pip install -r requirements.txt
conda install -c conda-forge faiss-gpu
A800 80G
test_size |
k |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 0.25 | 1 | 0.9003 | 0.9003 | N/A |
| 0.25 | 3 | 0.9759 | 0.9759 | 0.8843 |
| 0.25 | 5 | 0.9897 | 0.9897 | 0.8557 |
| 0.5 | 1 | 0.8713 | 0.8713 | N/A |
| 0.5 | 3 | 0.9647 | 0.9647 | 0.8589 |
| 0.5 | 5 | 0.9877 | 0.9877 | 0.8335 |
| 0.75 | 1 | 0.8800 | 0.8800 | N/A |
| 0.75 | 3 | 0.9718 | 0.9718 | 0.8169 |
| 0.75 | 5 | 0.9929 | 0.9929 | 0.7374 |
k |
test_size |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 1 | 0.25 | 0.9003 | 0.9003 | N/A |
| 1 | 0.5 | 0.8713 | 0.8713 | N/A |
| 1 | 0.75 | 0.8800 | 0.8800 | N/A |
| 3 | 0.25 | 0.9759 | 0.9759 | 0.8843 |
| 3 | 0.5 | 0.9647 | 0.9647 | 0.8589 |
| 3 | 0.75 | 0.9718 | 0.9718 | 0.8169 |
| 5 | 0.25 | 0.9897 | 0.9897 | 0.8557 |
| 5 | 0.5 | 0.9877 | 0.9877 | 0.8335 |
| 5 | 0.75 | 0.9929 | 0.9929 | 0.7374 |
注：上述两个表仅排列方式不同，数据完全相同。
A800 80G
test_size |
k |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 0.25 | 1 | 0.8935 | 0.8935 | N/A |
| 0.25 | 3 | 0.9691 | 0.9691 | 0.8763 |
| 0.25 | 5 | 0.9863 | 0.9863 | 0.8502 |
| 0.5 | 1 | 0.8642 | 0.8642 | N/A |
| 0.5 | 3 | 0.9700 | 0.9700 | 0.8413 |
| 0.5 | 5 | 0.9806 | 0.9806 | 0.7933 |
| 0.75 | 1 | 0.8541 | 0.8541 | N/A |
| 0.75 | 3 | 0.9671 | 0.9671 | 0.7671 |
| 0.75 | 5 | 0.9882 | 0.9882 | 0.6828 |
k |
test_size |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 1 | 0.25 | 0.8935 | 0.8935 | N/A |
| 1 | 0.5 | 0.8642 | 0.8642 | N/A |
| 1 | 0.75 | 0.8541 | 0.8541 | N/A |
| 3 | 0.25 | 0.9691 | 0.9691 | 0.8763 |
| 3 | 0.5 | 0.9700 | 0.9700 | 0.8413 |
| 3 | 0.75 | 0.9671 | 0.9671 | 0.7671 |
| 5 | 0.25 | 0.9863 | 0.9863 | 0.8502 |
| 5 | 0.5 | 0.9806 | 0.9806 | 0.7933 |
| 5 | 0.75 | 0.9882 | 0.9882 | 0.6828 |
注：上述两个表仅排列方式不同，数据完全相同。
RTX4090 24G
test_size |
k |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 0.25 | 1 | 0.8900 | 0.8900 | N/A |
| 0.25 | 3 | 0.9794 | 0.9794 | 0.8843 |
| 0.25 | 5 | 1.0000 | 1.0000 | 0.8694 |
| 0.5 | 1 | 0.8783 | 0.8783 | N/A |
| 0.5 | 3 | 0.9788 | 0.9788 | 0.8636 |
| 0.5 | 5 | 0.9929 | 0.9929 | 0.8349 |
| 0.75 | 1 | 0.8659 | 0.8659 | N/A |
| 0.75 | 3 | 0.9682 | 0.9682 | 0.8078 |
| 0.75 | 5 | 0.9847 | 0.9847 | 0.7219 |
k |
test_size |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 1 | 0.25 | 0.8900 | 0.8900 | N/A |
| 1 | 0.5 | 0.8783 | 0.8783 | N/A |
| 1 | 0.75 | 0.8659 | 0.8659 | N/A |
| 3 | 0.25 | 0.9794 | 0.9794 | 0.8843 |
| 3 | 0.5 | 0.9788 | 0.9788 | 0.8636 |
| 3 | 0.75 | 0.9682 | 0.9682 | 0.8078 |
| 5 | 0.25 | 1.0000 | 1.0000 | 0.8694 |
| 5 | 0.5 | 0.9929 | 0.9929 | 0.8349 |
| 5 | 0.75 | 0.9847 | 0.9847 | 0.7219 |
注：上述两个表仅排列方式不同，数据完全相同。
A800 80G
test_size |
