diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..a6df5c087006b292f1ec303aaf9363d53591d630 --- /dev/null +++ b/README.md @@ -0,0 +1,139 @@ +
+ +# LLaVA-UHD-v3 Pilot Experiment + +**PROGRESSIVE VISUAL COMPRESSION FOR EFFICIENT NAIVE-RESOLUTION ENCODING IN MLLMS** + +[📄 OpenReview](https://openreview.net/pdf/3bd376fce3e8ff071bfd2f7b509f651553e2cb38.pdf) | [💻 Github](https://github.com/Sishxo/LLaVA-UHD-v3/tree/master?tab=readme-ov-file) +
+ +Here, we will introduce several benchmarks used in the preliminary experiments of LLaVA-UHD-v3 (ShapeGrid, Sudoku, and Sudoku in the Appendix), along with the related plotting code, preliminary experiment model inference code, and the model inference results. + +## Summary of Preliminary Experiments + +The pilot experiment is designed to systematically compare the performance of Global Naive-Resolution Encoding ([GNE](https://huggingface.co/ZzzHelloWorld/llava-uhd-final/tree/main)) against Slice-Based Encoding ([SBE](https://huggingface.co/ZzzHelloWorld/llava_uhd_resampler_query_49)) in multimodal models. Through controlled experiments on general benchmarks and a synthetic dataset (ShapeGrid) created specifically to test spatial perception, the study finds that GNE significantly outperforms SBE in both semantic understanding and spatial reasoning. To further investigate the advantages of GNE, the experiment introduced the ShapeGrid-Sudoku dataset. By querying the model on the position of patterns in a 3x3 grid relative to a central pentagram, it revealed that the SBE method exhibits a systematic "cross-shaped" directional bias stemming from its slicing mechanism. The root cause is that image partitioning disrupts the spatial continuity of attention. This conclusion strongly demonstrates the advantage of global encoding in preserving visual holism and highlights the necessity of developing a novel visual encoding method that is both efficient and global. + +## 🔥ShapeGrid benchmark +The `ShapeGrid` benchmark includes questions about distance, area, location, and count involving various random shapes, aiming to specifically evaluate the model’s spatial perception ability. + +

+ +

+ +Performance comparison between global naive-resolution encoding (GNE) and slice-based encoding (SBE) across different general benchmarks and ShapeGrid subsets.It can be seen that GNE outperforms all others by a large margin, both on the general benchmarks and the ShapeGrid subsets. + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
ModelDistanceCountLocationArea
GNE60.471.273.589.2
SBE51.355.764.778.7
+ +
+ +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + +
ModelMMStarSEEDMMBenchMME
GNE51.074.074.878.6
SBE47.772.472.877.3
+ +
+ +## 🔥ShapeGrid-Sudoku benchmark +To precisely evaluate spatial directional awareness, the pilot experiment introduced a "`Sudoku`-style" dataset. Each image consists of a 3x3 grid with a fixed central anchor surrounded by random objects. The model is tasked with identifying the direction of a target object relative to the center, a design that isolates directional localization for a clear and independent assessment. + +

+ +

+The results revealed a stark contrast between the methods. Global Naive-Resolution Encoding (GNE) achieved high, balanced accuracy across all directions, indicating unbiased spatial understanding. In contrast, Slice-Based Encoding (SBE) exhibited a systematic "cross-shaped" bias, with significantly lower accuracy for objects directly above, below, left, and right of the center. This flaw was attributed to SBE's slicing mechanism disrupting spatial continuity and leading to uneven attention, strongly validating the critical advantage of global encoding in preserving visual holism. + +

+ +

+ +## 🔥Appendix-Sudoku benchmark +To verify whether the performance of global naive-resolution visual encoding and slice-based en-coding on the Sudoku subset exhibits consistent patterns observed in the pilot experiment, we further evaluate the widely discussed approaches, like Qwen2.5-VL representing GNE and MiniCPM-o 2.6 representing SBE on the Sudoku subset. Since the widely discussed approaches show stronger performance, we adopted the more challenging ShapeGrid-Sudoku subset. + +

+ +

+ +It can be seen that Qwen2.5-VL achieves con-sistently high accuracy across all positions in the Sudoku subset, whereas MiniCPM-o 2.6 exhibits lower accuracy in the top and right positions. + +

+ +

+ +## Other Sections +If you want to reproduce the results of the pilot experiment, you need to first download the checkpoints of [GNE](https://huggingface.co/ZzzHelloWorld/llava-uhd-final) and [SBE](https://huggingface.co/ZzzHelloWorld/llava_uhd_resampler_query_49).Evaluation script is in `VLMEvalkit-sudoku`, you need to add the corresponding files to the official VLMEvalkit project for testing.For details of data organization, please refer to [here](https://github.com/open-compass/VLMEvalKit) for help. +We provide the same script to complete the testing. + +You can start the inference by performing the following steps. +```bash +cd ./VLMEvalKit-sudoku +bash eval.sh +``` + +We also provide code for plotting the heatmaps of model answer accuracy, where the Sudoku results are generated using `heatmap.py`, and the Appendix-Sudoku results are generated using `heatmap_appendix.py`.The inference results of GNE, SBE, MiniCPM-o 2.6, and Qwen2.5-VL can be found in `eval_results`. + +## Citation + +If you find LLaVA-UHD-v3 useful for your research and applications, please cite using this BibTeX: +```bibtex +@inproceedings{anonymous2025llavauhd, + title={{LL}a{VA}-{UHD} v3: Progressive Visual Compression for Efficient Naive-Resolution Encoding in {MLLM}s}, + author={Anonymous}, + booktitle={Submitted to The Fourteenth International Conference on Learning Representations}, + year={2025}, + url={https://openreview.net/forum?id=T4pK6ByRit}, + note={under review} +} +``` + diff --git a/Shapegrid/ShapeGrid_area.tsv b/Shapegrid/ShapeGrid_area.tsv new file mode 100644 index 0000000000000000000000000000000000000000..a83be33676632b00ffa67181656128ba0c5a1af4 --- /dev/null +++ b/Shapegrid/ShapeGrid_area.tsv @@ -0,0 +1,1001 @@ +index image_path question answer category +1 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_1.png The blue one has a larger area than the gray one. No spat +2 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_2.png The green one has a larger area than the gray one. No spat +3 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_3.png The green one has a larger area than the purple one. Yes spat +4 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_4.png The red one has a larger area than the blue one. No spat +5 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_5.png The gray one has a larger area than the brown one. Yes spat +6 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_6.png The purple one has a larger area than the blue one. Yes spat +7 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_7.png The pink one has a larger area than the green one. No spat +8 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_8.png The gray one has a larger area than the pink one. No spat +9 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_9.png The orange one has a larger area than the blue one. No spat +10 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_10.png The orange one has a larger area than the red one. Yes spat +11 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_11.png The pink one has a larger area than the green one. No spat +12 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_12.png The purple one has a larger area than the orange one. No spat +13 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_13.png The green one has a larger area than the brown one. Yes spat +14 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_14.png The blue one has a larger area than the purple one. Yes spat +15 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_15.png The red one has a larger area than the blue one. Yes spat +16 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_16.png The orange one has a larger area than the gray one. Yes spat +17 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_17.png The gray one has a larger area than the orange one. No spat +18 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_18.png The purple one has a larger area than the blue one. Yes spat +19 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_19.png The red one has a larger area than the green one. Yes spat +20 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_20.png The pink one has a larger area than the green one. No spat +21 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_21.png The green one has a larger area than the orange one. Yes spat +22 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_22.png The orange one has a larger area than the pink one. No spat +23 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_23.png The pink one has a larger area than the green one. Yes spat +24 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_24.png The orange one has a larger area than the brown one. No spat +25 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_25.png The orange one has a larger area than the gray one. No spat +26 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_26.png The blue one has a larger area than the orange one. No spat +27 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_27.png The red one has a larger area than the purple one. Yes spat +28 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_28.png The pink one has a larger area than the red one. Yes spat +29 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_29.png The red one has a larger area than the pink one. No spat +30 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_30.png The purple one has a larger area than the gray one. No spat +31 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_31.png The purple one has a larger area than the pink one. No spat +32 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_32.png The red one has a larger area than the pink one. No spat +33 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_33.png The brown one has a larger area than the blue one. Yes spat +34 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_34.png The blue one has a larger area than the green one. Yes spat +35 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_35.png The red one has a larger area than the gray one. No spat +36 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_36.png The red one has a larger area than the purple one. No spat +37 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_37.png The green one has a larger area than the brown one. No spat +38 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_38.png The pink one has a larger area than the blue one. No spat +39 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_39.png The pink one has a larger area than the blue one. No spat +40 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_40.png The red one has a larger area than the brown one. No spat +41 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_41.png The red one has a larger area than the purple one. Yes spat +42 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_42.png The orange one has a larger area than the purple one. No spat +43 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_43.png The pink one has a larger area than the green one. No spat +44 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_44.png The pink one has a larger area than the brown one. No spat +45 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_45.png The pink one has a larger area than the gray one. Yes spat +46 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_46.png The blue one has a larger area than the pink one. Yes spat +47 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_47.png The red one has a larger area than the orange one. Yes spat +48 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_48.png The purple one has a larger area than the blue one. No spat +49 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_49.png The pink one has a larger area than the purple one. No spat +50 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_50.png The green one has a larger area than the pink one. No spat +51 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_51.png The orange one has a larger area than the gray one. Yes spat +52 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_52.png The red one has a larger area than the purple one. Yes spat +53 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_53.png The pink one has a larger area than the purple one. No spat +54 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_54.png The brown one has a larger area than the purple one. Yes spat +55 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_55.png The blue one has a larger area than the gray one. Yes spat +56 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_56.png The pink one has a larger area than the blue one. No spat +57 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_57.png The red one has a larger area than the brown one. Yes spat +58 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_58.png The purple one has a larger area than the pink one. Yes spat +59 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_59.png The pink one has a larger area than the brown one. No spat +60 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_60.png The purple one has a larger area than the pink one. No spat +61 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_61.png The orange one has a larger area than the brown one. Yes spat +62 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_62.png The pink one has a larger area than the brown one. No spat +63 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_63.png The gray one has a larger area than the blue one. Yes spat +64 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_64.png The brown one has a larger area than the blue one. Yes spat +65 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_65.png The green one has a larger area than the brown one. Yes spat +66 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_66.png The green one has a larger area than the orange one. Yes spat +67 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_67.png The pink one has a larger area than the gray one. Yes spat +68 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_68.png The purple one has a larger area than the brown one. No spat +69 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_69.png The green one has a larger area than the gray one. Yes spat +70 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_70.png The purple one has a larger area than the red one. No spat +71 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_71.png The brown one has a larger area than the pink one. No spat +72 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_72.png The red one has a larger area than the brown one. Yes spat +73 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_73.png The gray one has a larger area than the red one. Yes spat +74 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_74.png The orange one has a larger area than the pink one. No spat +75 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_75.png The red one has a larger area than the purple one. No spat +76 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_76.png The purple one has a larger area than the orange one. No spat +77 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_77.png The brown one has a larger area than the blue one. No spat +78 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_78.png The purple one has a larger area than the orange one. No spat +79 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_79.png The purple one has a larger area than the brown one. No spat +80 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_80.png The red one has a larger area than the pink one. No spat +81 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_81.png The purple one has a larger area than the blue one. No spat +82 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_82.png The purple one has a larger area than the green one. No spat +83 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_83.png The gray one has a larger area than the red one. No spat +84 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_84.png The orange one has a larger area than the blue one. Yes spat +85 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_85.png The purple one has a larger area than the blue one. Yes spat +86 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_86.png The purple one has a larger area than the gray one. No spat +87 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_87.png The pink one has a larger area than the purple one. Yes spat +88 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_88.png The gray one has a larger area than the purple one. Yes spat +89 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_89.png The brown one has a larger area than the orange one. No spat +90 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_90.png The purple one has a larger area than the orange one. No spat +91 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_91.png The gray one has a larger area than the orange one. No spat +92 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_92.png The gray one has a larger area than the red one. No spat +93 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_93.png The pink one has a larger area than the red one. Yes spat +94 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_94.png The pink one has a larger area than the purple one. No spat +95 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_95.png The red one has a larger area than the gray one. Yes spat +96 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_96.png The pink one has a larger area than the purple one. Yes spat +97 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_97.png The brown one has a larger area than the gray one. Yes spat +98 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_98.png The pink one has a larger area than the brown one. Yes spat +99 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_99.png The orange one has a larger area than the blue one. Yes spat +100 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_100.png The gray one has a larger area than the orange one. Yes spat +101 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_101.png The orange one has a larger area than the green one. Yes spat +102 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_102.png The green one has a larger area than the purple one. Yes spat +103 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_103.png The blue one has a larger area than the purple one. Yes spat +104 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_104.png The blue one has a larger area than the green one. Yes spat +105 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_105.png The purple one has a larger area than the orange one. No spat +106 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_106.png The gray one has a larger area than the green one. Yes spat +107 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_107.png The red one has a larger area than the orange one. No spat +108 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_108.png The blue one has a larger area than the brown one. Yes spat +109 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_109.png The red one has a larger area than the brown one. Yes spat +110 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_110.png The green one has a larger area than the blue one. No spat +111 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_111.png The brown one has a larger area than the pink one. Yes spat +112 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_112.png The blue one has a larger area than the green one. No spat +113 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_113.png The purple one has a larger area than the blue one. No spat +114 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_114.png The red one has a larger area than the gray one. No spat +115 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_115.png The orange one has a larger area than the brown one. No spat +116 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_116.png The red one has a larger area than the brown one. Yes spat +117 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_117.png The blue one has a larger area than the orange one. No spat +118 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_118.png The pink one has a larger area than the gray one. No spat +119 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_119.png The blue one has a larger area than the red one. No spat +120 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_120.png The brown one has a larger area than the gray one. No spat +121 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_121.png The gray one has a larger area than the red one. No spat +122 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_122.png The pink one has a larger area than the gray one. No spat +123 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_123.png The gray one has a larger area than the brown one. Yes spat +124 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_124.png The red one has a larger area than the blue one. No spat +125 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_125.png The orange one has a larger area than the brown one. Yes spat +126 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_126.png The pink one has a larger area than the purple one. No spat +127 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_127.png The blue one has a larger area than the gray one. Yes spat +128 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_128.png The gray one has a larger area than the brown one. Yes spat +129 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_129.png The purple one has a larger area than the red one. No spat +130 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_130.png The pink one has a larger area than the gray one. No spat +131 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_131.png The pink one has a larger area than the brown one. Yes spat +132 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_132.png The purple one has a larger area than the orange one. No spat +133 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_133.png The pink one has a larger area than the gray one. Yes spat +134 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_134.png The brown one has a larger area than the purple one. Yes spat +135 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_135.png The pink one has a larger area than the green one. No spat +136 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_136.png The orange one has a larger area than the blue one. No spat +137 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_137.png The gray one has a larger area than the purple one. No spat +138 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_138.png The orange one has a larger area than the brown one. Yes spat +139 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_139.png The green one has a larger area than the red one. Yes spat +140 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_140.png The blue one has a larger area than the orange one. No spat +141 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_141.png The brown one has a larger area than the pink one. Yes spat +142 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_142.png The brown one has a larger area than the orange one. Yes spat +143 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_143.png The green one has a larger area than the brown one. Yes spat +144 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_144.png The green one has a larger area than the pink one. No spat +145 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_145.png The blue one has a larger area than the pink one. No spat +146 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_146.png The blue one has a larger area than the purple one. No spat +147 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_147.png The purple one has a larger area than the brown one. No spat +148 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_148.png The green one has a larger area than the brown one. No spat +149 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_149.png The orange one has a larger area than the purple one. Yes spat +150 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_150.png The gray one has a larger area than the brown one. No spat +151 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_151.png The orange one has a larger area than the gray one. No spat +152 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_152.png The orange one has a larger area than the pink one. No spat +153 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_153.png The blue one has a larger area than the purple one. Yes spat +154 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_154.png The red one has a larger area than the purple one. Yes spat +155 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_155.png The green one has a larger area than the gray one. Yes spat +156 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_156.png The pink one has a larger area than the blue one. No spat +157 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_157.png The pink one has a larger area than the blue one. Yes spat +158 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_158.png The pink one has a larger area than the gray one. Yes spat +159 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_159.png The orange one has a larger area than the green one. Yes spat +160 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_160.png The green one has a larger area than the orange one. No spat +161 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_161.png The pink one has a larger area than the gray one. Yes spat +162 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_162.png The brown one has a larger area than the red one. Yes spat +163 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_163.png The purple one has a larger area than the green one. Yes spat +164 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_164.png The orange one has a larger area than the green one. No spat +165 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_165.png The gray one has a larger area than the brown one. Yes spat +166 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_166.png The brown one has a larger area than the blue one. No spat +167 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_167.png The purple one has a larger area than the green one. No spat +168 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_168.png The pink one has a larger area than the blue one. Yes spat +169 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_169.png The orange one has a larger area than the gray one. No spat +170 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_170.png The brown one has a larger area than the purple one. Yes spat +171 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_171.png The orange one has a larger area than the red one. Yes spat +172 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_172.png The purple one has a larger area than the brown one. No spat +173 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_173.png The blue one has a larger area than the brown one. Yes spat +174 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_174.png The brown one has a larger area than the pink one. No spat +175 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_175.png The red one has a larger area than the green one. Yes spat +176 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_176.png The gray one has a larger area than the orange one. Yes spat +177 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_177.png The red one has a larger area than the green one. No spat +178 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_178.png The orange one has a larger area than the gray one. No spat +179 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_179.png The brown one has a larger area than the gray one. No spat +180 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_180.png The red one has a larger area than the purple one. No spat +181 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_181.png The pink one has a larger area than the gray one. No spat +182 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_182.png The gray one has a larger area than the purple one. Yes spat +183 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_183.png The purple one has a larger area than the orange one. No spat +184 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_184.png The pink one has a larger area than the red one. Yes spat +185 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_185.png The green one has a larger area than the purple one. Yes spat +186 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_186.png The orange one has a larger area than the brown one. Yes spat +187 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_187.png The orange one has a larger area than the red one. Yes spat +188 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_188.png The red one has a larger area than the brown one. Yes spat +189 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_189.png The brown one has a larger area than the orange one. No spat +190 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_190.png The blue one has a larger area than the orange one. Yes spat +191 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_191.png The gray one has a larger area than the purple one. Yes spat +192 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_192.png The green one has a larger area than the orange one. Yes spat +193 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_193.png The purple one has a larger area than the red one. No spat +194 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_194.png The blue one has a larger area than the green one. Yes spat +195 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_195.png The gray one has a larger area than the green one. Yes spat +196 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_196.png The orange one has a larger area than the pink one. Yes spat +197 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_197.png The gray one has a larger area than the brown one. Yes spat +198 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_198.png The brown one has a larger area than the red one. No spat +199 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_199.png The purple one has a larger area than the brown one. No spat +200 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_200.png The blue one has a larger area than the pink one. Yes spat +201 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_201.png The orange one has a larger area than the blue one. No spat +202 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_202.png The brown one has a larger area than the orange one. Yes spat +203 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_203.png The orange one has a larger area than the gray one. Yes spat +204 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_204.png The pink one has a larger area than the red one. No spat +205 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_205.png The orange one has a larger area than the blue one. Yes spat +206 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_206.png The purple one has a larger area than the blue one. No spat +207 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_207.png The red one has a larger area than the gray one. No spat +208 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_208.png The gray one has a larger area than the red one. Yes spat +209 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_209.png The pink one has a larger area than the brown one. Yes spat +210 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_210.png The orange one has a larger area than the red one. Yes spat +211 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_211.png The pink one has a larger area than the gray one. Yes spat +212 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_212.png The purple one has a larger area than the orange one. Yes spat +213 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_213.png The orange one has a larger area than the green one. No spat +214 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_214.png The red one has a larger area than the gray one. No spat +215 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_215.png The purple one has a larger area than the red one. No spat +216 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_216.png The blue one has a larger area than the gray one. Yes spat +217 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_217.png The purple one has a larger area than the orange one. No spat +218 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_218.png The brown one has a larger area than the blue one. No spat +219 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_219.png The orange one has a larger area than the brown one. Yes spat +220 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_220.png The orange one has a larger area than the gray one. No spat +221 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_221.png The blue one has a larger area than the orange one. Yes spat +222 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_222.png The pink one has a larger area than the green one. Yes spat +223 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_223.png The gray one has a larger area than the pink one. No spat +224 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_224.png The green one has a larger area than the purple one. Yes spat +225 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_225.png The purple one has a larger area than the green one. Yes spat +226 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_226.png The brown one has a larger area than the blue one. No spat +227 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_227.png The red one has a larger area than the pink one. No spat +228 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_228.png The green one has a larger area than the purple one. Yes spat +229 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_229.png The blue one has a larger area than the purple one. Yes spat +230 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_230.png The blue one has a larger area than the purple one. Yes spat +231 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_231.png The green one has a larger area than the gray one. Yes spat +232 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_232.png The blue one has a larger area than the brown one. No spat +233 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_233.png The brown one has a larger area than the green one. Yes spat +234 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_234.png The green one has a larger area than the red one. No spat +235 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_235.png The pink one has a larger area than the green one. Yes spat +236 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_236.png The red one has a larger area than the brown one. Yes spat +237 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_237.png The blue one has a larger area than the purple one. No spat +238 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_238.png The gray one has a larger area than the purple one. No spat +239 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_239.png The orange one has a larger area than the brown one. Yes spat +240 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_240.png The brown one has a larger area than the green one. No spat +241 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_241.png The blue one has a larger area than the gray one. Yes spat +242 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_242.png The pink one has a larger area than the red one. Yes spat +243 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_243.png The blue one has a larger area than the gray one. No spat +244 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_244.png The green one has a larger area than the blue one. Yes spat +245 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_245.png The blue one has a larger area than the orange one. Yes spat +246 