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test_ray_image_deduplicator.py
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import os
import unittest
import numpy as np
from data_juicer.core.data import NestedDataset as Dataset
from data_juicer.ops.deduplicator.ray_image_deduplicator import RayImageDeduplicator
from data_juicer.utils.unittest_utils import DataJuicerTestCaseBase, TEST_TAG
class RayImageDeduplicatorTest(DataJuicerTestCaseBase):
data_path = os.path.join(os.path.dirname(os.path.realpath(__file__)), '..',
'data')
img1_path = os.path.join(data_path, 'img1.png')
img2_path = os.path.join(data_path, 'img2.jpg')
img3_path = os.path.join(data_path, 'img3.jpg')
# img1_dup.png is a duplicate sample of img1.png
img4_path = os.path.join(data_path, 'img1_dup.png')
if not os.path.exists(img4_path):
os.symlink(img1_path, img4_path)
# img2_dup.jpg is a duplicate sample of img2.jpg
img5_path = os.path.join(data_path, 'img2_dup.jpg')
if not os.path.exists(img5_path):
os.symlink(img2_path, img5_path)
# img3_dup.jpg is a duplicate sample of img3.jpg
img6_path = os.path.join(data_path, 'img3_dup.jpg')
if not os.path.exists(img6_path):
os.symlink(img3_path, img6_path)
# img3_dup_dup.jpg is a duplicate sample of img6.jpg
img7_path = os.path.join(data_path, 'img3_dup_dup.jpg')
if not os.path.exists(img7_path):
os.symlink(img6_path, img7_path)
def _run_image_deduplicator(self, dataset: Dataset, target_list, op):
expected_keys = [op.image_key, op.text_key]
key_list = [key for key in expected_keys
if len(target_list) > 0 and key in target_list[0]]
res_list = self.run_single_op(dataset, op, key_list)
self.assertEqual(len(res_list), len(target_list))
@TEST_TAG("ray")
def test_1(self):
ds_list = [{
'images': [self.img1_path]
}, {
'images': [self.img2_path]
}, {
'images': [self.img3_path]
}]
tgt_list = [{
'images': [self.img1_path]
}, {
'images': [self.img2_path]
}, {
'images': [self.img3_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator()
self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_2(self):
ds_list = [{
'images': [self.img1_path]
}, {
'images': [self.img2_path]
}, {
'images': [self.img2_path]
}]
tgt_list = [{'images': [self.img1_path]}, {'images': [self.img2_path]}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator()
self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_3(self):
ds_list = [{
'images': [self.img1_path]
}, {
'images': [self.img2_path]
}, {
'images': [self.img3_path]
}, {
'images': [self.img4_path]
}, {
'images': [self.img5_path]
}, {
'images': [self.img6_path]
}, {
'images': [self.img7_path]
}]
tgt_list = [{
'images': [self.img1_path]
}, {
'images': [self.img2_path]
}, {
'images': [self.img3_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator()
self._run_image_deduplicator(dataset, tgt_list, op)
# @TEST_TAG("ray")
# def test_3_consider_text(self):
# ds_list = [{
# 'images': [self.img1_path],
# 'text': '<video> text1'
# }, {
# 'images': [self.img2_path],
# 'text': '<video> text2'
# }, {
# 'images': [self.img3_path],
# 'text': '<video> text3'
# }, {
# 'images': [self.img4_path],
# 'text': '<video> text1'
# }, {
# 'images': [self.img5_path],
# 'text': '<video> text5'
# }, {
# 'images': [self.img6_path],
# 'text': '<video> text3'
# }, {
# 'images': [self.img7_path],
# 'text': '<video> text7'
# }]
# tgt_list = [{
# 'images': [self.img1_path],
# 'text': '<video> text1'
# }, {
# 'images': [self.img2_path],
# 'text': '<video> text2'
# }, {
# 'images': [self.img3_path],
# 'text': '<video> text3'
# }, {
# 'images': [self.img5_path],
# 'text': '<video> text5'
# }, {
# 'images': [self.img7_path],
# 'text': '<video> text7'
# }]
# dataset = self.generate_dataset(ds_list)
# op = RayImageDeduplicator(consider_text=True)
# self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_4(self):
ds_list = [{
'images': [self.img1_path, self.img2_path, self.img3_path]
}, {
'images': [self.img4_path, self.img5_path, self.img6_path]
}, {
'images': [self.img7_path]
}, {
'images': [self.img6_path]
}]
tgt_list = [{
'images': [self.img1_path, self.img2_path, self.img3_path]
