DataLoader(ops.data_source.csv_reader('./reverse_image_search.csv'), parser=lambda x: x[1], batch_size=10):
p.batch(data)
Parameters:
f_path: str
csv file path
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