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_246.png The blue one has a larger area than the gray one. No spat +247 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_247.png The red one has a larger area than the blue one. No spat +248 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_248.png The green one has a larger area than the orange one. No spat +249 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_249.png The purple one has a larger area than the orange one. No spat +250 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_250.png The green one has a larger area than the pink one. Yes spat +251 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_251.png The brown one has a larger area than the pink one. No spat +252 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_252.png The brown one has a larger area than the orange one. Yes spat +253 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_253.png The purple one has a larger area than the blue one. No spat +254 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_254.png The brown one has a larger area than the orange one. No spat +255 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_255.png The orange one has a larger area than the gray one. No spat +256 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_256.png The purple one has a larger area than the pink one. No spat +257 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_257.png The red one has a larger area than the purple one. No spat +258 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_258.png The red one has a larger area than the pink one. No spat +259 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_259.png The red one has a larger area than the gray one. Yes spat +260 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_260.png The orange one has a larger area than the gray one. No spat +261 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_261.png The green one has a larger area than the purple one. Yes spat +262 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_262.png The pink one has a larger area than the brown one. Yes spat +263 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_263.png The pink one has a larger area than the red one. Yes spat +264 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_264.png The brown one has a larger area than the orange one. Yes spat +265 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_265.png The purple one has a larger area than the orange one. No spat +266 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_266.png The pink one has a larger area than the orange one. Yes spat +267 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_267.png The red one has a larger area than the brown one. No spat +268 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_268.png The brown one has a larger area than the purple one. Yes spat +269 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_269.png The green one has a larger area than the brown one. Yes spat +270 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_270.png The green one has a larger area than the gray one. Yes spat +271 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_271.png The brown one has a larger area than the blue one. No spat +272 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_272.png The pink one has a larger area than the gray one. No spat +273 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_273.png The green one has a larger area than the gray one. Yes spat +274 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_274.png The purple one has a larger area than the blue one. Yes spat +275 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_275.png The orange one has a larger area than the purple one. No spat +276 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_276.png The red one has a larger area than the green one. No spat +277 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_277.png The green one has a larger area than the orange one. Yes spat +278 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_278.png The gray one has a larger area than the orange one. Yes spat +279 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_279.png The purple one has a larger area than the green one. No spat +280 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_280.png The pink one has a larger area than the green one. Yes spat +281 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_281.png The green one has a larger area than the red one. Yes spat +282 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_282.png The green one has a larger area than the purple one. Yes spat +283 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_283.png The brown one has a larger area than the gray one. No spat +284 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_284.png The gray one has a larger area than the pink one. No spat +285 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_285.png The blue one has a larger area than the brown one. No spat +286 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_286.png The green one has a larger area than the purple one. No spat +287 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_287.png The green one has a larger area than the pink one. No spat +288 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_288.png The pink one has a larger area than the orange one. No spat +289 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_289.png The green one has a larger area than the purple one. No spat +290 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_290.png The brown one has a larger area than the pink one. Yes spat +291 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_291.png The green one has a larger area than the red one. Yes spat +292 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_292.png The green one has a larger area than the purple one. Yes spat +293 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_293.png The blue one has a larger area than the brown one. No spat +294 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_294.png The blue one has a larger area than the purple one. Yes spat +295 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_295.png The blue one has a larger area than the brown one. Yes spat +296 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_296.png The blue one has a larger area than the purple one. Yes spat +297 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_297.png The blue one has a larger area than the purple one. Yes spat +298 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_298.png The pink one has a larger area than the green one. Yes spat +299 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_299.png The gray one has a larger area than the green one. Yes spat +300 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_300.png The blue one has a larger area than the purple one. Yes spat +301 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_301.png The pink one has a larger area than the brown one. Yes spat +302 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_302.png The orange one has a larger area than the red one. Yes spat +303 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_303.png The brown one has a larger area than the pink one. Yes spat +304 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_304.png The gray one has a larger area than the green one. Yes spat +305 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_305.png The orange one has a larger area than the brown one. No spat +306 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_306.png The blue one has a larger area than the green one. Yes spat +307 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_307.png The orange one has a larger area than the red one. Yes spat +308 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_308.png The purple one has a larger area than the blue one. Yes spat +309 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_309.png The brown one has a larger area than the red one. No spat +310 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_310.png The green one has a larger area than the brown one. Yes spat +311 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_311.png The pink one has a larger area than the gray one. No spat +312 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_312.png The orange one has a larger area than the blue one. No spat +313 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_313.png The purple one has a larger area than the blue one. No spat +314 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_314.png The green one has a larger area than the purple one. Yes spat +315 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_315.png The red one has a larger area than the brown one. No spat +316 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_316.png The blue one has a larger area than the red one. No spat +317 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_317.png The gray one has a larger area than the blue one. Yes spat +318 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_318.png The purple one has a larger area than the brown one. No spat +319 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_319.png The blue one has a larger area than the purple one. Yes spat +320 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_320.png The purple one has a larger area than the green one. Yes spat +321 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_321.png The red one has a larger area than the blue one. No spat +322 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_322.png The red one has a larger area than the blue one. Yes spat +323 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_323.png The pink one has a larger area than the gray one. Yes spat +324 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_324.png The orange one has a larger area than the green one. No spat +325 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_325.png The blue one has a larger area than the brown one. Yes spat +326 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_326.png The orange one has a larger area than the pink one. No spat +327 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_327.png The blue one has a larger area than the green one. Yes spat +328 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_328.png The purple one has a larger area than the gray one. No spat +329 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_329.png The gray one has a larger area than the purple one. No spat +330 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_330.png The gray one has a larger area than the orange one. Yes spat +331 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_331.png The orange one has a larger area than the blue one. Yes spat +332 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_332.png The pink one has a larger area than the brown one. No spat +333 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_333.png The pink one has a larger area than the gray one. No spat +334 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_334.png The orange one has a larger area than the pink one. No spat +335 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_335.png The green one has a larger area than the purple one. Yes spat +336 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_336.png The blue one has a larger area than the purple one. Yes spat +337 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_337.png The blue one has a larger area than the purple one. Yes spat +338 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_338.png The pink one has a larger area than the gray one. Yes spat +339 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_339.png The purple one has a larger area than the gray one. No spat +340 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_340.png The green one has a larger area than the blue one. Yes spat +341 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_341.png The gray one has a larger area than the purple one. Yes spat +342 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_342.png The blue one has a larger area than the pink one. No spat +343 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_343.png The blue one has a larger area than the pink one. Yes spat +344 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_344.png The purple one has a larger area than the pink one. No spat +345 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_345.png The gray one has a larger area than the green one. Yes spat +346 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_346.png The green one has a larger area than the pink one. No spat +347 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_347.png The blue one has a larger area than the pink one. Yes spat +348 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_348.png The gray one has a larger area than the orange one. Yes spat +349 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_349.png The brown one has a larger area than the red one. No spat +350 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_350.png The gray one has a larger area than the orange one. No spat +351 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_351.png The green one has a larger area than the brown one. No spat +352 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_352.png The blue one has a larger area than the green one. Yes spat +353 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_353.png The purple one has a larger area than the pink one. Yes spat +354 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_354.png The brown one has a larger area than the blue one. No spat +355 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_355.png The green one has a larger area than the blue one. No spat +356 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_356.png The purple one has a larger area than the gray one. No spat +357 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_357.png The purple one has a larger area than the gray one. No spat +358 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_358.png The blue one has a larger area than the brown one. No spat +359 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_359.png The orange one has a larger area than the blue one. Yes spat +360 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_360.png The purple one has a larger area than the pink one. No spat +361 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_361.png The green one has a larger area than the purple one. Yes spat +362 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_362.png The pink one has a larger area than the purple one. Yes spat +363 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_363.png The gray one has a larger area than the blue one. Yes spat +364 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_364.png The blue one has a larger area than the brown one. Yes spat +365 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_365.png The brown one has a larger area than the pink one. No spat +366 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_366.png The gray one has a larger area than the brown one. Yes spat +367 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_367.png The red one has a larger area than the brown one. No spat +368 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_368.png The orange one has a larger area than the pink one. No spat +369 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_369.png The gray one has a larger area than the blue one. Yes spat +370 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_370.png The purple one has a larger area than the red one. No spat +371 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_371.png The orange one has a larger area than the brown one. Yes spat +372 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_372.png The purple one has a larger area than the pink one. No spat +373 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_373.png The gray one has a larger area than the purple one. Yes spat +374 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_374.png The brown one has a larger area than the pink one. No spat +375 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_375.png The purple one has a larger area than the brown one. No spat +376 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_376.png The orange one has a larger area than the gray one. No spat +377 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_377.png The purple one has a larger area than the green one. No spat +378 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_378.png The green one has a larger area than the blue one. Yes spat +379 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_379.png The pink one has a larger area than the red one. Yes spat +380 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_380.png The orange one has a larger area than the blue one. No spat +381 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_381.png The green one has a larger area than the blue one. Yes spat +382 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_382.png The orange one has a larger area than the brown one. Yes spat +383 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_383.png The green one has a larger area than the purple one. Yes spat +384 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_384.png The green one has a larger area than the pink one. No spat +385 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_385.png The red one has a larger area than the orange one. No spat +386 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_386.png The purple one has a larger area than the blue one. Yes spat +387 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_387.png The green one has a larger area than the orange one. Yes spat +388 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_388.png The red one has a larger area than the green one. Yes spat +389 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_389.png The blue one has a larger area than the gray one. No spat +390 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_390.png The gray one has a larger area than the brown one. No spat +391 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_391.png The red one has a larger area than the brown one. Yes spat +392 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_392.png The pink one has a larger area than the brown one. Yes spat +393 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_393.png The orange one has a larger area than the blue one. Yes spat +394 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_394.png The blue one has a larger area than the pink one. Yes spat +395 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_395.png The gray one has a larger area than the red one. Yes spat +396 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_396.png The red one has a larger area than the brown one. Yes spat +397 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_397.png The blue one has a larger area than the green one. Yes spat +398 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_398.png The blue one has a larger area than the gray one. Yes spat +399 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_399.png The purple one has a larger area than the red one. Yes spat +400 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_400.png The blue one has a larger area than the purple one. Yes spat +401 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_401.png The green one has a larger area than the pink one. Yes spat +402 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_402.png The green one has a larger area than the purple one. Yes spat +403 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_403.png The gray one has a larger area than the pink one. Yes spat +404 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_404.png The red one has a larger area than the brown one. No spat +405 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_405.png The orange one has a larger area than the gray one. No spat +406 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_406.png The orange one has a larger area than the purple one. No spat +407 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_407.png The orange one has a larger area than the purple one. Yes spat +408 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_408.png The brown one has a larger area than the purple one. Yes spat +409 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_409.png The brown one has a larger area than the blue one. No spat +410 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_410.png The blue one has a larger area than the red one. No spat +411 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_411.png The green one has a larger area than the red one. No spat +412 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_412.png The gray one has a larger area than the pink one. Yes spat +413 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_413.png The blue one has a larger area than the purple one. No spat +414 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_414.png The green one has a larger area than the blue one. Yes spat +415 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_415.png The red one has a larger area than the brown one. Yes spat +416 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_416.png The orange one has a larger area than the gray one. No spat +417 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_417.png The pink one has a larger area than the brown one. No spat +418 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_418.png The purple one has a larger area than the pink one. Yes spat +419 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_419.png The purple one has a larger area than the orange one. No spat +420 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_420.png The red one has a larger area than the gray one. No spat +421 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_421.png The red one has a larger area than the brown one. No spat +422 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_422.png The pink one has a larger area than the red one. No spat +423 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_423.png The brown one has a larger area than the red one. No spat +424 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_424.png The orange one has a larger area than the gray one. No spat +425 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_425.png The gray one has a larger area than the purple one. No spat +426 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_426.png The brown one has a larger area than the purple one. No spat +427 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_427.png The red one has a larger area than the blue one. No spat +428 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_428.png The blue one has a larger area than the brown one. Yes spat +429 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_429.png The orange one has a larger area than the blue one. No spat +430 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_430.png The brown one has a larger area than the green one. No spat +431 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_431.png The green one has a larger area than the pink one. No spat +432 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_432.png The purple one has a larger area than the brown one. No spat +433 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_433.png The green one has a larger area than the brown one. No spat +434 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_434.png The green one has a larger area than the orange one. No spat +435 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_435.png The gray one has a larger area than the pink one. Yes spat +436 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_436.png The orange one has a larger area than the pink one. No spat +437 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_437.png The blue one has a larger area than the green one. No spat +438 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_438.png The gray one has a larger area than the pink one. No spat +439 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_439.png The brown one has a larger area than the blue one. Yes spat +440 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_440.png The green one has a larger area than the pink one. Yes spat +441 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_441.png The blue one has a larger area than the pink one. No spat +442 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_442.png The orange one has a larger area than the brown one. Yes spat +443 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_443.png The red one has a larger area than the purple one. Yes spat +444 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_444.png The gray one has a larger area than the brown one. No spat +445 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_445.png The red one has a larger area than the green one. No spat +446 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_446.png The orange one has a larger area than the green one. Yes spat +447 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_447.png The brown one has a larger area than the red one. No spat +448 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_448.png The orange one has a larger area than the purple one. No spat +449 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_449.png The pink one has a larger area than the brown one. Yes spat +450 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_450.png The brown one has a larger area than the green one. No spat +451 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_451.png The brown one has a larger area than the green one. Yes spat +452 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_452.png The gray one has a larger area than the pink one. No spat +453 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_453.png The blue one has a larger area than the purple one. Yes spat +454 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_454.png The purple one has a larger area than the green one. No spat +455 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_455.png The pink one has a larger area than the purple one. Yes spat +456 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_456.png The green one has a larger area than the pink one. Yes spat +457 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_457.png The pink one has a larger area than the red one. Yes spat +458 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_458.png The pink one has a larger area than the gray one. No spat +459 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_459.png The gray one has a larger area than the orange one. No spat +460 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_460.png The orange one has a larger area than the red one. Yes spat +461 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_461.png The gray one has a larger area than the purple one. No spat +462 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_462.png The purple one has a larger area than the green one. Yes spat +463 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_463.png The blue one has a larger area than the gray one. No spat +464 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_464.png The orange one has a larger area than the brown one. Yes spat +465 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_465.png The red one has a larger area than the blue one. Yes spat +466 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_466.png The red one has a larger area than the brown one. No spat +467 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_467.png The pink one has a larger area than the brown one. Yes spat +468 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_468.png The red one has a larger area than the orange one. Yes spat +469 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_469.png The gray one has a larger area than the green one. Yes spat +470 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_470.png The orange one has a larger area than the green one. Yes spat +471 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_471.png The gray one has a larger area than the red one. Yes spat +472 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_472.png The orange one has a larger area than the brown one. No spat +473 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_473.png The gray one has a larger area than the pink one. No spat +474 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_474.png The green one has a larger area than the brown one. Yes spat +475 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_475.png The green one has a larger area than the red one. No spat +476 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_476.png The gray one has a larger area than the red one. Yes spat +477 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_477.png The purple one has a larger area than the orange one. Yes spat +478 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_478.png The purple one has a larger area than the blue one. No spat +479 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_479.png The gray one has a larger area than the brown one. Yes spat +480 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_480.png The purple one has a larger area than the orange one. No spat +481 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_481.png The blue one has a larger area than the gray one. No spat +482 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_482.png The orange one has a larger area than the red one. Yes spat +483 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_483.png The red one has a larger area than the green one. No spat +484 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_484.png The orange one has a larger area than the gray one. No spat +485 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_485.png The green one has a larger area than the pink one. Yes spat +486 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_486.png The red one has a larger area than the brown one. No spat +487 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_487.png The green one has a larger area than the brown one. No spat +488 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_488.png The gray one has a larger area than the brown one. Yes spat +489 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_489.png The gray one has a larger area than the blue one. Yes spat +490 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_490.png The green one has a larger area than the blue one. Yes spat +491 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_491.png The brown one has a larger area than the purple one. Yes spat +492 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_492.png The green one has a larger area than the purple one. Yes spat +493 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_493.png The red one has a larger area than the pink one. Yes spat +494 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_494.png The green one has a larger area than the orange one. Yes spat +495 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_495.png The purple one has a larger area than the brown one. No spat +496 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_496.png The red one has a larger area than the green one. Yes spat +497 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_497.png The orange one has a larger area than the pink one. Yes spat +498 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_498.png The orange one has a larger area than the blue one. Yes spat +499 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_499.png The red one has a larger area than the orange one. No spat +500 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_500.png The red one has a larger area than the gray one. No spat +501 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_501.png The blue one has a larger area than the brown one. Yes spat +502 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_502.png The blue one has a larger area than the purple one. Yes spat +503 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_503.png The orange one has a larger area than the gray one. No spat +504 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_504.png The blue one has a larger area than the gray one. No spat +505 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_505.png The green one has a larger area than the gray one. Yes spat +506 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_506.png The green one has a larger area than the orange one. Yes spat +507 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_507.png The red one has a larger area than the green one. No spat +508 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_508.png The brown one has a larger area than the red one. No spat +509 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_509.png The purple one has a larger area than the gray one. Yes spat +510 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_510.png The orange one has a larger area than the blue one. No spat +511 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_511.png The brown one has a larger area than the purple one. Yes spat +512 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_512.png The red one has a larger area than the blue one. No spat +513 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_513.png The pink one has a larger area than the orange one. Yes spat +514 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_514.png The brown one has a larger area than the gray one. No spat +515 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_515.png The pink one has a larger area than the green one. No spat +516 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_516.png The brown one has a larger area than the green one. No spat +517 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_517.png The red one has a larger area than the purple one. Yes spat +518 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_518.png The purple one has a larger area than the pink one. No spat +519 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_519.png The brown one has a larger area than the pink one. No spat +520 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_520.png The red one has a larger area than the orange one. No spat +521 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_521.png The blue one has a larger area than the purple one. Yes spat +522 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_522.png The purple one has a larger area than the green one. No spat +523 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_523.png The orange one has a larger area than the purple one. Yes spat +524 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_524.png The brown one has a larger area than the orange one. Yes spat +525 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_525.png The brown one has a larger area than the red one. Yes spat +526 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_526.png The green one has a larger area than the gray one. Yes spat +527 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_527.png The green one has a larger area than the pink one. Yes spat +528 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_528.png The orange one has a larger area than the purple one. Yes spat +529 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_529.png The red one has a larger area than the orange one. Yes spat +530 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_530.png The gray one has a larger area than the orange one. No spat +531 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_531.png The pink one has a larger area than the brown one. Yes spat +532 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_532.png The orange one has a larger area than the red one. No spat +533 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_533.png The purple one has a larger area than the gray one. No spat +534 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_534.png The pink one has a larger area than the blue one. No spat +535 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_535.png The orange one has a larger area than the green one. No spat +536 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_536.png The pink one has a larger area than the red one. Yes spat +537 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_537.png The orange one has a larger area than the brown one. No spat +538 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_538.png