k |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 0.25 | 1 | 0.7960 | 0.7960 | 0.7085 |
| 0.25 | 3 | 0.8921 | 0.8921 | 0.6279 |
| 0.25 | 5 | 0.9254 | 0.9254 | 0.5583 |
| 0.5 | 1 | 0.7875 | 0.7875 | 0.6761 |
| 0.5 | 3 | 0.9011 | 0.9011 | 0.5789 |
| 0.5 | 5 | 0.9334 | 0.9334 | 0.4857 |
| 0.75 | 1 | 0.7709 | 0.7709 | 0.6142 |
| 0.75 | 3 | 0.8871 | 0.8871 | 0.4367 |
| 0.75 | 5 | 0.9175 | 0.9175 | 0.3268 |
k |
test_size |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 1 | 0.25 | 0.7960 | 0.7960 | 0.7085 |
| 1 | 0.5 | 0.7875 | 0.7875 | 0.6761 |
| 1 | 0.75 | 0.7709 | 0.7709 | 0.6142 |
| 3 | 0.25 | 0.8921 | 0.8921 | 0.6279 |
| 3 | 0.5 | 0.9011 | 0.9011 | 0.5789 |
| 3 | 0.75 | 0.8871 | 0.8871 | 0.4367 |
| 5 | 0.25 | 0.9254 | 0.9254 | 0.5583 |
| 5 | 0.5 | 0.9334 | 0.9334 | 0.4857 |
| 5 | 0.75 | 0.9175 | 0.9175 | 0.3268 |
注：上述两个表仅排列方式不同，数据完全相同。
A800 80G
test_size |
k |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 0.25 | 1 | 0.7980 | 0.7980 | 0.6809 |
| 0.25 | 3 | 0.8810 | 0.8810 | 0.5667 |
| 0.25 | 5 | 0.9189 | 0.9189 | 0.4897 |
| 0.5 | 1 | 0.7731 | 0.7731 | 0.6440 |
| 0.5 | 3 | 0.8837 | 0.8837 | 0.5116 |
| 0.5 | 5 | 0.9196 | 0.9196 | 0.4183 |
| 0.75 | 1 | 0.7317 | 0.7317 | 0.5568 |
| 0.75 | 3 | 0.8533 | 0.8533 | 0.3791 |
| 0.75 | 5 | 0.8918 | 0.8918 | 0.2814 |
k |
test_size |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 1 | 0.25 | 0.7980 | 0.7980 | 0.6809 |
| 1 | 0.5 | 0.7731 | 0.7731 | 0.6440 |
| 1 | 0.75 | 0.7317 | 0.7317 | 0.5568 |
| 3 | 0.25 | 0.8810 | 0.8810 | 0.5667 |
| 3 | 0.5 | 0.8837 | 0.8837 | 0.5116 |
| 3 | 0.75 | 0.8533 | 0.8533 | 0.3791 |
| 5 | 0.25 | 0.9189 | 0.9189 | 0.4897 |
| 5 | 0.5 | 0.9196 | 0.9196 | 0.4183 |
| 5 | 0.75 | 0.8918 | 0.8918 | 0.2814 |
注：上述两个表仅排列方式不同，数据完全相同。
RTX4090 24G
test_size |
k |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 0.25 | 1 | 0.7660 | 0.7660 | 0.6731 |
| 0.25 | 3 | 0.8624 | 0.8624 | 0.5990 |
| 0.25 | 5 | 0.9026 | 0.9026 | 0.5307 |
| 0.5 | 1 | 0.7541 | 0.7541 | 0.6439 |
| 0.5 | 3 | 0.8475 | 0.8475 | 0.5412 |
| 0.5 | 5 | 0.8957 | 0.8957 | 0.4569 |
| 0.75 | 1 | 0.7111 | 0.7111 | 0.5733 |
| 0.75 | 3 | 0.8313 | 0.8313 | 0.4065 |
| 0.75 | 5 | 0.8804 | 0.8804 | 0.3001 |
k |
test_size |
Overall Accuracy (no dedup) | Overall Accuracy (dedup) | Overall Precision |
|---|---|---|---|---|
| 1 | 0.25 | 0.7660 | 0.7660 | 0.6731 |
| 1 | 0.5 | 0.7541 | 0.7541 | 0.6439 |
| 1 | 0.75 | 0.7111 | 0.7111 | 0.5733 |
| 3 | 0.25 | 0.8624 | 0.8624 | 0.5990 |
| 3 | 0.5 | 0.8475 | 0.8475 | 0.5412 |
| 3 | 0.75 | 0.8313 | 0.8313 | 0.4065 |
| 5 | 0.25 | 0.9026 | 0.9026 | 0.5307 |
| 5 | 0.5 | 0.8957 | 0.8957 | 0.4569 |
| 5 | 0.75 | 0.8804 | 0.8804 | 0.3001 |
注：上述两个表仅排列方式不同，数据完全相同。