}, {
'images': [self.img7_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator()
self._run_image_deduplicator(dataset, tgt_list, op)
# @TEST_TAG("ray")
# def test_4_consider_text(self):
# ds_list = [{
# 'images': [self.img1_path, self.img2_path, self.img3_path],
# 'text': '<image> text1 <image> text2 <image> text3',
# }, {
# 'images': [self.img4_path, self.img5_path, self.img6_path],
# 'text': '<image> text1 <image> text5 <image> text3',
# }, {
# 'images': [self.img7_path],
# 'text': '<image> text6',
# }, {
# 'images': [self.img6_path],
# 'text': '<image> text6',
# }]
# tgt_list = [{
# 'images': [self.img1_path, self.img2_path, self.img3_path],
# 'text': '<image> text1 <image> text2 <image> text3',
# }, {
# 'images': [self.img4_path, self.img5_path, self.img6_path],
# 'text': '<image> text1 <image> text5 <image> text3',
# }, {
# 'images': [self.img7_path],
# 'text': '<image> text6',
# }]
# dataset = self.generate_dataset(ds_list)
# op = RayImageDeduplicator(consider_text=True)
# self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_5(self):
ds_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img4_path, self.img5_path]
}, {
'images': [self.img7_path, self.img7_path]
}, {
'images': [self.img6_path, self.img6_path]
}]
tgt_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img7_path, self.img7_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator()
self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_6(self):
ds_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img4_path, self.img5_path]
}, {
'images': [self.img7_path, self.img7_path]
}, {
'images': [self.img6_path, self.img6_path]
}]
tgt_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img7_path, self.img7_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator(method='dhash')
self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_7(self):
ds_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img4_path, self.img5_path]
}, {
'images': [self.img7_path, self.img7_path]
}, {
'images': [self.img6_path, self.img6_path]
}]
tgt_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img7_path, self.img7_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator(method='whash')
self._run_image_deduplicator(dataset, tgt_list, op)
@TEST_TAG("ray")
def test_8(self):
ds_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img4_path, self.img5_path]
}, {
'images': [self.img7_path, self.img7_path]
}, {
'images': [self.img6_path, self.img6_path]
}]
tgt_list = [{
'images': [self.img1_path, self.img2_path]
}, {
'images': [self.img2_path, self.img1_path]
}, {
'images': [self.img7_path, self.img7_path]
}]
dataset = self.generate_dataset(ds_list)
op = RayImageDeduplicator(method='ahash')
self._run_image_deduplicator(dataset, tgt_list, op)
# @TEST_TAG("ray")
# def test_no_image(self):
# ds_list = [{
# 'images': [],
# 'text': 'text1',
# }, {
# 'images': [],
# 'text': 'text2',
# }, {
# 'images': [self.img7_path],
# 'text': '<image> text6',
# }, {
# 'images': [self.img6_path],
# 'text': '<image> text6',
# }]
# tgt_list = [{
# 'images': [],
# 'text': 'text1',
# }, {
# 'images': [],
# 'text': 'text2',
# }, {
# 'images': [self.img7_path],
# 'text': '<image> text6',
# }]
# dataset = self.generate_dataset(ds_list)
# op = RayImageDeduplicator()
# self._run_image_deduplicator(dataset, tgt_list, op)
# @TEST_TAG("ray")
# def test_no_image_consider_text(self):
# ds_list = [{
# 'images': [],
# 'text': 'text1',
# }, {
# 'images': [],
# 'text': 'text2',
# }, {
# 'images': [],
# 'text': 'text1',
# }, {
# 'images': [],
# 'text': 'text3',
# }, {
# 'images': [self.img7_path],
# 'text': '<image> text6',
# }, {
# 'images': [self.img6_path],
# 'text': '<image> text6',
# }]
# tgt_list = [{
# 'images': [],
# 'text': 'text1',
# }, {
# 'images': [],
# 'text': 'text2',
# }, {
# 'images': [],
# 'text': 'text3',
# }, {
# 'images': [self.img7_path],
# 'text': '<image> text6',
# }]
# dataset = self.generate_dataset(ds_list)
# op = RayImageDeduplicator(consider_text=True)
# self._run_image_deduplicator(dataset, tgt_list, op)
if __name__ == '__main__':
unittest.main()