The pink one has a larger area than the brown one. No spat +539 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_539.png The pink one has a larger area than the purple one. No spat +540 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_540.png The blue one has a larger area than the red one. Yes spat +541 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_541.png The gray one has a larger area than the brown one. No spat +542 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_542.png The green one has a larger area than the blue one. No spat +543 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_543.png The green one has a larger area than the blue one. No spat +544 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_544.png The blue one has a larger area than the purple one. No spat +545 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_545.png The purple one has a larger area than the orange one. No spat +546 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_546.png The green one has a larger area than the gray one. Yes spat +547 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_547.png The purple one has a larger area than the gray one. No spat +548 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_548.png The pink one has a larger area than the red one. No spat +549 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_549.png The red one has a larger area than the green one. No spat +550 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_550.png The red one has a larger area than the pink one. No spat +551 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_551.png The gray one has a larger area than the brown one. Yes spat +552 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_552.png The gray one has a larger area than the green one. No spat +553 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_553.png The brown one has a larger area than the pink one. Yes spat +554 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_554.png The orange one has a larger area than the red one. Yes spat +555 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_555.png The red one has a larger area than the purple one. Yes spat +556 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_556.png The brown one has a larger area than the red one. No spat +557 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_557.png The purple one has a larger area than the green one. No spat +558 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_558.png The orange one has a larger area than the red one. No spat +559 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_559.png The purple one has a larger area than the brown one. Yes spat +560 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_560.png The red one has a larger area than the pink one. No spat +561 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_561.png The red one has a larger area than the green one. No spat +562 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_562.png The orange one has a larger area than the green one. No spat +563 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_563.png The pink one has a larger area than the brown one. Yes spat +564 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_564.png The brown one has a larger area than the orange one. No spat +565 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_565.png The green one has a larger area than the pink one. No spat +566 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_566.png The pink one has a larger area than the brown one. Yes spat +567 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_567.png The orange one has a larger area than the red one. No spat +568 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_568.png The gray one has a larger area than the brown one. Yes spat +569 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_569.png The pink one has a larger area than the green one. Yes spat +570 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_570.png The purple one has a larger area than the brown one. No spat +571 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_571.png The pink one has a larger area than the red one. Yes spat +572 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_572.png The pink one has a larger area than the blue one. Yes spat +573 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_573.png The blue one has a larger area than the gray one. No spat +574 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_574.png The brown one has a larger area than the orange one. No spat +575 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_575.png The gray one has a larger area than the blue one. Yes spat +576 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_576.png The gray one has a larger area than the orange one. Yes spat +577 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_577.png The brown one has a larger area than the green one. No spat +578 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_578.png The gray one has a larger area than the brown one. No spat +579 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_579.png The red one has a larger area than the purple one. Yes spat +580 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_580.png The gray one has a larger area than the brown one. Yes spat +581 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_581.png The pink one has a larger area than the orange one. No spat +582 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_582.png The green one has a larger area than the brown one. No spat +583 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_583.png The purple one has a larger area than the blue one. Yes spat +584 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_584.png The blue one has a larger area than the red one. Yes spat +585 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_585.png The gray one has a larger area than the pink one. No spat +586 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_586.png The brown one has a larger area than the pink one. Yes spat +587 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_587.png The brown one has a larger area than the pink one. Yes spat +588 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_588.png The brown one has a larger area than the gray one. No spat +589 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_589.png The blue one has a larger area than the red one. Yes spat +590 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_590.png The gray one has a larger area than the purple one. No spat +591 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_591.png The blue one has a larger area than the purple one. No spat +592 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_592.png The green one has a larger area than the orange one. Yes spat +593 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_593.png The pink one has a larger area than the red one. Yes spat +594 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_594.png The brown one has a larger area than the gray one. No spat +595 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_595.png The purple one has a larger area than the orange one. No spat +596 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_596.png The purple one has a larger area than the red one. No spat +597 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_597.png The gray one has a larger area than the purple one. No spat +598 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_598.png The red one has a larger area than the pink one. No spat +599 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_599.png The pink one has a larger area than the brown one. Yes spat +600 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_600.png The green one has a larger area than the gray one. No spat +601 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_601.png The purple one has a larger area than the pink one. No spat +602 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_602.png The gray one has a larger area than the red one. Yes spat +603 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_603.png The brown one has a larger area than the purple one. Yes spat +604 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_604.png The orange one has a larger area than the blue one. Yes spat +605 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_605.png The red one has a larger area than the purple one. No spat +606 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_606.png The orange one has a larger area than the blue one. No spat +607 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_607.png The gray one has a larger area than the red one. Yes spat +608 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_608.png The purple one has a larger area than the gray one. No spat +609 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_609.png The pink one has a larger area than the blue one. Yes spat +610 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_610.png The gray one has a larger area than the green one. No spat +611 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_611.png The orange one has a larger area than the brown one. Yes spat +612 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_612.png The purple one has a larger area than the gray one. No spat +613 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_613.png The orange one has a larger area than the purple one. Yes spat +614 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_614.png The green one has a larger area than the red one. No spat +615 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_615.png The purple one has a larger area than the red one. Yes spat +616 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_616.png The blue one has a larger area than the pink one. Yes spat +617 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_617.png The gray one has a larger area than the orange one. No spat +618 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_618.png The green one has a larger area than the purple one. Yes spat +619 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_619.png The gray one has a larger area than the green one. No spat +620 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_620.png The red one has a larger area than the gray one. Yes spat +621 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_621.png The gray one has a larger area than the orange one. Yes spat +622 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_622.png The red one has a larger area than the brown one. No spat +623 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_623.png The orange one has a larger area than the gray one. No spat +624 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_624.png The brown one has a larger area than the blue one. No spat +625 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_625.png The orange one has a larger area than the purple one. Yes spat +626 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_626.png The red one has a larger area than the gray one. No spat +627 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_627.png The brown one has a larger area than the pink one. Yes spat +628 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_628.png The green one has a larger area than the pink one. Yes spat +629 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_629.png The blue one has a larger area than the pink one. Yes spat +630 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_630.png The brown one has a larger area than the blue one. No spat +631 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_631.png The pink one has a larger area than the gray one. Yes spat +632 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_632.png The pink one has a larger area than the brown one. No spat +633 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_633.png The pink one has a larger area than the red one. No spat +634 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_634.png The brown one has a larger area than the purple one. Yes spat +635 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_635.png The red one has a larger area than the brown one. Yes spat +636 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_636.png The purple one has a larger area than the red one. Yes spat +637 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_637.png The red one has a larger area than the blue one. Yes spat +638 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_638.png The red one has a larger area than the green one. No spat +639 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_639.png The orange one has a larger area than the pink one. No spat +640 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_640.png The red one has a larger area than the gray one. No spat +641 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_641.png The red one has a larger area than the purple one. No spat +642 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_642.png The brown one has a larger area than the gray one. No spat +643 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_643.png The blue one has a larger area than the purple one. Yes spat +644 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_644.png The blue one has a larger area than the red one. Yes spat +645 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_645.png The brown one has a larger area than the orange one. Yes spat +646 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_646.png The gray one has a larger area than the blue one. Yes spat +647 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_647.png The purple one has a larger area than the gray one. Yes spat +648 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_648.png The green one has a larger area than the gray one. Yes spat +649 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_649.png The orange one has a larger area than the brown one. No spat +650 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_650.png The green one has a larger area than the gray one. No spat +651 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_651.png The purple one has a larger area than the red one. No spat +652 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_652.png The brown one has a larger area than the gray one. No spat +653 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_653.png The brown one has a larger area than the red one. No spat +654 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_654.png The green one has a larger area than the brown one. No spat +655 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_655.png The pink one has a larger area than the red one. No spat +656 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_656.png The blue one has a larger area than the purple one. Yes spat +657 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_657.png The red one has a larger area than the gray one. Yes spat +658 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_658.png The gray one has a larger area than the purple one. Yes spat +659 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_659.png The pink one has a larger area than the purple one. Yes spat +660 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_660.png The purple one has a larger area than the gray one. Yes spat +661 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_661.png The purple one has a larger area than the red one. No spat +662 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_662.png The purple one has a larger area than the red one. No spat +663 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_663.png The red one has a larger area than the orange one. Yes spat +664 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_664.png The red one has a larger area than the purple one. No spat +665 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_665.png The green one has a larger area than the gray one. No spat +666 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_666.png The brown one has a larger area than the purple one. No spat +667 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_667.png The pink one has a larger area than the gray one. Yes spat +668 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_668.png The blue one has a larger area than the gray one. No spat +669 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_669.png The green one has a larger area than the gray one. Yes spat +670 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_670.png The brown one has a larger area than the orange one. Yes spat +671 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_671.png The purple one has a larger area than the brown one. No spat +672 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_672.png The green one has a larger area than the brown one. No spat +673 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_673.png The red one has a larger area than the green one. No spat +674 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_674.png The gray one has a larger area than the green one. Yes spat +675 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_675.png The red one has a larger area than the orange one. No spat +676 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_676.png The orange one has a larger area than the green one. Yes spat +677 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_677.png The orange one has a larger area than the blue one. No spat +678 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_678.png The gray one has a larger area than the pink one. No spat +679 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_679.png The green one has a larger area than the brown one. No spat +680 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_680.png The blue one has a larger area than the brown one. No spat +681 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_681.png The green one has a larger area than the orange one. Yes spat +682 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_682.png The gray one has a larger area than the purple one. Yes spat +683 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_683.png The red one has a larger area than the blue one. Yes spat +684 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_684.png The green one has a larger area than the purple one. Yes spat +685 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_685.png The orange one has a larger area than the pink one. No spat +686 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_686.png The orange one has a larger area than the purple one. Yes spat +687 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_687.png The blue one has a larger area than the gray one. No spat +688 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_688.png The green one has a larger area than the gray one. No spat +689 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_689.png The green one has a larger area than the brown one. No spat +690 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_690.png The blue one has a larger area than the green one. Yes spat +691 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_691.png The purple one has a larger area than the red one. No spat +692 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_692.png The blue one has a larger area than the gray one. No spat +693 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_693.png The red one has a larger area than the purple one. Yes spat +694 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_694.png The orange one has a larger area than the gray one. Yes spat +695 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_695.png The blue one has a larger area than the purple one. Yes spat +696 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_696.png The purple one has a larger area than the red one. No spat +697 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_697.png The red one has a larger area than the gray one. Yes spat +698 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_698.png The pink one has a larger area than the orange one. No spat +699 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_699.png The blue one has a larger area than the orange one. No spat +700 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_700.png The green one has a larger area than the red one. Yes spat +701 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_701.png The pink one has a larger area than the brown one. Yes spat +702 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_702.png The purple one has a larger area than the blue one. No spat +703 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_703.png The pink one has a larger area than the orange one. Yes spat +704 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_704.png The gray one has a larger area than the green one. Yes spat +705 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_705.png The red one has a larger area than the green one. Yes spat +706 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_706.png The red one has a larger area than the gray one. No spat +707 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_707.png The brown one has a larger area than the gray one. No spat +708 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_708.png The blue one has a larger area than the brown one. Yes spat +709 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_709.png The red one has a larger area than the green one. No spat +710 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_710.png The red one has a larger area than the gray one. Yes spat +711 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_711.png The gray one has a larger area than the purple one. No spat +712 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_712.png The brown one has a larger area than the red one. Yes spat +713 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_713.png The pink one has a larger area than the purple one. No spat +714 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_714.png The pink one has a larger area than the red one. Yes spat +715 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_715.png The blue one has a larger area than the gray one. No spat +716 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_716.png The gray one has a larger area than the green one. Yes spat +717 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_717.png The purple one has a larger area than the red one. Yes spat +718 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_718.png The gray one has a larger area than the green one. Yes spat +719 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_719.png The purple one has a larger area than the green one. Yes spat +720 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_720.png The brown one has a larger area than the gray one. Yes spat +721 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_721.png The pink one has a larger area than the orange one. Yes spat +722 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_722.png The orange one has a larger area than the red one. Yes spat +723 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_723.png The red one has a larger area than the purple one. Yes spat +724 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_724.png The gray one has a larger area than the red one. No spat +725 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_725.png The gray one has a larger area than the brown one. No spat +726 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_726.png The orange one has a larger area than the red one. No spat +727 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_727.png The green one has a larger area than the blue one. No spat +728 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_728.png The red one has a larger area than the orange one. No spat +729 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_729.png The blue one has a larger area than the orange one. Yes spat +730 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_730.png The red one has a larger area than the purple one. Yes spat +731 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_731.png The brown one has a larger area than the orange one. Yes spat +732 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_732.png The gray one has a larger area than the blue one. No spat +733 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_733.png The brown one has a larger area than the pink one. No spat +734 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_734.png The red one has a larger area than the gray one. Yes spat +735 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_735.png The blue one has a larger area than the pink one. No spat +736 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_736.png The orange one has a larger area than the gray one. No spat +737 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_737.png The blue one has a larger area than the purple one. No spat +738 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_738.png The orange one has a larger area than the green one. Yes spat +739 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_739.png The blue one has a larger area than the purple one. No spat +740 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_740.png The purple one has a larger area than the orange one. No spat +741 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_741.png The purple one has a larger area than the red one. No spat +742 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_742.png The blue one has a larger area than the orange one. No spat +743 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_743.png The pink one has a larger area than the blue one. Yes spat +744 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_744.png The orange one has a larger area than the gray one. No spat +745 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_745.png The pink one has a larger area than the purple one. No spat +746 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_746.png The gray one has a larger area than the orange one. Yes spat +747 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_747.png The gray one has a larger area than the green one. Yes spat +748 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_748.png The brown one has a larger area than the red one. No spat +749 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_749.png The pink one has a larger area than the green one. No spat +750 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_750.png The purple one has a larger area than the orange one. No spat +751 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_751.png The purple one has a larger area than the brown one. No spat +752 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_752.png The green one has a larger area than the orange one. No spat +753 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_753.png The blue one has a larger area than the pink one. Yes spat +754 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_754.png The pink one has a larger area than the gray one. No spat +755 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_755.png The purple one has a larger area than the brown one. No spat +756 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_756.png The brown one has a larger area than the pink one. Yes spat +757 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_757.png The red one has a larger area than the green one. No spat +758 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_758.png The purple one has a larger area than the red one. Yes spat +759 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_759.png The orange one has a larger area than the brown one. No spat +760 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_760.png The pink one has a larger area than the brown one. Yes spat +761 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_761.png The blue one has a larger area than the gray one. Yes spat +762 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_762.png The blue one has a larger area than the green one. Yes spat +763 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_763.png The green one has a larger area than the purple one. Yes spat +764 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_764.png The brown one has a larger area than the blue one. No spat +765 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_765.png The green one has a larger area than the blue one. No spat +766 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_766.png The pink one has a larger area than the gray one. Yes spat +767 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_767.png The orange one has a larger area than the blue one. Yes spat +768 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_768.png The green one has a larger area than the gray one. No spat +769 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_769.png The orange one has a larger area than the pink one. Yes spat +770 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_770.png The purple one has a larger area than the pink one. No spat +771 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_771.png The green one has a larger area than the brown one. No spat +772 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_772.png The red one has a larger area than the purple one. No spat +773 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_773.png The brown one has a larger area than the gray one. Yes spat +774 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_774.png The red one has a larger area than the purple one. Yes spat +775 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_775.png The red one has a larger area than the orange one. Yes spat +776 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_776.png The orange one has a larger area than the gray one. Yes spat +777 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_777.png The blue one has a larger area than the gray one. No spat +778 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_778.png The pink one has a larger area than the gray one. Yes spat +779 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_779.png The blue one has a larger area than the purple one. No spat +780 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_780.png The green one has a larger area than the blue one. Yes spat +781 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_781.png The brown one has a larger area than the purple one. No spat +782 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_782.png The purple one has a larger area than the orange one. No spat +783 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_783.png The gray one has a larger area than the brown one. No spat +784 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_784.png The orange one has a larger area than the blue one. No spat +785 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_785.png The green one has a larger area than the gray one. No spat +786 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_786.png The green one has a larger area than the orange one. Yes spat +787 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_787.png The red one has a larger area than the gray one. Yes spat +788 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_788.png The gray one has a larger area than the purple one. No spat +789 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_789.png The orange one has a larger area than the gray one. No spat +790 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_790.png The green one has a larger area than the red one. No spat +791 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_791.png The pink one has a larger area than the brown one. No spat +792 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_792.png The blue one has a larger area than the red one. Yes spat +793 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_793.png The red one has a larger area than the orange one. No spat +794 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_794.png The brown one has a larger area than the green one. No spat +795 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_795.png The green one has a larger area than the brown one. No spat +796 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_796.png The gray one has a larger area than the red one. Yes spat +797 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_797.png The green one has a larger area than the purple one. No spat +798 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_798.png The blue one has a larger area than the brown one. Yes spat +799 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_799.png The pink one has a larger area than the purple one. Yes spat +800 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_800.png The red one has a larger area than the brown one. No spat +801 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_801.png The purple one has a larger area than the pink one. No spat +802 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_802.png The purple one has a larger area than the pink one. Yes spat +803 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_803.png The blue one has a larger area than the gray one. Yes spat +804 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_804.png The orange one has a larger area than the purple one. Yes spat +805 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_805.png The orange one has a larger area than the red one. Yes spat +806 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_806.png The pink one has a larger area than the orange one. Yes spat +807 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_807.png The gray one has a larger area than the blue one. Yes spat +808 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_808.png The brown one has a larger area than the blue one. No spat +809 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_809.png The brown one has a larger area than the blue one. No spat +810 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_810.png The orange one has a larger area than the purple one. Yes spat +811 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_811.png The orange one has a larger area than the brown one. No spat +812 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_812.png The gray one has a larger area than the pink one. No spat +813 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_813.png The pink one has a larger area than the orange one. Yes spat +814 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_814.png The red one has a larger area than the orange one. No spat +815 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_815.png The purple one has a larger area than the red one. Yes spat +816 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_816.png The brown one has a larger area than the pink one. Yes spat +817 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_817.png The purple one has a larger area than the green one. No spat +818 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_818.png The gray one has a larger area than the green one. Yes spat +819 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_819.png The red one has a larger area than the orange one. Yes spat +820 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_820.png The purple one has a larger area than the brown one. Yes spat +821 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_821.png The pink one has a larger area than the purple one. No spat +822 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_822.png The red one has a larger area than the green one. No spat +823 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_823.png The blue one has a larger area than the purple one. Yes spat +824 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_824.png The brown one has a larger area than the green one. Yes spat +825 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_825.png The blue one has a larger area than the orange one. Yes spat +826 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_826.png The purple one has a larger area than the pink one. No spat +827 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_827.png The blue one has a larger area than the green one. Yes spat +828 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_828.png The pink one has a larger area than the blue one. No spat +829 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_829.png The red one has a larger area than the green one. No spat +830 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_830.png The gray one has a larger area than the pink one. Yes spat +831 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_831.png The green one has a larger area than the red one. No spat +832 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_832.png The red one has a larger area than the purple one. No spat +833 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_833.png The gray one has a larger area than the orange one. Yes spat +834 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_834.png The brown one has a larger area than the pink one. Yes spat +835 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_835.png The brown one has a larger area than the orange one. Yes spat +836 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_836.png The brown one has a larger area than the green one. Yes spat +837 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_837.png The green one has a larger area than the blue one. No spat +838 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_838.png The blue one has a larger area than the brown one. No spat +839 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_839.png The brown one has a larger area than the purple one. Yes spat +840 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_840.png The gray one has a larger area than the red one. Yes spat +841 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_841.png The pink one has a larger area than the blue one. No spat +842 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_842.png The pink one has a larger area than the orange one. No spat +843 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_843.png The red one has a larger area than the pink one. No spat +844 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_844.png The gray one has a larger area than the red one. Yes spat +845 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_845.png The pink one has a larger area than the red one. Yes spat +846 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_846.png The red one has a larger area than the green one. Yes spat +847 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_847.png The red one has a larger area than the brown one. Yes spat +848 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_848.png The purple one has a larger area than the orange one. Yes spat +849 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_849.png The brown one has a larger area than the gray one. Yes spat +850 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_850.png The brown one has a larger area than the red one. No spat +851 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_851.png The gray one has a larger area than the pink one. No spat +852 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_852.png The green one has a larger area than the purple one. Yes spat +853 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_853.png The red one has a larger area than the brown one. No spat +854 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_854.png The blue one has a larger area than the purple one. Yes spat +855 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_855.png The gray one has a larger area than the brown one. No spat +856 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_856.png The blue one has a larger area than the brown one. No spat +857 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_857.png The green one has a larger area than the blue one. Yes spat +858 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_858.png The purple one has a larger area than the pink one. No spat +859 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_859.png The brown one has a larger area than the blue one. No spat +860 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_860.png The pink one has a larger area than the brown one. No spat +861 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_861.png The gray one has a larger area than the orange one. No spat +862 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_862.png The green one has a larger area than the purple one. Yes spat +863 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_863.png The brown one has a larger area than the gray one. No spat +864 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_864.png The pink one has a larger area than the blue one. No spat +865 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_865.png The gray one has a larger area than the red one. Yes spat +866 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_866.png The pink one has a larger area than the brown one. No spat +867 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_867.png The pink one has a larger area than the orange one. No spat +868 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_868.png The blue one has a larger area than the gray one. Yes spat +869 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_869.png The orange one has a larger area than the purple one. No spat +870 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_870.png The purple one has a larger area than the green one. No spat +871 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_871.png The gray one has a larger area than the purple one. No spat +872 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_872.png The gray one has a larger area than the orange one. Yes spat +873 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_873.png The purple one has a larger area than the brown one. Yes spat +874 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_874.png The red one has a larger area than the pink one. Yes spat +875 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_875.png The orange one has a larger area than the blue one. Yes spat +876 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_876.png The green one has a larger area than the blue one. No spat +877 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_877.png The pink one has a larger area than the blue one. No spat +878 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_878.png The purple one has a larger area than the green one. No spat +879 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_879.png The pink one has a larger area than the orange one. Yes spat +880 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_880.png The green one has a larger area than the blue one. Yes spat +881 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_881.png The red one has a larger area than the blue one. Yes spat +882 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_882.png The red one has a larger area than the purple one. Yes spat +883 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_883.png The purple one has a larger area than the brown one. No spat +884 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_884.png The gray one has a larger area than the blue one. No spat +885 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_885.png The brown one has a larger area than the pink one. Yes spat +886 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_886.png The red one has a larger area than the purple one. No spat +887 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_887.png The red one has a larger area than the green one. No spat +888 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_888.png The gray one has a larger area than the brown one. Yes spat +889 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_889.png The purple one has a larger area than the brown one. No spat +890 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_890.png The gray one has a larger area than the green one. Yes spat +891 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_891.png The red one has a larger area than the orange one. No spat +892 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_892.png The green one has a larger area than the orange one. Yes spat +893 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_893.png The pink one has a larger area than the orange one. Yes spat +894 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_894.png The purple one has a larger area than the gray one. No spat +895 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_895.png The gray one has a larger area than the red one. Yes spat +896 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_896.png The green one has a larger area than the red one. Yes spat +897 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_897.png The purple one has a larger area than the pink one. Yes spat +898 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_898.png The red one has a larger area than the blue one. Yes spat +899 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_899.png The gray one has a larger area than the pink one. No spat +900 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_900.png The brown one has a larger area than the purple one. Yes spat +901 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_901.png The pink one has a larger area than the red one. No spat +902 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_902.png The gray one has a larger area than the pink one. Yes spat +903 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_903.png The gray one has a larger area than the blue one. Yes spat +904 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_904.png The gray one has a larger area than the red one. Yes spat +905 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_905.png The red one has a larger area than the blue one. No spat +906 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_906.png The blue one has a larger area than the purple one. No spat +907 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_907.png The orange one has a larger area than the gray one. No spat +908 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_908.png The purple one has a larger area than the green one. No spat +909 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_909.png The orange one has a larger area than the green one. Yes spat +910 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_910.png The orange one has a larger area than the green one. No spat +911 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_911.png The gray one has a larger area than the green one. Yes spat +912 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_912.png The gray one has a larger area than the blue one. No spat +913 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_913.png The blue one has a larger area than the brown one. Yes spat +914 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_914.png The orange one has a larger area than the green one. No spat +915 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_915.png The brown one has a larger area than the orange one. Yes spat +916 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_916.png The red one has a larger area than the blue one. No spat +917 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_917.png The gray one has a larger area than the blue one. No spat +918 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_918.png The gray one has a larger area than the blue one. No spat +919 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_919.png The brown one has a larger area than the purple one. Yes spat +920 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_920.png The purple one has a larger area than the red one. Yes spat +921 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_921.png The brown one has a larger area than the purple one. Yes spat +922 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_922.png The gray one has a larger area than the purple one. Yes spat +923 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_923.png The pink one has a larger area than the gray one. Yes spat +924 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_924.png The pink one has a larger area than the green one. No spat +925 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_925.png The orange one has a larger area than the gray one. No spat +926 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_926.png The blue one has a larger area than the green one. No spat +927 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_927.png The brown one has a larger area than the red one. Yes spat +928 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_928.png The orange one has a larger area than the green one. No spat +929 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_929.png The orange one has a larger area than the gray one. No spat +930 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_930.png The green one has a larger area than the purple one. Yes spat +931 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_931.png The blue one has a larger area than the purple one. Yes spat +932 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_932.png The purple one has a larger area than the gray one. No spat +933 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_933.png The pink one has a larger area than the green one. No spat +934 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_934.png The pink one has a larger area than the green one. Yes spat +935 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_935.png The blue one has a larger area than the brown one. Yes spat +936 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_936.png The red one has a larger area than the blue one. No spat +937 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_937.png The red one has a larger area than the purple one. Yes spat +938 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_938.png The red one has a larger area than the pink one. Yes spat +939 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_939.png The orange one has a larger area than the purple one. Yes spat +940 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_940.png The blue one has a larger area than the green one. Yes spat +941 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_941.png The pink one has a larger area than the brown one. No spat +942 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_942.png The purple one has a larger area than the brown one. No spat +943 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_943.png The green one has a larger area than the blue one. No spat +944 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_944.png The pink one has a larger area than the red one. Yes spat +945 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_945.png The gray one has a larger area than the blue one. Yes spat +946 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_946.png The brown one has a larger area than the purple one. Yes spat +947 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_947.png The pink one has a larger area than the blue one. No spat +948 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_948.png The gray one has a larger area than the red one. Yes spat +949 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_949.png The purple one has a larger area than the red one. Yes spat +950 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_950.png The orange one has a larger area than the purple one. Yes spat +951 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_951.png The purple one has a larger area than the blue one. Yes spat +952 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_952.png The orange one has a larger area than the blue one. No spat +953 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_953.png The purple one has a larger area than the green one. Yes spat +954 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_954.png The brown one has a larger area than the blue one. Yes spat +955 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_955.png The pink one has a larger area than the orange one. Yes spat +956 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_956.png The red one has a larger area than the brown one. Yes spat +957 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_957.png The purple one has a larger area than the blue one. No spat +958 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_958.png The red one has a larger area than the gray one. No spat +959 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_959.png The brown one has a larger area than the orange one. Yes spat +960 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_960.png The blue one has a larger area than the gray one. No spat +961 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_961.png The purple one has a larger area than the blue one. Yes spat +962 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_962.png The red one has a larger area than the brown one. Yes spat +963 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_963.png The blue one has a larger area than the gray one. No spat +964 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_964.png The pink one has a larger area than the blue one. Yes spat +965 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_965.png The red one has a larger area than the green one. Yes spat +966 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_966.png The green one has a larger area than the gray one. No spat +967 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_967.png The green one has a larger area than the red one. No spat +968 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_968.png The brown one has a larger area than the orange one. Yes spat +969 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_969.png The orange one has a larger area than the blue one. No spat +970 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_970.png The blue one has a larger area than the orange one. No spat +971 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_971.png The blue one has a larger area than the orange one. Yes spat +972 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_972.png The orange one has a larger area than the green one. No spat +973 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_973.png The orange one has a larger area than the green one. Yes spat +974 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_974.png The purple one has a larger area than the blue one. Yes spat +975 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_975.png The purple one has a larger area than the gray one. No spat +976 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_976.png The blue one has a larger area than the red one. No spat +977 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_977.png The green one has a larger area than the red one. No spat +978 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_978.png The pink one has a larger area than the green one. No spat +979 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_979.png The pink one has a larger area than the gray one. Yes spat +980 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_980.png The purple one has a larger area than the blue one. Yes spat +981 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_981.png The brown one has a larger area than the pink one. Yes spat +982 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_982.png The brown one has a larger area than the pink one. No spat +983 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_983.png The purple one has a larger area than the red one. No spat +984 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_984.png The gray one has a larger area than the purple one. No spat +985 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_985.png The green one has a larger area than the gray one. No spat +986 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_986.png The brown one has a larger area than the green one. No spat +987 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_987.png The orange one has a larger area than the brown one. Yes spat +988 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_988.png The brown one has a larger area than the green one. Yes spat +989 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_989.png The brown one has a larger area than the green one. Yes spat +990 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_990.png The purple one has a larger area than the gray one. Yes spat +991 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_991.png The green one has a larger area than the red one. No spat +992 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_992.png The green one has a larger area than the brown one. Yes spat +993 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_993.png The gray one has a larger area than the orange one. No spat +994 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_994.png The blue one has a larger area than the pink one. No spat +995 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_995.png The brown one has a larger area than the pink one. Yes spat +996 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_996.png The purple one has a larger area than the blue one. Yes spat +997 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_997.png The orange one has a larger area than the brown one. No spat +998 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_998.png The red one has a larger area than the green one. No spat +999 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_999.png The pink one has a larger area than the orange one. No spat +1000 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_area/merged_1000.png The pink one has a larger area than the green one. Yes spat diff --git a/Shapegrid/ShapeGrid_loc.tsv b/Shapegrid/ShapeGrid_loc.tsv new file mode 100644 index 0000000000000000000000000000000000000000..bec453b77cd5876bead9b7e66ee19af2e9a5a454 --- /dev/null +++ b/Shapegrid/ShapeGrid_loc.tsv @@ -0,0 +1,1001 @@ +index image_path question answer category +1 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_1.png What is the position of the circle relative to the diamond? A. right B. bottom left C. left D. above A location +2 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_2.png What is the position of the trapezoid relative to the pentagon? A. right B. bottom left C. top left D. left A location +3 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_3.png What is the position of the parallelogram relative to the diamond? A. below B. right C. above D. left B location +4 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_4.png What is the position of the hexagon relative to the circle? A. left B. top right C. bottom left D. top left B location +5 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_5.png What is the position of the diamond relative to the parallelogram? A. bottom left B. top left C. top right D. right A location +6 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_6.png What is the position of the circle relative to the diamond? A. above B. left C. top left D. below D location +7 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_7.png What is the position of the diamond relative to the triangle? A. top right B. below C. left D. above B location +8 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_8.png What is the position of the hexagon relative to the heart? A. above B. right C. below D. top right C location +9 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_9.png What is the position of the pentagon relative to the trapezoid? A. below B. left C. right D. top right A location +10 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_10.png What is the position of the parallelogram relative to the diamond? A. above B. bottom right C. right D. left D location +11 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_11.png What is the position of the triangle relative to the parallelogram? A. top left B. right C. top right D. below D location +12 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_12.png What is the position of the heart relative to the hexagon? A. right B. top left C. below D. bottom left A location +13 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_13.png What is the position of the parallelogram relative to the pentagon? A. left B. top left C. top right D. bottom right D location +14 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_14.png What is the position of the heart relative to the hexagon? A. above B. top right C. below D. right C location +15 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_15.png What is the position of the circle relative to the pentagon? A. below B. above C. top left D. left A location +16 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_16.png What is the position of the square relative to the pentagon? A. left B. top right C. above D. bottom right A location +17 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_17.png What is the position of the heart relative to the hexagon? A. above B. left C. right D. below B location +18 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_18.png What is the position of the diamond relative to the square? A. below B. above C. right D. top right A location +19 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_19.png What is the position of the trapezoid relative to the triangle? A. above B. left C. below D. right D location +20 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_20.png What is the position of the trapezoid relative to the square? A. below B. above C. top right D. left D location +21 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_21.png What is the position of the heart relative to the square? A. bottom left B. right C. top left D. left B location +22 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_22.png What is the position of the pentagon relative to the triangle? A. top left B. bottom left C. left D. bottom right D location +23 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_23.png What is the position of the heart relative to the circle? A. above B. left C. bottom right D. right B location +24 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_24.png What is the position of the hexagon relative to the circle? A. below B. left C. right D. above D location +25 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_25.png What is the position of the square relative to the parallelogram? A. bottom left B. below C. right D. above D location +26 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_26.png What is the position of the parallelogram relative to the diamond? A. above B. below C. left D. top right C location +27 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_27.png What is the position of the heart relative to the circle? A. right B. below C. bottom left D. left A location +28 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_28.png What is the position of the square relative to the circle? A. below B. left C. above D. bottom left C location +29 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_29.png What is the position of the triangle relative to the diamond? A. below B. above C. bottom right D. left D location +30 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_30.png What is the position of the circle relative to the trapezoid? A. bottom right B. right C. above D. left D location +31 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_31.png What is the position of the parallelogram relative to the circle? A. right B. left C. bottom left D. below A location +32 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_32.png What is the position of the circle relative to the square? A. left B. above C. right D. bottom right A location +33 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_33.png What is the position of the pentagon relative to the diamond? A. below B. above C. top right D. left D location +34 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_34.png What is the position of the triangle relative to the pentagon? A. above B. bottom left C. top left D. right D location +35 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_35.png What is the position of the pentagon relative to the square? A. right B. left C. below D. above D location +36 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_36.png What is the position of the pentagon relative to the trapezoid? A. below B. bottom right C. left D. top right C location +37 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_37.png What is the position of the pentagon relative to the circle? A. top left B. right C. below D. above C location +38 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_38.png What is the position of the square relative to the circle? A. above B. bottom left C. bottom right D. below A location +39 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_39.png What is the position of the square relative to the circle? A. right B. below C. top right D. left D location +40 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_40.png What is the position of the heart relative to the diamond? A. left B. right C. below D. above C location +41 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_41.png What is the position of the square relative to the pentagon? A. top left B. above C. right D. bottom left D location +42 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_42.png What is the position of the diamond relative to the circle? A. left B. right C. above D. top left B location +43 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_43.png What is the position of the triangle relative to the heart? A. left B. top left C. right D. above C location +44 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_44.png What is the position of the pentagon relative to the trapezoid? A. bottom right B. above C. bottom left D. top left A location +45 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_45.png What is the position of the parallelogram relative to the triangle? A. bottom right B. above C. left D. bottom left B location +46 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_46.png What is the position of the square relative to the diamond? A. left B. top right C. below D. top left C location +47 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_47.png What is the position of the parallelogram relative to the diamond? A. top left B. above C. top right D. below D location +48 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_48.png What is the position of the circle relative to the heart? A. top left B. below C. top right D. bottom left C location +49 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_49.png What is the position of the parallelogram relative to the pentagon? A. below B. left C. right D. top right A location +50 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_50.png What is the position of the parallelogram relative to the square? A. left B. top right C. above D. bottom right D location +51 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_51.png What is the position of the hexagon relative to the pentagon? A. bottom left B. left C. top right D. bottom right D location +52 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_52.png What is the position of the trapezoid relative to the pentagon? A. below B. above C. bottom right D. left B location +53 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_53.png What is the position of the circle relative to the pentagon? A. right B. bottom right C. left D. above C location +54 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_54.png What is the position of the hexagon relative to the triangle? A. below B. top left C. above D. top right A location +55 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_55.png What is the position of the parallelogram relative to the triangle? A. bottom left B. right C. below D. above D location +56 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_56.png What is the position of the circle relative to the heart? A. top left B. right C. above D. below B location +57 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_57.png What is the position of the parallelogram relative to the heart? A. left B. below C. right D. top left C location +58 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_58.png What is the position of the heart relative to the hexagon? A. bottom right B. top right C. left D. bottom left B location +59 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_59.png What is the position of the trapezoid relative to the circle? A. left B. above C. below D. right C location +60 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_60.png What is the position of the heart relative to the parallelogram? A. top left B. above C. below D. left C location +61 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_61.png What is the position of the heart relative to the square? A. above B. below C. right D. bottom right A location +62 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_62.png What is the position of the triangle relative to the trapezoid? A. top left B. right C. below D. left B location +63 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_63.png What is the position of the trapezoid relative to the hexagon? A. below B. left C. bottom right D. above B location +64 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_64.png What is the position of the trapezoid relative to the parallelogram? A. below B. left C. right D. top left C location +65 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_65.png What is the position of the parallelogram relative to the hexagon? A. bottom left B. right C. above D. below B location +66 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_66.png What is the position of the parallelogram relative to the diamond? A. right B. above C. below D. left D location +67 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_67.png What is the position of the parallelogram relative to the hexagon? A. bottom left B. right C. top left D. below B location +68 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_68.png What is the position of the heart relative to the trapezoid? A. bottom right B. top right C. left D. below B location +69 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_69.png What is the position of the trapezoid relative to the hexagon? A. bottom right B. top right C. left D. right C location +70 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_70.png What is the position of the heart relative to the parallelogram? A. bottom right B. above C. left D. top left A location +71 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_71.png What is the position of the hexagon relative to the trapezoid? A. above B. right C. below D. left B location +72 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_72.png What is the position of the circle relative to the diamond? A. top right B. above C. right D. below D location +73 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_73.png What is the position of the heart relative to the square? A. bottom right B. bottom left C. below D. above D location +74 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_74.png What is the position of the diamond relative to the pentagon? A. above B. bottom right C. left D. below C location +75 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_75.png What is the position of the diamond relative to the parallelogram? A. below B. left C. bottom right D. above D location +76 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_76.png What is the position of the triangle relative to the square? A. bottom left B. top right C. above D. right A location +77 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_77.png What is the position of the circle relative to the diamond? A. right B. bottom left C. top left D. above A location +78 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_78.png What is the position of the diamond relative to the heart? A. right B. above C. left D. below B location +79 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_79.png What is the position of the triangle relative to the hexagon? A. bottom left B. bottom right C. left D. above D location +80 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_80.png What is the position of the parallelogram relative to the diamond? A. above B. right C. left D. bottom right C location +81 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_81.png What is the position of the circle relative to the triangle? A. left B. bottom right C. right D. above D location +82 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_82.png What is the position of the hexagon relative to the diamond? A. above B. right C. below D. left A location +83 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_83.png What is the position of the circle relative to the heart? A. right B. above C. below D. left B location +84 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_84.png What is the position of the heart relative to the circle? A. right B. above C. below D. bottom right B location +85 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_85.png What is the position of the square relative to the heart? A. left B. above C. below D. right D location +86 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_86.png What is the position of the parallelogram relative to the hexagon? A. below B. right C. top left D. left A location +87 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_87.png What is the position of the parallelogram relative to the hexagon? A. right B. top right C. below D. left D location +88 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_88.png What is the position of the diamond relative to the trapezoid? A. left B. below C. top right D. right A location +89 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_89.png What is the position of the circle relative to the hexagon? A. below B. above C. left D. bottom left B location +90 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_90.png What is the position of the heart relative to the diamond? A. left B. above C. top left D. below D location +91 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_91.png What is the position of the square relative to the triangle? A. left B. bottom left C. below D. above D location +92 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_92.png What is the position of the triangle relative to the heart? A. bottom left B. above C. right D. left B location +93 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_93.png What is the position of the pentagon relative to the square? A. bottom right B. top left C. top right D. bottom left C location +94 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_94.png What is the position of the parallelogram relative to the hexagon? A. bottom right B. top right C. top left D. below B location +95 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_95.png What is the position of the circle relative to the pentagon? A. below B. right C. top left D. above B location +96 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_96.png What is the position of the heart relative to the trapezoid? A. left B. above C. bottom right D. top right A location +97 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_97.png What is the position of the square relative to the hexagon? A. left B. below C. right D. top right A location +98 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_98.png What is the position of the trapezoid relative to the triangle? A. below B. top left C. right D. left C location +99 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_99.png What is the position of the trapezoid relative to the square? A. above B. below C. right D. top left C location +100 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_100.png What is the position of the trapezoid relative to the square? A. bottom right B. below C. right D. above D location +101 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_101.png What is the position of the parallelogram relative to the diamond? A. top right B. bottom right C. left D. right C location +102 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_102.png What is the position of the heart relative to the hexagon? A. right B. left C. above D. below D location +103 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_103.png What is the position of the parallelogram relative to the square? A. bottom left B. right C. above D. top left B location +104 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_104.png What is the position of the trapezoid relative to the square? A. bottom left B. below C. bottom right D. above D location +105 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_105.png What is the position of the heart relative to the hexagon? A. below B. bottom right C. left D. top right C location +106 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_106.png What is the position of the triangle relative to the square? A. bottom left B. left C. above D. bottom right C location +107 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_107.png What is the position of the triangle relative to the circle? A. bottom left B. above C. right D. below B location +108 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_108.png What is the position of the heart relative to the pentagon? A. bottom left B. bottom right C. below D. above D location +109 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_109.png What is the position of the trapezoid relative to the triangle? A. bottom right B. top right C. bottom left D. above A location +110 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_110.png What is the position of the triangle relative to the heart? A. bottom right B. above C. left D. right B location +111 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_111.png What is the position of the square relative to the trapezoid? A. bottom right B. top left C. left D. above A location +112 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_112.png What is the position of the square relative to the circle? A. bottom right B. left C. below D. above B location +113 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_113.png What is the position of the parallelogram relative to the square? A. bottom left B. above C. top right D. top left A location +114 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_114.png What is the position of the parallelogram relative to the circle? A. bottom left B. above C. bottom right D. below B location +115 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_115.png What is the position of the heart relative to the parallelogram? A. right B. left C. top right D. bottom right B location +116 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_116.png What is the position of the hexagon relative to the square? A. top right B. below C. right D. above B location +117 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_117.png What is the position of the diamond relative to the triangle? A. below B. right C. above D. top left A location +118 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_118.png What is the position of the square relative to the hexagon? A. bottom left B. top left C. right D. top right B location +119 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_119.png What is the position of the trapezoid relative to the diamond? A. top left B. top right C. bottom right D. above C location +120 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_120.png What is the position of the circle relative to the hexagon? A. above B. top right C. left D. below C location +121 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_121.png What is the position of the circle relative to the trapezoid? A. below B. above C. left D. bottom right C location +122 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_122.png What is the position of the circle relative to the triangle? A. above B. right C. below D. top right C location +123 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_123.png What is the position of the parallelogram relative to the triangle? A. below B. top right C. above D. left D location +124 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_124.png What is the position of the triangle relative to the trapezoid? A. bottom right B. above C. right D. left D location +125 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_125.png What is the position of the circle relative to the square? A. bottom left B. bottom right C. top right D. left B location +126 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_126.png What is the position of the parallelogram relative to the circle? A. below B. left C. right D. above D location +127 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_127.png What is the position of the circle relative to the hexagon? A. left B. top left C. below D. right D location +128 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_128.png What is the position of the pentagon relative to the diamond? A. bottom right B. right C. bottom left D. top left D location +129 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_129.png What is the position of the parallelogram relative to the diamond? A. right B. above C. top right D. left D location +130 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_130.png What is the position of the hexagon relative to the square? A. above B. bottom right C. bottom left D. left A location +131 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_131.png What is the position of the triangle relative to the pentagon? A. right B. bottom left C. left D. above A location +132 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_132.png What is the position of the circle relative to the pentagon? A. right B. top right C. below D. above C location +133 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_133.png What is the position of the trapezoid relative to the heart? A. bottom right B. below C. above D. left C location +134 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_134.png What is the position of the parallelogram relative to the circle? A. above B. left C. top left D. below D location +135 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_135.png What is the position of the pentagon relative to the parallelogram? A. above B. left C. bottom right D. bottom left C location +136 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_136.png What is the position of the circle relative to the square? A. bottom left B. bottom right C. right D. top right A location +137 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_137.png What is the position of the pentagon relative to the triangle? A. top right B. top left C. bottom right D. below B location +138 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_138.png What is the position of the heart relative to the diamond? A. left B. above C. right D. below A location +139 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_139.png What is the position of the diamond relative to the triangle? A. below B. top left C. above D. right D location +140 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_140.png What is the position of the heart relative to the parallelogram? A. top left B. top right C. right D. bottom right A location +141 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_141.png What is the position of the pentagon relative to the trapezoid? A. above B. bottom left C. below D. bottom right A location +142 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_142.png What is the position of the parallelogram relative to the trapezoid? A. right B. left C. above D. below B location +143 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_143.png What is the position of the hexagon relative to the square? A. above B. left C. below D. right C location +144 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_144.png What is the position of the triangle relative to the pentagon? A. left B. top left C. below D. top right C location +145 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_145.png What is the position of the hexagon relative to the pentagon? A. bottom left B. top left C. bottom right D. top right B location +146 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_146.png What is the position of the pentagon relative to the diamond? A. below B. top right C. bottom right D. top left B location +147 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_147.png What is the position of the square relative to the diamond? A. bottom right B. bottom left C. above D. top left B location +148 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_148.png What is the position of the triangle relative to the pentagon? A. top left B. left C. above D. right D location +149 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_149.png What is the position of the triangle relative to the hexagon? A. top right B. bottom right C. right D. left D location +150 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_150.png What is the position of the diamond relative to the pentagon? A. bottom right B. below C. right D. above D location +151 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_151.png What is the position of the trapezoid relative to the square? A. left B. top right C. right D. below D location +152 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_152.png What is the position of the diamond relative to the pentagon? A. left B. bottom left C. bottom right D. above D location +153 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_153.png What is the position of the diamond relative to the heart? A. right B. above C. bottom left D. bottom right C location +154 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_154.png What is the position of the parallelogram relative to the pentagon? A. bottom left B. above C. below D. right D location +155 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_155.png What is the position of the hexagon relative to the triangle? A. left B. below C. above D. bottom right A location +156 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_156.png What is the position of the circle relative to the hexagon? A. top right B. bottom right C. above D. left D location +157 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_157.png What is the position of the trapezoid relative to the square? A. above B. bottom left C. right D. bottom right A location +158 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_158.png What is the position of the diamond relative to the hexagon? A. below B. left C. top left D. right A location +159 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_159.png What is the position of the triangle relative to the square? A. left B. top right C. top left D. below D location +160 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_160.png What is the position of the hexagon relative to the trapezoid? A. top left B. below C. right D. left C location +161 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_161.png What is the position of the hexagon relative to the diamond? A. above B. bottom right C. left D. bottom left A location +162 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_162.png What is the position of the diamond relative to the hexagon? A. above B. top right C. bottom right D. bottom left C location +163 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_163.png What is the position of the pentagon relative to the parallelogram? A. below B. above C. bottom right D. left B location +164 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_164.png What is the position of the hexagon relative to the pentagon? A. bottom left B. top left C. below D. top right B location +165 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_165.png What is the position of the heart relative to the parallelogram? A. bottom right B. left C. above D. below C location +166 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_166.png What is the position of the square relative to the diamond? A. top right B. top left C. below D. left C location +167 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_167.png What is the position of the pentagon relative to the heart? A. below B. right C. above D. top right A location +168 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_168.png What is the position of the diamond relative to the square? A. right B. left C. above D. bottom left C location +169 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_169.png What is the position of the triangle relative to the square? A. bottom left B. above C. right D. left C location +170 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_170.png What is the position of the heart relative to the pentagon? A. top left B. bottom left C. bottom right D. right B location +171 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_171.png What is the position of the square relative to the heart? A. bottom right B. below C. left D. top right C location +172 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_172.png What is the position of the square relative to the trapezoid? A. top left B. below C. top right D. right B location +173 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_173.png What is the position of the square relative to the hexagon? A. top right B. above C. left D. below C location +174 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_174.png What is the position of the trapezoid relative to the square? A. top right B. left C. bottom right D. right B location +175 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_175.png What is the position of the pentagon relative to the triangle? A. top right B. right C. below D. top left C location +176 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_176.png What is the position of the trapezoid relative to the square? A. right B. top right C. left D. above C location +177 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_177.png What is the position of the square relative to the trapezoid? A. top left B. left C. below D. top right D location +178 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_178.png What is the position of the triangle relative to the parallelogram? A. right B. above C. top left D. below A location +179 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_179.png What is the position of the square relative to the pentagon? A. right B. above C. top left D. bottom left D location +180 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_180.png What is the position of the circle relative to the heart? A. left B. bottom right C. above D. top right B location +181 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_181.png What is the position of the heart relative to the hexagon? A. bottom right B. above C. top left D. bottom left A location +182 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_182.png What is the position of the diamond relative to the pentagon? A. bottom left B. top left C. top right D. below C location +183 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_183.png What is the position of the diamond relative to the circle? A. above B. left C. bottom right D. right B location +184 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_184.png What is the position of the parallelogram relative to the circle? A. right B. left C. above D. below D location +185 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_185.png What is the position of the square relative to the trapezoid? A. left B. bottom right C. bottom left D. top right B location +186 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_186.png What is the position of the square relative to the parallelogram? A. bottom right B. below C. left D. above C location +187 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_187.png What is the position of the diamond relative to the trapezoid? A. right B. above C. bottom right D. below B location +188 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_188.png What is the position of the circle relative to the square? A. bottom left B. left C. right D. above C location +189 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_189.png What is the position of the triangle relative to the square? A. below B. left C. right D. above C location +190 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_190.png What is the position of the pentagon relative to the triangle? A. above B. left C. top right D. bottom right B location +191 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_191.png What is the position of the pentagon relative to the triangle? A. right B. below C. left D. top right C location +192 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_192.png What is the position of the trapezoid relative to the square? A. right B. top right C. left D. above C location +193 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_193.png What is the position of the diamond relative to the hexagon? A. left B. bottom right C. below D. above A location +194 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_194.png What is the position of the trapezoid relative to the pentagon? A. top left B. left C. below D. right D location +195 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_195.png What is the position of the parallelogram relative to the pentagon? A. above B. left C. right D. top right B location +196 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_196.png What is the position of the trapezoid relative to the pentagon? A. right B. top left C. above D. below A location +197 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_197.png What is the position of the parallelogram relative to the diamond? A. above B. bottom left C. top left D. bottom right D location +198 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_198.png What is the position of the pentagon relative to the triangle? A. above B. bottom right C. below D. left A location +199 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_199.png What is the position of the diamond relative to the circle? A. right B. left C. below D. above B location +200 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_200.png What is the position of the pentagon relative to the trapezoid? A. above B. below C. bottom left D. right A location +201 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_201.png What is the position of the circle relative to the hexagon? A. above B. below C. right D. bottom left A location +202 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_202.png What is the position of the pentagon relative to the diamond? A. below B. bottom right C. left D. above C location +203 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_203.png What is the position of the triangle relative to the heart? A. top left B. below C. left D. right B location +204 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_204.png What is the position of the trapezoid relative to the square? A. below B. bottom right C. bottom left D. top left D location +205 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_205.png What is the position of the circle relative to the heart? A. top left B. right C. top right D. bottom right A location +206 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_206.png What is the position of the pentagon relative to the trapezoid? A. below B. right C. top right D. top left D location +207 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_207.png What is the position of the triangle relative to the heart? A. right B. top left C. above D. below D location +208 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_208.png What is the position of the trapezoid relative to the heart? A. top right B. above C. left D. bottom right D location +209 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_209.png What is the position of the square relative to the pentagon? A. top left B. top right C. bottom left D. right C location +210 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_210.png What is the position of the triangle relative to the circle? A. bottom right B. below C. bottom left D. above D location +211 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_211.png What is the position of the diamond relative to the square? A. left B. bottom right C. below D. above D location +212 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_212.png What is the position of the circle relative to the pentagon? A. right B. above C. below D. left A location +213 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_213.png What is the position of the diamond relative to the square? A. top right B. above C. left D. below C location +214 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_214.png What is the position of the triangle relative to the diamond? A. bottom left B. top left C. above D. bottom right A location +215 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_215.png What is the position of the hexagon relative to the heart? A. left B. right C. bottom right D. top right A location +216 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_216.png What is the position of the pentagon relative to the diamond? A. top left B. right C. below D. left C location +217 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_217.png What is the position of the triangle relative to the heart? A. top right B. below C. bottom right D. left D location +218 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_218.png What is the position of the square relative to the circle? A. top left B. top right C. bottom left D. left B location +219 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_219.png What is the position of the triangle relative to the diamond? A. left B. above C. below D. right D location +220 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_220.png What is the position of the trapezoid relative to the hexagon? A. left B. below C. bottom right D. above D location +221 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_221.png What is the position of the square relative to the pentagon? A. bottom right B. above C. left D. right C location +222 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_222.png What is the position of the heart relative to the hexagon? A. above B. left C. below D. right A location +223 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_223.png What is the position of the circle relative to the triangle? A. bottom left B. right C. left D. below B location +224 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_224.png What is the position of the pentagon relative to the parallelogram? A. bottom left B. bottom right C. right D. above D location +225 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_225.png What is the position of the parallelogram relative to the hexagon? A. above B. bottom right C. left D. below C location +226 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_226.png What is the position of the heart relative to the diamond? A. top right B. bottom right C. left D. above C location +227 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_227.png What is the position of the triangle relative to the square? A. below B. bottom left C. top left D. right C location +228 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_228.png What is the position of the heart relative to the hexagon? A. left B. below C. above D. bottom left C location +229 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_229.png What is the position of the square relative to the triangle? A. top right B. right C. above D. left D location +230 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_230.png What is the position of the diamond relative to the hexagon? A. top left B. right C. below D. above C location +231 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_231.png What is the position of the diamond relative to the square? A. right B. below C. bottom left D. top left A location +232 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_232.png What is the position of the diamond relative to the hexagon? A. left B. top right C. right D. below D location +233 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_233.png What is the position of the parallelogram relative to the pentagon? A. below B. top right C. top left D. above A location +234 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_234.png What is the position of the hexagon relative to the triangle? A. bottom right B. below C. top right D. left D location +235 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_235.png What is the position of the circle relative to the trapezoid? A. above B. top left C. left D. right D location +236 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_236.png What is the position of the trapezoid relative to the parallelogram? A. bottom right B. bottom left C. above D. below C location +237 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_237.png What is the position of the square relative to the parallelogram? A. below B. left C. right D. bottom left C location +238 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_238.png What is the position of the parallelogram relative to the triangle? A. below B. left C. above D. right A location +239 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_239.png What is the position of the trapezoid relative to the circle? A. below B. bottom left C. bottom right D. above D location +240 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_240.png What is the position of the parallelogram relative to the heart? A. top right B. left C. below D. bottom right A location +241 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_241.png What is the position of the parallelogram relative to the hexagon? A. bottom left B. bottom right C. below D. above D location +242 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_242.png What is the position of the hexagon relative to the circle? A. top left B. above C. bottom left D. bottom right D location +243 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_243.png What is the position of the diamond relative to the hexagon? A. above B. right C. top right D. below D location +244 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_244.png What is the position of the diamond relative to the hexagon? A. right B. above C. bottom left D. bottom right B location +245 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_245.png What is the position of the pentagon relative to the parallelogram? A. above B. bottom right C. top right D. left D location +246 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_246.png What is the position of the square relative to the heart? A. right B. above C. top left D. below A location +247 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_247.png What is the position of the parallelogram relative to the triangle? A. top left B. left C. right D. below D location +248 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_248.png What is the position of the parallelogram relative to the triangle? A. below B. left C. top right D. above B location +249 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_249.png What is the position of the diamond relative to the hexagon? A. below B. bottom right C. top right D. bottom left C location +250 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_250.png What is the position of the heart relative to the parallelogram? A. right B. top left C. bottom right D. bottom left D location +251 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_251.png What is the position of the square relative to the trapezoid? A. right B. below C. top left D. top right B location +252 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_252.png What is the position of the diamond relative to the hexagon? A. top left B. left C. bottom right D. top right C location +253 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_253.png What is the position of the heart relative to the square? A. above B. top right C. bottom left D. top left C location +254 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_254.png What is the position of the hexagon relative to the pentagon? A. right B. top right C. bottom right D. left D location +255 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_255.png What is the position of the circle relative to the hexagon? A. right B. bottom left C. top right D. top left B location +256 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_256.png What is the position of the square relative to the hexagon? A. right B. left C. below D. above D location +257 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_257.png What is the position of the triangle relative to the heart? A. left B. right C. below D. above D location +258 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_258.png What is the position of the hexagon relative to the parallelogram? A. bottom right B. left C. below D. above B location +259 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_259.png What is the position of the pentagon relative to the heart? A. top right B. below C. bottom right D. left D location +260 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_260.png What is the position of the hexagon relative to the circle? A. bottom left B. below C. top left D. right C location +261 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_261.png What is the position of the hexagon relative to the square? A. left B. right C. above D. bottom right A location +262 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_262.png What is the position of the trapezoid relative to the square? A. bottom right B. left C. top right D. below B location +263 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_263.png What is the position of the hexagon relative to the diamond? A. top right B. below C. right D. left B location +264 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_264.png What is the position of the hexagon relative to the circle? A. below B. left C. right D. top right A location +265 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_265.png What is the position of the diamond relative to the square? A. bottom left B. above C. bottom right D. below B location +266 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_266.png What is the position of the pentagon relative to the circle? A. bottom left B. top left C. above D. bottom right D location +267 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_267.png What is the position of the pentagon relative to the circle? A. above B. below C. right D. left D location +268 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_268.png What is the position of the heart relative to the triangle? A. above B. top right C. top left D. below D location +269 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_269.png What is the position of the trapezoid relative to the triangle? A. left B. top left C. above D. right D location +270 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_270.png What is the position of the circle relative to the parallelogram? A. left B. top left C. below D. right C location +271 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_271.png What is the position of the triangle relative to the circle? A. left B. above C. below D. right B location +272 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_272.png What is the position of the square relative to the triangle? A. top right B. below C. bottom right D. top left D location +273 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_273.png What is the position of the heart relative to the triangle? A. bottom left B. top left C. right D. above C location +274 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_274.png What is the position of the diamond relative to the triangle? A. above B. left C. below D. bottom right A location +275 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_275.png What is the position of the triangle relative to the hexagon? A. left B. top right C. above D. below D location +276 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_276.png What is the position of the diamond relative to the circle? A. below B. top left C. above D. left A location +277 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_277.png What is the position of the square relative to the triangle? A. bottom right B. top right C. left D. right C location +278 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_278.png What is the position of the heart relative to the pentagon? A. top right B. below C. bottom left D. left A location +279 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_279.png What is the position of the heart relative to the triangle? A. above B. top left C. left D. below D location +280 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_280.png What is the position of the trapezoid relative to the hexagon? A. above B. right C. bottom left D. bottom right C location +281 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_281.png What is the position of the triangle relative to the square? A. top right B. bottom left C. left D. bottom right D location +282 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_282.png What is the position of the trapezoid relative to the square? A. left B. below C. right D. above D location +283 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_283.png What is the position of the heart relative to the parallelogram? A. top right B. top left C. bottom right D. bottom left D location +284 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_284.png What is the position of the square relative to the circle? A. right B. above C. top right D. bottom left D location +285 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_285.png What is the position of the parallelogram relative to the diamond? A. left B. below C. top right D. above A location +286 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_286.png What is the position of the trapezoid relative to the diamond? A. top right B. bottom left C. left D. below A location +287 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_287.png What is the position of the heart relative to the circle? A. left B. right C. below D. top right C location +288 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_288.png What is the position of the diamond relative to the trapezoid? A. left B. right C. bottom right D. top right A location +289 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_289.png What is the position of the parallelogram relative to the square? A. bottom left B. right C. above D. bottom right C location +290 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_290.png What is the position of the heart relative to the parallelogram? A. bottom right B. above C. left D. right B location +291 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_291.png What is the position of the triangle relative to the heart? A. left B. bottom left C. above D. below C location +292 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_292.png What is the position of the circle relative to the triangle? A. above B. left C. right D. top left C location +293 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_293.png What is the position of the trapezoid relative to the hexagon? A. right B. above C. bottom right D. below B location +294 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_294.png What is the position of the circle relative to the pentagon? A. right B. top left C. below D. above C location +295 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_295.png What is the position of the heart relative to the parallelogram? A. bottom right B. top left C. top right D. bottom left C location +296 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_296.png What is the position of the square relative to the diamond? A. below B. top right C. right D. top left D location +297 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_297.png What is the position of the trapezoid relative to the parallelogram? A. above B. bottom left C. left D. below A location +298 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_298.png What is the position of the diamond relative to the parallelogram? A. below B. bottom right C. top left D. top right C location +299 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_299.png What is the position of the hexagon relative to the triangle? A. below B. top left C. left D. right A location +300 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_300.png What is the position of the heart relative to the hexagon? A. bottom right B. left C. below D. right B location +301 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_301.png What is the position of the circle relative to the triangle? A. left B. top right C. below D. top left C location +302 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_302.png What is the position of the square relative to the circle? A. below B. bottom right C. left D. right C location +303 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_303.png What is the position of the diamond relative to the square? A. right B. top left C. left D. below D location +304 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_304.png What is the position of the diamond relative to the pentagon? A. bottom right B. left C. below D. above D location +305 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_305.png What is the position of the diamond relative to the hexagon? A. below B. left C. bottom right D. right B location +306 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_306.png What is the position of the circle relative to the pentagon? A. bottom right B. left C. below D. right B location +307 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_307.png What is the position of the circle relative to the pentagon? A. left B. below C. above D. bottom left C location +308 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_308.png What is the position of the diamond relative to the circle? A. top left B. above C. top right D. below D location +309 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_309.png What is the position of the square relative to the circle? A. left B. right C. below D. top left B location +310 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_310.png What is the position of the hexagon relative to the pentagon? A. below B. above C. bottom left D. bottom right B location +311 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_311.png What is the position of the triangle relative to the pentagon? A. left B. top left C. right D. bottom left C location +312 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_312.png What is the position of the heart relative to the trapezoid? A. bottom right B. below C. left D. top right C location +313 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_313.png What is the position of the circle relative to the diamond? A. above B. top right C. left D. below D location +314 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_314.png What is the position of the triangle relative to the trapezoid? A. top right B. bottom left C. below D. top left D location +315 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_315.png What is the position of the hexagon relative to the circle? A. bottom left B. bottom right C. top left D. left B location +316 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_316.png What is the position of the diamond relative to the heart? A. right B. below C. above D. bottom left C location +317 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_317.png What is the position of the circle relative to the pentagon? A. below B. left C. above D. bottom right C location +318 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_318.png What is the position of the diamond relative to the circle? A. left B. above C. bottom left D. below B location +319 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_319.png What is the position of the parallelogram relative to the diamond? A. left B. below C. top right D. right B location +320 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_320.png What is the position of the pentagon relative to the hexagon? A. left B. below C. top left D. right B location +321 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_321.png What is the position of the trapezoid relative to the parallelogram? A. left B. above C. top right D. bottom right A location +322 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_322.png What is the position of the heart relative to the parallelogram? A. right B. top left C. left D. below D location +323 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_323.png What is the position of the circle relative to the parallelogram? A. right B. top right C. left D. below D location +324 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_324.png What is the position of the heart relative to the circle? A. above B. left C. right D. below B location +325 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_325.png What is the position of the triangle relative to the circle? A. below B. top left C. right D. bottom left C location +326 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_326.png What is the position of the parallelogram relative to the hexagon? A. bottom right B. below C. left D. above C location +327 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_327.png What is the position of the square relative to the triangle? A. below B. right C. top right D. left D location +328 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_328.png What is the position of the trapezoid relative to the triangle? A. below B. right C. top left D. bottom left B location +329 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_329.png What is the position of the square relative to the diamond? A. top left B. above C. below D. right D location +330 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_330.png What is the position of the trapezoid relative to the square? A. left B. top right C. right D. below D location +331 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_331.png What is the position of the triangle relative to the circle? A. bottom left B. right C. top left D. top right A location +332 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_332.png What is the position of the square relative to the trapezoid? A. above B. right C. below D. bottom left A location +333 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_333.png What is the position of the circle relative to the hexagon? A. above B. bottom left C. right D. bottom right A location +334 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_334.png What is the position of the pentagon relative to the circle? A. below B. above C. left D. right C location +335 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_335.png What is the position of the diamond relative to the parallelogram? A. above B. bottom left C. below D. right A location +336 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_336.png What is the position of the pentagon relative to the triangle? A. bottom right B. top left C. top right D. bottom left B location +337 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_337.png What is the position of the pentagon relative to the parallelogram? A. top right B. below C. bottom left D. top left A location +338 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_338.png What is the position of the square relative to the pentagon? A. bottom left B. above C. right D. left B location +339 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_339.png What is the position of the diamond relative to the hexagon? A. bottom left B. below C. left D. above D location +340 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_340.png What is the position of the circle relative to the hexagon? A. top right B. bottom right C. left D. below C location +341 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_341.png What is the position of the pentagon relative to the trapezoid? A. below B. bottom right C. above D. right C location +342 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_342.png What is the position of the circle relative to the square? A. left B. top right C. bottom right D. bottom left C location +343 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_343.png What is the position of the trapezoid relative to the hexagon? A. bottom left B. above C. bottom right D. left B location +344 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_344.png What is the position of the triangle relative to the circle? A. left B. right C. above D. below A location +345 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_345.png What is the position of the circle relative to the trapezoid? A. above B. right C. left D. top right C location +346 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_346.png What is the position of the hexagon relative to the square? A. left B. top right C. bottom right D. below A location +347 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_347.png What is the position of the circle relative to the square? A. right B. top left C. bottom left D. above A location +348 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_348.png What is the position of the heart relative to the hexagon? A. bottom left B. above C. left D. below B location +349 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_349.png What is the position of the square relative to the hexagon? A. above B. top right C. bottom right D. top left C location +350 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_350.png What is the position of the diamond relative to the triangle? A. above B. bottom right C. bottom left D. right A location +351 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_351.png What is the position of the triangle relative to the circle? A. above B. top left C. bottom left D. right D location +352 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_352.png What is the position of the diamond relative to the heart? A. below B. top right C. above D. left A location +353 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_353.png What is the position of the hexagon relative to the parallelogram? A. above B. left C. top right D. below B location +354 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_354.png What is the position of the diamond relative to the trapezoid? A. bottom right B. right C. top left D. top right C location +355 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_355.png What is the position of the triangle relative to the pentagon? A. below B. right C. above D. top right A location +356 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_356.png What is the position of the triangle relative to the trapezoid? A. above B. below C. right D. bottom right A location +357 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_357.png What is the position of the pentagon relative to the circle? A. right B. left C. bottom left D. top left A location +358 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_358.png What is the position of the diamond relative to the circle? A. below B. left C. top right D. right A location +359 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_359.png What is the position of the parallelogram relative to the circle? A. below B. bottom left C. left D. above D location +360 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_360.png What is the position of the pentagon relative to the parallelogram? A. above B. below C. left D. top right C location +361 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_361.png What is the position of the hexagon relative to the triangle? A. above B. left C. right D. bottom right A location +362 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_362.png What is the position of the square relative to the parallelogram? A. above B. right C. top left D. bottom left B location +363 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_363.png What is the position of the square relative to the trapezoid? A. bottom right B. right C. bottom left D. above D location +364 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_364.png What is the position of the parallelogram relative to the heart? A. below B. bottom left C. right D. top left C location +365 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_365.png What is the position of the triangle relative to the diamond? A. left B. above C. right D. below B location +366 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_366.png What is the position of the circle relative to the heart? A. bottom left B. below C. left D. above D location +367 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_367.png What is the position of the trapezoid relative to the square? A. right B. left C. top left D. above A location +368 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_368.png What is the position of the hexagon relative to the heart? A. right B. below C. above D. top left A location +369 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_369.png What is the position of the square relative to the diamond? A. below B. above C. left D. top right C location +370 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_370.png What is the position of the triangle relative to the hexagon? A. top right B. top left C. bottom left D. bottom right C location +371 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_371.png What is the position of the square relative to the circle? A. top right B. top left C. bottom left D. below B location +372 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_372.png What is the position of the diamond relative to the hexagon? A. left B. below C. bottom right D. above D location +373 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_373.png What is the position of the circle relative to the parallelogram? A. above B. below C. right D. left A location +374 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_374.png What is the position of the circle relative to the pentagon? A. bottom left B. top right C. bottom right D. left C location +375 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_375.png What is the position of the heart relative to the diamond? A. left B. below C. above D. bottom right A location +376 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_376.png What is the position of the diamond relative to the triangle? A. right B. above C. below D. left A location +377 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_377.png What is the position of the square relative to the diamond? A. left B. bottom right C. top left D. above B location +378 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_378.png What is the position of the hexagon relative to the parallelogram? A. top left B. above C. below D. right C location +379 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_379.png What is the position of the square relative to the hexagon? A. right B. bottom left C. top left D. left A location +380 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_380.png What is the position of the trapezoid relative to the square? A. below B. right C. bottom left D. left B location +381 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_381.png What is the position of the parallelogram relative to the diamond? A. top right B. left C. right D. below B location +382 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_382.png What is the position of the diamond relative to the trapezoid? A. top right B. bottom right C. top left D. below C location +383 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_383.png What is the position of the parallelogram relative to the trapezoid? A. above B. right C. bottom right D. below A location +384 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_384.png What is the position of the heart relative to the pentagon? A. below B. bottom left C. above D. left C location +385 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_385.png What is the position of the trapezoid relative to the pentagon? A. above B. top right C. top left D. below D location +386 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_386.png What is the position of the parallelogram relative to the hexagon? A. top left B. below C. left D. right B location +387 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_387.png What is the position of the heart relative to the triangle? A. left B. right C. bottom right D. above A location +388 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_388.png What is the position of the square relative to the trapezoid? A. left B. right C. below D. above B location +389 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_389.png What is the position of the diamond relative to the heart? A. bottom left B. top right C. top left D. bottom right C location +390 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_390.png What is the position of the diamond relative to the parallelogram? A. top right B. left C. right D. below D location +391 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_391.png What is the position of the square relative to the pentagon? A. below B. top right C. bottom right D. top left D location +392 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_392.png What is the position of the trapezoid relative to the hexagon? A. above B. bottom right C. left D. bottom left A location +393 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_393.png What is the position of the trapezoid relative to the square? A. left B. above C. right D. bottom left B location +394 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_394.png What is the position of the square relative to the pentagon? A. left B. above C. bottom left D. bottom right D location +395 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_395.png What is the position of the parallelogram relative to the pentagon? A. right B. bottom right C. above D. below C location +396 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_396.png What is the position of the trapezoid relative to the circle? A. right B. bottom right C. above D. below C location +397 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_397.png What is the position of the diamond relative to the square? A. bottom right B. left C. below D. right B location +398 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_398.png What is the position of the triangle relative to the parallelogram? A. below B. above C. left D. bottom right B location +399 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_399.png What is the position of the hexagon relative to the circle? A. above B. top right C. right D. left D location +400 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_400.png What is the position of the triangle relative to the hexagon? A. above B. below C. left D. bottom right C location +401 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_401.png What is the position of the parallelogram relative to the diamond? A. right B. top right C. above D. below D location +402 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_402.png What is the position of the heart relative to the parallelogram? A. above B. bottom right C. bottom left D. right A location +403 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_403.png What is the position of the circle relative to the triangle? A. bottom left B. bottom right C. above D. right C location +404 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_404.png What is the position of the heart relative to the square? A. bottom left B. right C. bottom right D. above A location +405 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_405.png What is the position of the circle relative to the heart? A. left B. bottom left C. above D. below C location +406 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_406.png What is the position of the diamond relative to the triangle? A. above B. left C. bottom left D. bottom right A location +407 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_407.png What is the position of the trapezoid relative to the square? A. above B. left C. bottom right D. bottom left C location +408 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_408.png What is the position of the parallelogram relative to the heart? A. left B. right C. below D. top left C location +409 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_409.png What is the position of the trapezoid relative to the heart? A. bottom right B. above C. bottom left D. left B location +410 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_410.png What is the position of the diamond relative to the pentagon? A. right B. above C. bottom left D. left A location +411 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_411.png What is the position of the square relative to the pentagon? A. bottom right B. top right C. below D. left D location +412 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_412.png What is the position of the diamond relative to the trapezoid? A. bottom left B. right C. top left D. below B location +413 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_413.png What is the position of the diamond relative to the triangle? A. below B. top left C. right D. bottom left C location +414 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_414.png What is the position of the diamond relative to the pentagon? A. bottom right B. below C. right D. above D location +415 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_415.png What is the position of the triangle relative to the pentagon? A. bottom right B. right C. left D. above C location +416 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_416.png What is the position of the trapezoid relative to the triangle? A. right B. below C. top left D. bottom left C location +417 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_417.png What is the position of the circle relative to the triangle? A. top left B. above C. top right D. below D location +418 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_418.png What is the position of the square relative to the triangle? A. above B. below C. bottom left D. right A location +419 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_419.png What is the position of the trapezoid relative to the heart? A. below B. top right C. left D. right C location +420 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_420.png What is the position of the square relative to the triangle? A. bottom left B. above C. below D. bottom right B location +421 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_421.png What is the position of the heart relative to the square? A. bottom right B. left C. above D. right C location +422 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_422.png What is the position of the trapezoid relative to the square? A. above B. left C. right D. bottom left C location +423 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_423.png What is the position of the diamond relative to the pentagon? A. left B. right C. above D. bottom left C location +424 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_424.png What is the position of the parallelogram relative to the circle? A. left B. top right C. top left D. below D location +425 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_425.png What is the position of the diamond relative to the hexagon? A. top right B. below C. above D. left B location +426 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_426.png What is the position of the hexagon relative to the parallelogram? A. above B. below C. right D. top right B location +427 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_427.png What is the position of the circle relative to the triangle? A. bottom right B. below C. top right D. top left D location +428 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_428.png What is the position of the square relative to the hexagon? A. above B. bottom right C. bottom left D. top right B location +429 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_429.png What is the position of the parallelogram relative to the heart? A. above B. left C. bottom right D. top right B location +430 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_430.png What is the position of the circle relative to the diamond? A. top right B. bottom left C. right D. top left D location +431 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_431.png What is the position of the circle relative to the pentagon? A. right B. bottom right C. top left D. top right C location +432 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_432.png What is the position of the pentagon relative to the triangle? A. top left B. right C. above D. bottom left B location +433 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_433.png What is the position of the parallelogram relative to the heart? A. bottom right B. top right C. top left D. left B location +434 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_434.png What is the position of the diamond relative to the triangle? A. top right B. below C. left D. top left B location +435 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_435.png What is the position of the circle relative to the square? A. left B. right C. above D. top left B location +436 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_436.png What is the position of the triangle relative to the hexagon? A. right B. below C. left D. top right C location +437 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_437.png What is the position of the circle relative to the trapezoid? A. above B. top left C. below D. right D location +438 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_438.png What is the position of the triangle relative to the circle? A. right B. bottom right C. above D. left C location +439 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_439.png What is the position of the diamond relative to the hexagon? A. top left B. left C. right D. below C location +440 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_440.png What is the position of the hexagon relative to the triangle? A. left B. above C. below D. bottom right A location +441 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_441.png What is the position of the triangle relative to the parallelogram? A. bottom right B. bottom left C. right D. above D location +442 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_442.png What is the position of the diamond relative to the parallelogram? A. top right B. left C. bottom right D. above B location +443 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_443.png What is the position of the diamond relative to the parallelogram? A. below B. above C. right D. top left C location +444 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_444.png What is the position of the pentagon relative to the heart? A. bottom right B. below C. left D. above C location +445 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_445.png What is the position of the parallelogram relative to the triangle? A. above B. right C. bottom left D. below B location +446 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_446.png What is the position of the triangle relative to the parallelogram? A. below B. top right C. top left D. above A location +447 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_447.png What is the position of the trapezoid relative to the triangle? A. above B. bottom right C. below D. bottom left A location +448 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_448.png What is the position of the parallelogram relative to the diamond? A. above B. below C. left D. right C location +449 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_449.png What is the position of the parallelogram relative to the square? A. left B. top right C. above D. bottom right A location +450 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_450.png What is the position of the parallelogram relative to the circle? A. below B. right C. above D. top right A location +451 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_451.png What is the position of the hexagon relative to the heart? A. top right B. right C. left D. below D location +452 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_452.png What is the position of the square relative to the diamond? A. bottom right B. right C. above D. bottom left D location +453 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_453.png What is the position of the diamond relative to the parallelogram? A. left B. bottom left C. right D. top left C location +454 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_454.png What is the position of the diamond relative to the square? A. bottom left B. right C. above D. below C location +455 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_455.png What is the position of the trapezoid relative to the square? A. top right B. top left C. bottom right D. right B location +456 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_456.png What is the position of the diamond relative to the parallelogram? A. bottom left B. right C. bottom right D. above D location +457 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_457.png What is the position of the circle relative to the parallelogram? A. above B. left C. bottom left D. right A location +458 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_458.png What is the position of the triangle relative to the trapezoid? A. top left B. below C. right D. left C location +459 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_459.png What is the position of the trapezoid relative to the triangle? A. above B. right C. left D. top right C location +460 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_460.png What is the position of the circle relative to the trapezoid? A. bottom left B. right C. top left D. left B location +461 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_461.png What is the position of the circle relative to the hexagon? A. right B. below C. left D. top right C location +462 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_462.png What is the position of the pentagon relative to the diamond? A. top right B. below C. top left D. above B location +463 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_463.png What is the position of the heart relative to the parallelogram? A. top left B. left C. bottom left D. bottom right D location +464 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_464.png What is the position of the parallelogram relative to the triangle? A. right B. above C. below D. top left A location +465 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_465.png What is the position of the pentagon relative to the hexagon? A. bottom left B. above C. below D. left B location +466 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_466.png What is the position of the hexagon relative to the parallelogram? A. right B. above C. left D. below A location +467 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_467.png What is the position of the square relative to the circle? A. left B. bottom left C. top left D. bottom right D location +468 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_468.png What is the position of the pentagon relative to the trapezoid? A. top left B. right C. bottom left D. above B location +469 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_469.png What is the position of the pentagon relative to the circle? A. below B. top left C. left D. right D location +470 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_470.png What is the position of the hexagon relative to the heart? A. bottom left B. top right C. below D. left B location +471 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_471.png What is the position of the parallelogram relative to the pentagon? A. right B. left C. bottom right D. above B location +472 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_472.png What is the position of the square relative to the trapezoid? A. left B. above C. right D. bottom left C location +473 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_473.png What is the position of the diamond relative to the circle? A. left B. above C. below D. top right C location +474 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_474.png What is the position of the pentagon relative to the square? A. top right B. bottom left C. right D. top left B location +475 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_475.png What is the position of the hexagon relative to the heart? A. below B. right C. above D. top right A location +476 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_476.png What is the position of the pentagon relative to the circle? A. left B. top left C. top right D. bottom right D location +477 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_477.png What is the position of the circle relative to the square? A. top right B. bottom right C. bottom left D. top left D location +478 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_478.png What is the position of the square relative to the circle? A. bottom right B. below C. top left D. top right C location +479 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_479.png What is the position of the pentagon relative to the square? A. right B. left C. below D. top right C location +480 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_480.png What is the position of the pentagon relative to the triangle? A. left B. right C. bottom right D. top right A location +481 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_481.png What is the position of the hexagon relative to the pentagon? A. above B. bottom right C. left D. right C location +482 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_482.png What is the position of the pentagon relative to the heart? A. below B. bottom left C. above D. right C location +483 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_483.png What is the position of the parallelogram relative to the hexagon? A. left B. bottom left C. right D. above C location +484 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_484.png What is the position of the diamond relative to the pentagon? A. bottom right B. top left C. right D. below B location +485 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_485.png What is the position of the circle relative to the trapezoid? A. top left B. left C. below D. top right C location +486 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_486.png What is the position of the parallelogram relative to the circle? A. above B. below C. right D. bottom right A location +487 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_487.png What is the position of the parallelogram relative to the pentagon? A. below B. top left C. left D. right D location +488 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_488.png What is the position of the hexagon relative to the pentagon? A. right B. left C. below D. top left C location +489 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_489.png What is the position of the heart relative to the square? A. above B. left C. bottom left D. right D location +490 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_490.png What is the position of the square relative to the parallelogram? A. bottom right B. top right C. bottom left D. above C location +491 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_491.png What is the position of the square relative to the pentagon? A. above B. below C. left D. bottom right A location +492 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_492.png What is the position of the pentagon relative to the square? A. left B. above C. right D. below B location +493 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_493.png What is the position of the circle relative to the pentagon? A. above B. right C. below D. left A location +494 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_494.png What is the position of the parallelogram relative to the circle? A. above B. right C. top right D. below D location +495 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_495.png What is the position of the parallelogram relative to the triangle? A. above B. top left C. below D. left C location +496 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_496.png What is the position of the diamond relative to the trapezoid? A. top left B. top right C. bottom right D. bottom left D location +497 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_497.png What is the position of the heart relative to the triangle? A. bottom left B. bottom right C. top right D. below C location +498 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_498.png What is the position of the diamond relative to the square? A. below B. above C. left D. top right C location +499 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_499.png What is the position of the trapezoid relative to the diamond? A. top right B. below C. top left D. left B location +500 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_500.png What is the position of the hexagon relative to the triangle? A. left B. right C. above D. top left B location +501 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_501.png What is the position of the pentagon relative to the diamond? A. above B. top left C. right D. below D location +502 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_502.png What is the position of the triangle relative to the pentagon? A. bottom right B. left C. right D. below B location +503 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_503.png What is the position of the diamond relative to the triangle? A. below B. left C. above D. right B location +504 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_504.png What is the position of the trapezoid relative to the square? A. below B. above C. right D. top left C location +505 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_505.png What is the position of the trapezoid relative to the hexagon? A. left B. above C. bottom left D. bottom right B location +506 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_506.png What is the position of the parallelogram relative to the circle? A. bottom left B. bottom right C. above D. top left A location +507 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_507.png What is the position of the heart relative to the circle? A. above B. right C. left D. below B location +508 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_508.png What is the position of the diamond relative to the triangle? A. right B. left C. above D. below B location +509 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_509.png What is the position of the hexagon relative to the diamond? A. above B. left C. right D. below B location +510 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_510.png What is the position of the trapezoid relative to the circle? A. bottom left B. below C. right D. above C location +511 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_511.png What is the position of the parallelogram relative to the heart? A. above B. below C. top left D. right B location +512 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_512.png What is the position of the heart relative to the parallelogram? A. bottom left B. above C. bottom right D. left B location +513 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_513.png What is the position of the heart relative to the parallelogram? A. top right B. right C. bottom left D. above C location +514 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_514.png What is the position of the trapezoid relative to the heart? A. bottom left B. top left C. left D. bottom right D location +515 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_515.png What is the position of the hexagon relative to the parallelogram? A. left B. top right C. right D. below A location +516 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_516.png What is the position of the triangle relative to the square? A. right B. above C. below D. left A location +517 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_517.png What is the position of the triangle relative to the heart? A. below B. bottom left C. top left D. right D location +518 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_518.png What is the position of the pentagon relative to the hexagon? A. top left B. right C. bottom right D. bottom left D location +519 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_519.png What is the position of the trapezoid relative to the heart? A. below B. top right C. left D. above C location +520 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_520.png What is the position of the square relative to the triangle? A. top right B. bottom right C. below D. left D location +521 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_521.png What is the position of the circle relative to the parallelogram? A. below B. above C. right D. left B location +522 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_522.png What is the position of the diamond relative to the triangle? A. below B. top left C. top right D. right B location +523 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_523.png What is the position of the pentagon relative to the circle? A. above B. left C. bottom right D. below A location +524 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_524.png What is the position of the pentagon relative to the circle? A. right B. bottom left C. bottom right D. top right B location +525 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_525.png What is the position of the pentagon relative to the hexagon? A. below B. bottom right C. top right D. left C location +526 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_526.png What is the position of the trapezoid relative to the circle? A. left B. bottom left C. top right D. bottom right D location +527 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_527.png What is the position of the square relative to the pentagon? A. bottom left B. right C. left D. top left B location +528 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_528.png What is the position of the trapezoid relative to the square? A. right B. below C. above D. left A location +529 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_529.png What is the position of the circle relative to the pentagon? A. above B. right C. top left D. left B location +530 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_530.png What is the position of the triangle relative to the hexagon? A. right B. below C. top left D. bottom left C location +531 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_531.png What is the position of the pentagon relative to the diamond? A. below B. bottom right C. above D. right C location +532 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_532.png What is the position of the diamond relative to the circle? A. above B. right C. bottom left D. top left B location +533 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_533.png What is the position of the triangle relative to the circle? A. above B. top right C. bottom right D. bottom left C location +534 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_534.png What is the position of the square relative to the pentagon? A. top right B. bottom right C. top left D. left B location +535 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_535.png What is the position of the diamond relative to the hexagon? A. right B. above C. left D. below A location +536 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_536.png What is the position of the hexagon relative to the triangle? A. top right B. top left C. bottom right D. below A location +537 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_537.png What is the position of the square relative to the circle? A. left B. right C. below D. top left C location +538 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_538.png What is the position of the circle relative to the parallelogram? A. right B. above C. below D. left C location +539 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_539.png What is the position of the triangle relative to the parallelogram? A. bottom right B. above C. right D. below B location +540 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_540.png What is the position of the parallelogram relative to the hexagon? A. left B. bottom left C. top left D. bottom right D location +541 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_541.png What is the position of the pentagon relative to the diamond? A. left B. right C. top left D. bottom left B location +542 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_542.png What is the position of the diamond relative to the square? A. right B. above C. bottom left D. below B location +543 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_543.png What is the position of the hexagon relative to the parallelogram? A. above B. right C. top right D. below D location +544 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_544.png What is the position of the diamond relative to the triangle? A. below B. left C. top right D. bottom right B location +545 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_545.png What is the position of the triangle relative to the heart? A. bottom right B. top right C. right D. top left D location +546 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_546.png What is the position of the square relative to the diamond? A. bottom left B. left C. below D. right D location +547 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_547.png What is the position of the diamond relative to the pentagon? A. left B. above C. top right D. bottom right A location +548 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_548.png What is the position of the diamond relative to the heart? A. below B. right C. above D. left C location +549 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_549.png What is the position of the diamond relative to the parallelogram? A. top left B. bottom right C. below D. top right A location +550 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_550.png What is the position of the pentagon relative to the heart? A. above B. right C. top left D. bottom left B location +551 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_551.png What is the position of the trapezoid relative to the heart? A. left B. top right C. above D. right A location +552 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_552.png What is the position of the parallelogram relative to the trapezoid? A. above B. right C. below D. bottom right A location +553 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_553.png What is the position of the parallelogram relative to the diamond? A. below B. left C. right D. bottom left C location +554 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_554.png What is the position of the triangle relative to the diamond? A. top left B. right C. below D. above B location +555 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_555.png What is the position of the diamond relative to the hexagon? A. above B. below C. left D. top left B location +556 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_556.png What is the position of the circle relative to the triangle? A. below B. right C. left D. top right C location +557 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_557.png What is the position of the heart relative to the pentagon? A. left B. below C. bottom left D. right D location +558 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_558.png What is the position of the trapezoid relative to the diamond? A. top left B. top right C. above D. bottom left D location +559 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_559.png What is the position of the square relative to the heart? A. above B. bottom left C. top right D. top left B location +560 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_560.png What is the position of the triangle relative to the hexagon? A. top left B. above C. right D. bottom left D location +561 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_561.png What is the position of the trapezoid relative to the square? A. below B. above C. top left D. right A location +562 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_562.png What is the position of the hexagon relative to the heart? A. right B. below C. left D. top left A location +563 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_563.png What is the position of the triangle relative to the hexagon? A. below B. top left C. top right D. right A location +564 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_564.png What is the position of the square relative to the heart? A. right B. below C. bottom left D. left A location +565 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_565.png What is the position of the trapezoid relative to the parallelogram? A. bottom right B. above C. left D. right B location +566 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_566.png What is the position of the parallelogram relative to the square? A. top right B. right C. bottom right D. bottom left D location +567 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_567.png What is the position of the trapezoid relative to the circle? A. bottom left B. right C. bottom right D. above D location +568 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_568.png What is the position of the circle relative to the square? A. below B. top left C. above D. right A location +569 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_569.png What is the position of the pentagon relative to the parallelogram? A. left B. bottom right C. above D. below A location +570 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_570.png What is the position of the triangle relative to the square? A. right B. above C. top right D. left D location +571 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_571.png What is the position of the circle relative to the diamond? A. top left B. right C. above D. below D location +572 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_572.png What is the position of the heart relative to the parallelogram? A. right B. top right C. above D. left D location +573 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_573.png What is the position of the parallelogram relative to the trapezoid? A. below B. top right C. left D. right A location +574 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_574.png What is the position of the parallelogram relative to the pentagon? A. top left B. bottom right C. bottom left D. above C location +575 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_575.png What is the position of the diamond relative to the pentagon? A. right B. top left C. top right D. bottom left B location +576 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_576.png What is the position of the diamond relative to the triangle? A. above B. left C. bottom right D. below A location +577 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_577.png What is the position of the pentagon relative to the diamond? A. right B. bottom right C. left D. top right C location +578 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_578.png What is the position of the hexagon relative to the triangle? A. below B. right C. left D. bottom right C location +579 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_579.png What is the position of the diamond relative to the circle? A. bottom right B. top right C. bottom left D. above C location +580 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_580.png What is the position of the pentagon relative to the parallelogram? A. top right B. bottom right C. top left D. below A location +581 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_581.png What is the position of the hexagon relative to the pentagon? A. top left B. left C. below D. right D location +582 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_582.png What is the position of the heart relative to the square? A. above B. top right C. below D. top left C location +583 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_583.png What is the position of the trapezoid relative to the square? A. above B. bottom right C. below D. left A location +584 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_584.png What is the position of the triangle relative to the trapezoid? A. right B. above C. below D. top left A location +585 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_585.png What is the position of the diamond relative to the heart? A. right B. top right C. above D. below D location +586 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_586.png What is the position of the square relative to the pentagon? A. below B. top left C. above D. right D location +587 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_587.png What is the position of the circle relative to the parallelogram? A. top left B. right C. left D. below D location +588 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_588.png What is the position of the circle relative to the hexagon? A. left B. below C. top right D. right A location +589 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_589.png What is the position of the hexagon relative to the triangle? A. top right B. left C. below D. bottom left A location +590 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_590.png What is the position of the heart relative to the pentagon? A. top left B. bottom left C. bottom right D. right A location +591 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_591.png What is the position of the parallelogram relative to the triangle? A. bottom right B. top left C. below D. right B location +592 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_592.png What is the position of the trapezoid relative to the square? A. bottom left B. right C. bottom right D. top left D location +593 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_593.png What is the position of the heart relative to the square? A. below B. above C. bottom left D. bottom right B location +594 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_594.png What is the position of the pentagon relative to the hexagon? A. left B. top left C. bottom left D. bottom right D location +595 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_595.png What is the position of the circle relative to the square? A. below B. bottom left C. left D. right D location +596 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_596.png What is the position of the pentagon relative to the triangle? A. below B. left C. top left D. above A location +597 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_597.png What is the position of the parallelogram relative to the heart? A. top right B. left C. top left D. below A location +598 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_598.png What is the position of the diamond relative to the pentagon? A. below B. top right C. right D. left A location +599 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_599.png What is the position of the parallelogram relative to the triangle? A. above B. right C. bottom left D. below A location +600 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_600.png What is the position of the hexagon relative to the parallelogram? A. left B. above C. right D. bottom left C location +601 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_601.png What is the position of the diamond relative to the parallelogram? A. bottom right B. bottom left C. right D. above D location +602 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_602.png What is the position of the square relative to the pentagon? A. bottom left B. right C. below D. top left D location +603 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_603.png What is the position of the diamond relative to the pentagon? A. below B. right C. bottom left D. left B location +604 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_604.png What is the position of the heart relative to the hexagon? A. below B. right C. left D. top left B location +605 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_605.png What is the position of the heart relative to the triangle? A. below B. top left C. above D. left A location +606 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_606.png What is the position of the square relative to the trapezoid? A. top right B. left C. right D. bottom right B location +607 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_607.png What is the position of the circle relative to the heart? A. above B. below C. left D. top left B location +608 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_608.png What is the position of the pentagon relative to the trapezoid? A. bottom left B. top right C. top left D. left B location +609 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_609.png What is the position of the pentagon relative to the triangle? A. above B. right C. bottom right D. left D location +610 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_610.png What is the position of the heart relative to the triangle? A. top right B. top left C. left D. below D location +611 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_611.png What is the position of the triangle relative to the trapezoid? A. left B. right C. top left D. above B location +612 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_612.png What is the position of the parallelogram relative to the diamond? A. below B. left C. bottom left D. right D location +613 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_613.png What is the position of the hexagon relative to the parallelogram? A. bottom left B. right C. left D. below B location +614 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_614.png What is the position of the trapezoid relative to the triangle? A. below B. bottom right C. left D. above D location +615 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_615.png What is the position of the triangle relative to the square? A. above B. right C. below D. bottom left A location +616 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_616.png What is the position of the diamond relative to the heart? A. bottom left B. right C. left D. top left B location +617 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_617.png What is the position of the hexagon relative to the trapezoid? A. right B. left C. top right D. bottom right B location +618 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_618.png What is the position of the trapezoid relative to the pentagon? A. left B. right C. above D. below C location +619 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_619.png What is the position of the trapezoid relative to the hexagon? A. bottom left B. right C. top left D. below C location +620 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_620.png What is the position of the diamond relative to the circle? A. below B. above C. right D. top right A location +621 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_621.png What is the position of the pentagon relative to the parallelogram? A. top left B. below C. bottom left D. right D location +622 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_622.png What is the position of the parallelogram relative to the heart? A. bottom right B. left C. below D. top right B location +623 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_623.png What is the position of the circle relative to the hexagon? A. above B. right C. left D. below A location +624 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_624.png What is the position of the diamond relative to the triangle? A. above B. left C. bottom right D. top left C location +625 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_625.png What is the position of the diamond relative to the hexagon? A. bottom left B. right C. above D. below C location +626 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_626.png What is the position of the triangle relative to the trapezoid? A. bottom right B. top right C. above D. bottom left A location +627 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_627.png What is the position of the hexagon relative to the square? A. right B. below C. bottom left D. left A location +628 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_628.png What is the position of the parallelogram relative to the trapezoid? A. left B. below C. top right D. right A location +629 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_629.png What is the position of the parallelogram relative to the trapezoid? A. left B. right C. above D. bottom left B location +630 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_630.png What is the position of the triangle relative to the parallelogram? A. above B. left C. top right D. below B location +631 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_631.png What is the position of the heart relative to the trapezoid? A. right B. top right C. below D. top left D location +632 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_632.png What is the position of the hexagon relative to the square? A. right B. above C. below D. left A location +633 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_633.png What is the position of the parallelogram relative to the triangle? A. top left B. right C. bottom left D. below B location +634 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_634.png What is the position of the triangle relative to the diamond? A. above B. left C. bottom right D. below B location +635 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_635.png What is the position of the heart relative to the square? A. left B. below C. top right D. bottom right A location +636 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_636.png What is the position of the square relative to the circle? A. left B. top right C. below D. above C location +637 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_637.png What is the position of the triangle relative to the diamond? A. bottom left B. left C. right D. above D location +638 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_638.png What is the position of the square relative to the heart? A. right B. bottom left C. below D. above D location +639 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_639.png What is the position of the square relative to the diamond? A. above B. top right C. left D. below D location +640 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_640.png What is the position of the hexagon relative to the square? A. above B. below C. left D. right D location +641 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_641.png What is the position of the heart relative to the triangle? A. right B. bottom right C. below D. above D location +642 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_642.png What is the position of the square relative to the pentagon? A. below B. top right C. top left D. above A location +643 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_643.png What is the position of the hexagon relative to the pentagon? A. bottom left B. right C. above D. top left B location +644 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_644.png What is the position of the hexagon relative to the parallelogram? A. bottom left B. top left C. top right D. left C location +645 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_645.png What is the position of the parallelogram relative to the diamond? A. left B. top left C. below D. top right C location +646 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_646.png What is the position of the circle relative to the hexagon? A. top right B. right C. bottom left D. top left D location +647 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_647.png What is the position of the square relative to the parallelogram? A. below B. left C. above D. right C location +648 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_648.png What is the position of the trapezoid relative to the hexagon? A. left B. bottom right C. below D. top right D location +649 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_649.png What is the position of the diamond relative to the hexagon? A. above B. left C. below D. top left C location +650 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_650.png What is the position of the diamond relative to the parallelogram? A. top right B. left C. top left D. below D location +651 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_651.png What is the position of the square relative to the hexagon? A. above B. right C. below D. bottom left B location +652 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_652.png What is the position of the heart relative to the hexagon? A. right B. bottom right C. below D. top left D location +653 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_653.png What is the position of the circle relative to the heart? A. above B. bottom right C. right D. left D location +654 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_654.png What is the position of the parallelogram relative to the pentagon? A. below B. bottom left C. top left D. top right D location +655 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_655.png What is the position of the hexagon relative to the triangle? A. bottom left B. right C. below D. above D location +656 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_656.png What is the position of the hexagon relative to the triangle? A. bottom left B. above C. left D. bottom right B location +657 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_657.png What is the position of the heart relative to the hexagon? A. below B. above C. left D. bottom left B location +658 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_658.png What is the position of the square relative to the diamond? A. right B. below C. left D. bottom left A location +659 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_659.png What is the position of the pentagon relative to the triangle? A. top left B. bottom right C. below D. right A location +660 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_660.png What is the position of the parallelogram relative to the diamond? A. below B. right C. top left D. left B location +661 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_661.png What is the position of the parallelogram relative to the circle? A. above B. right C. left D. bottom right A location +662 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_662.png What is the position of the trapezoid relative to the parallelogram? A. bottom left B. above C. bottom right D. left B location +663 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_663.png What is the position of the heart relative to the triangle? A. above B. left C. right D. bottom right B location +664 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_664.png What is the position of the trapezoid relative to the diamond? A. bottom right B. left C. right D. above D location +665 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_665.png What is the position of the trapezoid relative to the heart? A. right B. top left C. left D. below A location +666 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_666.png What is the position of the square relative to the trapezoid? A. right B. left C. bottom right D. below B location +667 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_667.png What is the position of the parallelogram relative to the hexagon? A. right B. top right C. left D. below D location +668 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_668.png What is the position of the heart relative to the diamond? A. bottom left B. left C. below D. right D location +669 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_669.png What is the position of the square relative to the trapezoid? A. left B. right C. below D. above C location +670 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_670.png What is the position of the pentagon relative to the diamond? A. top right B. right C. top left D. bottom left C location +671 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_671.png What is the position of the hexagon relative to the trapezoid? A. above B. bottom right C. right D. below A location +672 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_672.png What is the position of the pentagon relative to the trapezoid? A. left B. right C. above D. top left B location +673 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_673.png What is the position of the pentagon relative to the hexagon? A. right B. below C. bottom left D. above D location +674 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_674.png What is the position of the circle relative to the hexagon? A. left B. below C. bottom right D. top right D location +675 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_675.png What is the position of the parallelogram relative to the square? A. left B. below C. top right D. bottom right A location +676 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_676.png What is the position of the square relative to the pentagon? A. right B. left C. below D. above D location +677 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_677.png What is the position of the triangle relative to the circle? A. bottom right B. below C. top left D. bottom left C location +678 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_678.png What is the position of the hexagon relative to the square? A. above B. below C. right D. left D location +679 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_679.png What is the position of the heart relative to the square? A. above B. below C. top right D. right B location +680 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_680.png What is the position of the pentagon relative to the square? A. above B. bottom left C. bottom right D. right B location +681 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_681.png What is the position of the square relative to the hexagon? A. left B. above C. below D. right A location +682 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_682.png What is the position of the triangle relative to the circle? A. bottom left B. bottom right C. top left D. left B location +683 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_683.png What is the position of the diamond relative to the pentagon? A. top left B. bottom right C. bottom left D. top right C location +684 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_684.png What is the position of the trapezoid relative to the parallelogram? A. above B. bottom right C. below D. left D location +685 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_685.png What is the position of the square relative to the hexagon? A. above B. right C. bottom left D. left B location +686 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_686.png What is the position of the parallelogram relative to the square? A. top right B. below C. top left D. left A location +687 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_687.png What is the position of the parallelogram relative to the trapezoid? A. top left B. above C. right D. bottom left C location +688 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_688.png What is the position of the pentagon relative to the hexagon? A. left B. bottom right C. below D. top right A location +689 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_689.png What is the position of the diamond relative to the circle? A. left B. right C. top left D. below B location +690 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_690.png What is the position of the triangle relative to the heart? A. top right B. below C. right D. left D location +691 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_691.png What is the position of the triangle relative to the heart? A. bottom right B. right C. left D. above C location +692 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_692.png What is the position of the circle relative to the triangle? A. below B. left C. right D. top right B location +693 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_693.png What is the position of the trapezoid relative to the heart? A. top left B. above C. bottom left D. bottom right C location +694 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_694.png What is the position of the pentagon relative to the triangle? A. below B. left C. right D. top left A location +695 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_695.png What is the position of the hexagon relative to the square? A. bottom left B. top right C. right D. top left A location +696 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_696.png What is the position of the pentagon relative to the triangle? A. top left B. top right C. right D. below D location +697 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_697.png What is the position of the triangle relative to the diamond? A. top left B. below C. right D. bottom left C location +698 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_698.png What is the position of the heart relative to the square? A. bottom right B. left C. top right D. top left C location +699 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_699.png What is the position of the diamond relative to the square? A. bottom left B. left C. above D. right C location +700 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_700.png What is the position of the square relative to the diamond? A. bottom left B. right C. top left D. above B location +701 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_701.png What is the position of the pentagon relative to the heart? A. below B. left C. top left D. right A location +702 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_702.png What is the position of the trapezoid relative to the heart? A. top right B. bottom left C. above D. top left B location +703 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_703.png What is the position of the diamond relative to the parallelogram? A. bottom right B. top right C. left D. right C location +704 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_704.png What is the position of the heart relative to the diamond? A. right B. above C. top left D. bottom left D location +705 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_705.png What is the position of the hexagon relative to the square? A. above B. bottom right C. top right D. left D location +706 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_706.png What is the position of the pentagon relative to the triangle? A. top left B. right C. below D. bottom left B location +707 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_707.png What is the position of the triangle relative to the parallelogram? A. bottom right B. above C. right D. left B location +708 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_708.png What is the position of the square relative to the parallelogram? A. bottom left B. left C. top right D. bottom right C location +709 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_709.png What is the position of the hexagon relative to the trapezoid? A. below B. bottom left C. top right D. bottom right C location +710 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_710.png What is the position of the circle relative to the hexagon? A. right B. above C. left D. bottom right C location +711 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_711.png What is the position of the trapezoid relative to the square? A. right B. left C. bottom right D. above D location +712 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_712.png What is the position of the trapezoid relative to the diamond? A. left B. top left C. right D. below D location +713 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_713.png What is the position of the diamond relative to the trapezoid? A. above B. below C. left D. bottom right A location +714 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_714.png What is the position of the heart relative to the parallelogram? A. right B. bottom left C. above D. top right B location +715 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_715.png What is the position of the triangle relative to the parallelogram? A. top right B. bottom left C. left D. top left A location +716 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_716.png What is the position of the square relative to the parallelogram? A. bottom right B. bottom left C. right D. above D location +717 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_717.png What is the position of the triangle relative to the trapezoid? A. right B. left C. below D. above D location +718 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_718.png What is the position of the circle relative to the square? A. right B. above C. below D. bottom left A location +719 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_719.png What is the position of the heart relative to the parallelogram? A. top left B. bottom right C. bottom left D. left B location +720 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_720.png What is the position of the circle relative to the heart? A. below B. above C. bottom left D. left B location +721 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_721.png What is the position of the hexagon relative to the diamond? A. top left B. bottom left C. bottom right D. below A location +722 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_722.png What is the position of the diamond relative to the hexagon? A. right B. above C. below D. bottom right B location +723 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_723.png What is the position of the square relative to the heart? A. bottom left B. bottom right C. top left D. above B location +724 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_724.png What is the position of the trapezoid relative to the parallelogram? A. below B. bottom right C. top right D. bottom left C location +725 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_725.png What is the position of the hexagon relative to the triangle? A. above B. left C. top right D. right B location +726 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_726.png What is the position of the hexagon relative to the diamond? A. top right B. top left C. right D. below D location +727 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_727.png What is the position of the diamond relative to the hexagon? A. top right B. left C. above D. below D location +728 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_728.png What is the position of the pentagon relative to the parallelogram? A. top left B. below C. above D. left B location +729 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_729.png What is the position of the pentagon relative to the parallelogram? A. below B. bottom left C. left D. right D location +730 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_730.png What is the position of the circle relative to the heart? A. top right B. below C. left D. bottom right C location +731 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_731.png What is the position of the square relative to the heart? A. top left B. above C. right D. bottom left D location +732 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_732.png What is the position of the hexagon relative to the parallelogram? A. left B. below C. top right D. top left C location +733 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_733.png What is the position of the heart relative to the pentagon? A. below B. left C. above D. right D location +734 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_734.png What is the position of the square relative to the diamond? A. below B. right C. top left D. above B location +735 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_735.png What is the position of the heart relative to the diamond? A. left B. top right C. right D. above A location +736 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_736.png What is the position of the parallelogram relative to the circle? A. bottom left B. top left C. right D. below B location +737 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_737.png What is the position of the pentagon relative to the circle? A. top right B. right C. above D. left D location +738 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_738.png What is the position of the triangle relative to the parallelogram? A. bottom right B. right C. above D. left D location +739 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_739.png What is the position of the hexagon relative to the pentagon? A. left B. below C. above D. top right B location +740 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_740.png What is the position of the hexagon relative to the trapezoid? A. top left B. left C. below D. above C location +741 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_741.png What is the position of the diamond relative to the triangle? A. top right B. bottom left C. below D. bottom right A location +742 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_742.png What is the position of the diamond relative to the triangle? A. below B. left C. above D. right A location +743 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_743.png What is the position of the diamond relative to the square? A. right B. left C. top right D. below D location +744 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_744.png What is the position of the diamond relative to the parallelogram? A. bottom right B. top right C. above D. left A location +745 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_745.png What is the position of the square relative to the parallelogram? A. right B. below C. above D. bottom right C location +746 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_746.png What is the position of the heart relative to the diamond? A. bottom left B. above C. below D. bottom right B location +747 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_747.png What is the position of the triangle relative to the heart? A. bottom right B. top right C. above D. left A location +748 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_748.png What is the position of the pentagon relative to the diamond? A. below B. right C. bottom right D. left D location +749 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_749.png What is the position of the hexagon relative to the triangle? A. bottom left B. top left C. below D. top right B location +750 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_750.png What is the position of the triangle relative to the hexagon? A. bottom right B. bottom left C. left D. above A location +751 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_751.png What is the position of the pentagon relative to the square? A. right B. bottom left C. bottom right D. top left D location +752 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_752.png What is the position of the heart relative to the pentagon? A. top left B. bottom left C. bottom right D. top right B location +753 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_753.png What is the position of the trapezoid relative to the heart? A. above B. left C. right D. bottom right B location +754 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_754.png What is the position of the pentagon relative to the trapezoid? A. above B. top left C. bottom right D. bottom left D location +755 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_755.png What is the position of the diamond relative to the square? A. above B. left C. right D. top left C location +756 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_756.png What is the position of the trapezoid relative to the circle? A. above B. top left C. bottom left D. right D location +757 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_757.png What is the position of the parallelogram relative to the circle? A. right B. above C. below D. left D location +758 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_758.png What is the position of the trapezoid relative to the circle? A. left B. top left C. bottom left D. bottom right D location +759 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_759.png What is the position of the trapezoid relative to the diamond? A. right B. top left C. bottom left D. top right B location +760 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_760.png What is the position of the trapezoid relative to the hexagon? A. left B. top right C. below D. bottom left B location +761 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_761.png What is the position of the circle relative to the parallelogram? A. bottom right B. above C. left D. top right A location +762 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_762.png What is the position of the circle relative to the trapezoid? A. below B. top right C. left D. top left A location +763 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_763.png What is the position of the square relative to the heart? A. top left B. bottom left C. right D. below C location +764 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_764.png What is the position of the diamond relative to the pentagon? A. above B. right C. bottom left D. below A location +765 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_765.png What is the position of the diamond relative to the heart? A. top right B. bottom right C. top left D. below A location +766 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_766.png What is the position of the triangle relative to the pentagon? A. below B. left C. top right D. top left A location +767 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_767.png What is the position of the pentagon relative to the circle? A. above B. bottom left C. bottom right D. top left B location +768 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_768.png What is the position of the heart relative to the triangle? A. top left B. left C. bottom left D. right D location +769 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_769.png What is the position of the trapezoid relative to the diamond? A. above B. bottom right C. right D. bottom left D location +770 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_770.png What is the position of the hexagon relative to the triangle? A. above B. bottom left C. top left D. right D location +771 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_771.png What is the position of the pentagon relative to the trapezoid? A. below B. right C. above D. bottom left B location +772 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_772.png What is the position of the hexagon relative to the diamond? A. above B. bottom left C. below D. left A location +773 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_773.png What is the position of the square relative to the pentagon? A. above B. top left C. left D. right D location +774 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_774.png What is the position of the hexagon relative to the diamond? A. bottom left B. left C. below D. right D location +775 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_775.png What is the position of the trapezoid relative to the circle? A. top left B. left C. above D. below D location +776 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_776.png What is the position of the pentagon relative to the circle? A. left B. below C. above D. right C location +777 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_777.png What is the position of the parallelogram relative to the pentagon? A. top right B. top left C. right D. below D location +778 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_778.png What is the position of the parallelogram relative to the hexagon? A. right B. bottom left C. left D. above A location +779 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_779.png What is the position of the pentagon relative to the triangle? A. right B. top left C. bottom right D. below B location +780 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_780.png What is the position of the parallelogram relative to the circle? A. left B. below C. bottom right D. above A location +781 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_781.png What is the position of the circle relative to the hexagon? A. below B. above C. top left D. top right A location +782 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_782.png What is the position of the circle relative to the parallelogram? A. top right B. below C. left D. top left B location +783 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_783.png What is the position of the square relative to the parallelogram? A. top right B. left C. bottom right D. above B location +784 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_784.png What is the position of the parallelogram relative to the pentagon? A. right B. above C. left D. top left A location +785 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_785.png What is the position of the triangle relative to the circle? A. top left B. top right C. left D. below D location +786 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_786.png What is the position of the square relative to the triangle? A. below B. top left C. left D. top right A location +787 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_787.png What is the position of the parallelogram relative to the pentagon? A. top right B. above C. left D. bottom right C location +788 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_788.png What is the position of the hexagon relative to the trapezoid? A. bottom right B. left C. top right D. above B location +789 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_789.png What is the position of the pentagon relative to the hexagon? A. top left B. bottom right C. top right D. bottom left D location +790 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_790.png What is the position of the diamond relative to the triangle? A. right B. above C. left D. top left A location +791 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_791.png What is the position of the pentagon relative to the hexagon? A. below B. bottom right C. right D. above D location +792 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_792.png What is the position of the hexagon relative to the circle? A. right B. above C. below D. left D location +793 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_793.png What is the position of the trapezoid relative to the circle? A. right B. above C. bottom right D. left B location +794 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_794.png What is the position of the square relative to the circle? A. bottom right B. top left C. right D. bottom left B location +795 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_795.png What is the position of the heart relative to the trapezoid? A. top left B. below C. top right D. right B location +796 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_796.png What is the position of the square relative to the circle? A. below B. top right C. top left D. bottom left C location +797 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_797.png What is the position of the diamond relative to the triangle? A. below B. left C. above D. right D location +798 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_798.png What is the position of the heart relative to the parallelogram? A. below B. right C. left D. bottom left B location +799 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_799.png What is the position of the diamond relative to the circle? A. bottom left B. above C. left D. right D location +800 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_800.png What is the position of the square relative to the pentagon? A. bottom left B. bottom right C. left D. top right D location +801 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_801.png What is the position of the circle relative to the heart? A. bottom right B. below C. above D. left C location +802 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_802.png What is the position of the square relative to the triangle? A. right B. below C. top right D. left B location +803 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_803.png What is the position of the pentagon relative to the square? A. bottom right B. below C. top left D. top right C location +804 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_804.png What is the position of the hexagon relative to the pentagon? A. right B. bottom right C. below D. above D location +805 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_805.png What is the position of the heart relative to the square? A. left B. below C. bottom left D. above D location +806 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_806.png What is the position of the triangle relative to the parallelogram? A. above B. below C. top left D. left B location +807 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_807.png What is the position of the triangle relative to the diamond? A. below B. left C. right D. above C location +808 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_808.png What is the position of the trapezoid relative to the square? A. above B. right C. below D. left D location +809 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_809.png What is the position of the pentagon relative to the hexagon? A. left B. below C. right D. bottom right A location +810 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_810.png What is the position of the trapezoid relative to the pentagon? A. left B. top right C. bottom left D. top left B location +811 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_811.png What is the position of the square relative to the hexagon? A. bottom right B. below C. above D. right C location +812 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_812.png What is the position of the pentagon relative to the trapezoid? A. right B. top right C. above D. bottom left D location +813 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_813.png What is the position of the trapezoid relative to the heart? A. above B. bottom right C. below D. bottom left A location +814 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_814.png What is the position of the heart relative to the trapezoid? A. below B. right C. top right D. left D location +815 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_815.png What is the position of the pentagon relative to the heart? A. above B. left C. right D. bottom left A location +816 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_816.png What is the position of the trapezoid relative to the hexagon? A. top left B. right C. below D. top right C location +817 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_817.png What is the position of the pentagon relative to the circle? A. right B. bottom left C. left D. top left A location +818 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_818.png What is the position of the circle relative to the trapezoid? A. top left B. top right C. below D. right C location +819 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_819.png What is the position of the trapezoid relative to the diamond? A. right B. above C. below D. bottom left B location +820 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_820.png What is the position of the circle relative to the square? A. above B. top right C. bottom left D. bottom right C location +821 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_821.png What is the position of the hexagon relative to the triangle? A. above B. bottom left C. right D. left A location +822 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_822.png What is the position of the pentagon relative to the hexagon? A. top right B. right C. left D. below C location +823 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_823.png What is the position of the square relative to the pentagon? A. bottom left B. below C. top right D. top left C location +824 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_824.png What is the position of the heart relative to the hexagon? A. top left B. below C. right D. left C location +825 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_825.png What is the position of the square relative to the diamond? A. top left B. below C. right D. left C location +826 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_826.png What is the position of the heart relative to the parallelogram? A. below B. right C. above D. bottom left C location +827 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_827.png What is the position of the pentagon relative to the parallelogram? A. above B. below C. left D. top right B location +828 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_828.png What is the position of the hexagon relative to the circle? A. top right B. left C. right D. below B location +829 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_829.png What is the position of the square relative to the pentagon? A. below B. right C. top left D. left A location +830 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_830.png What is the position of the triangle relative to the circle? A. bottom right B. top right C. left D. above C location +831 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_831.png What is the position of the diamond relative to the pentagon? A. left B. top left C. above D. below D location +832 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_832.png What is the position of the parallelogram relative to the diamond? A. top left B. above C. left D. right D location +833 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_833.png What is the position of the pentagon relative to the diamond? A. above B. bottom right C. right D. below A location +834 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_834.png What is the position of the parallelogram relative to the hexagon? A. bottom left B. top left C. right D. top right B location +835 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_835.png What is the position of the triangle relative to the square? A. below B. top right C. top left D. left A location +836 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_836.png What is the position of the circle relative to the parallelogram? A. right B. above C. below D. bottom left A location +837 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_837.png What is the position of the square relative to the circle? A. bottom right B. top left C. left D. above A location +838 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_838.png What is the position of the pentagon relative to the circle? A. top left B. top right C. above D. below D location +839 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_839.png What is the position of the trapezoid relative to the heart? A. above B. right C. bottom right D. left A location +840 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_840.png What is the position of the trapezoid relative to the pentagon? A. below B. top left C. above D. right D location +841 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_841.png What is the position of the hexagon relative to the square? A. above B. below C. right D. left A location +842 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_842.png What is the position of the parallelogram relative to the triangle? A. above B. bottom left C. top right D. top left B location +843 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_843.png What is the position of the heart relative to the pentagon? A. top right B. bottom left C. below D. top left A location +844 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_844.png What is the position of the pentagon relative to the heart? A. bottom left B. left C. above D. bottom right C location +845 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_845.png What is the position of the triangle relative to the hexagon? A. below B. above C. right D. bottom left C location +846 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_846.png What is the position of the square relative to the triangle? A. right B. below C. above D. left D location +847 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_847.png What is the position of the trapezoid relative to the hexagon? A. below B. above C. right D. left B location +848 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_848.png What is the position of the trapezoid relative to the triangle? A. top left B. right C. above D. below B location +849 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_849.png What is the position of the trapezoid relative to the pentagon? A. bottom left B. right C. above D. left C location +850 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_850.png What is the position of the parallelogram relative to the triangle? A. above B. bottom right C. top right D. left D location +851 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_851.png What is the position of the diamond relative to the trapezoid? A. above B. below C. right D. left A location +852 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_852.png What is the position of the parallelogram relative to the hexagon? A. top left B. right C. left D. above B location +853 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_853.png What is the position of the diamond relative to the pentagon? A. above B. left C. right D. below C location +854 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_854.png What is the position of the circle relative to the square? A. left B. below C. top right D. right A location +855 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_855.png What is the position of the pentagon relative to the hexagon? A. top right B. right C. above D. left D location +856 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_856.png What is the position of the diamond relative to the square? A. right B. above C. bottom left D. bottom right B location +857 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_857.png What is the position of the circle relative to the pentagon? A. left B. bottom left C. right D. above D location +858 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_858.png What is the position of the circle relative to the heart? A. left B. top right C. above D. bottom right A location +859 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_859.png What is the position of the parallelogram relative to the triangle? A. top left B. bottom right C. right D. top right A location +860 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_860.png What is the position of the trapezoid relative to the diamond? A. top right B. top left C. bottom right D. right B location +861 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_861.png What is the position of the hexagon relative to the heart? A. top left B. above C. bottom left D. right D location +862 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_862.png What is the position of the heart relative to the circle? A. right B. above C. bottom right D. left D location +863 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_863.png What is the position of the diamond relative to the square? A. left B. bottom left C. below D. top right D location +864 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_864.png What is the position of the heart relative to the diamond? A. bottom right B. above C. bottom left D. right B location +865 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_865.png What is the position of the square relative to the triangle? A. above B. bottom left C. left D. bottom right A location +866 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_866.png What is the position of the parallelogram relative to the square? A. bottom right B. below C. top right D. bottom left C location +867 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_867.png What is the position of the heart relative to the trapezoid? A. top right B. below C. top left D. above B location +868 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_868.png What is the position of the diamond relative to the square? A. above B. right C. below D. top right C location +869 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_869.png What is the position of the square relative to the hexagon? A. bottom right B. below C. above D. bottom left C location +870 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_870.png What is the position of the circle relative to the square? A. above B. right C. left D. bottom left B location +871 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_871.png What is the position of the diamond relative to the parallelogram? A. above B. right C. left D. bottom left A location +872 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_872.png What is the position of the pentagon relative to the trapezoid? A. above B. left C. top right D. bottom right B location +873 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_873.png What is the position of the triangle relative to the heart? A. below B. right C. bottom left D. top left D location +874 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_874.png What is the position of the parallelogram relative to the pentagon? A. above B. left C. bottom right D. bottom left A location +875 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_875.png What is the position of the circle relative to the square? A. left B. above C. right D. below D location +876 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_876.png What is the position of the triangle relative to the circle? A. left B. above C. top right D. right A location +877 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_877.png What is the position of the hexagon relative to the parallelogram? A. below B. above C. right D. left C location +878 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_878.png What is the position of the diamond relative to the square? A. left B. above C. below D. right C location +879 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_879.png What is the position of the pentagon relative to the diamond? A. right B. above C. left D. below B location +880 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_880.png What is the position of the square relative to the heart? A. left B. bottom left C. above D. right D location +881 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_881.png What is the position of the trapezoid relative to the heart? A. right B. below C. left D. top right C location +882 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_882.png What is the position of the trapezoid relative to the pentagon? A. top right B. bottom right C. left D. above C location +883 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_883.png What is the position of the triangle relative to the heart? A. left B. bottom left C. above D. right C location +884 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_884.png What is the position of the pentagon relative to the parallelogram? A. above B. below C. left D. bottom right C location +885 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_885.png What is the position of the heart relative to the hexagon? A. left B. top right C. right D. bottom right A location +886 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_886.png What is the position of the triangle relative to the heart? A. bottom right B. below C. above D. left C location +887 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_887.png What is the position of the circle relative to the parallelogram? A. bottom left B. below C. above D. right C location +888 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_888.png What is the position of the pentagon relative to the parallelogram? A. left B. above C. top left D. below D location +889 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_889.png What is the position of the heart relative to the diamond? A. above B. left C. below D. right C location +890 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_890.png What is the position of the diamond relative to the hexagon? A. right B. bottom right C. above D. bottom left C location +891 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_891.png What is the position of the heart relative to the diamond? A. bottom right B. above C. bottom left D. right C location +892 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_892.png What is the position of the square relative to the pentagon? A. bottom left B. top left C. left D. bottom right D location +893 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_893.png What is the position of the trapezoid relative to the pentagon? A. right B. bottom left C. top right D. top left B location +894 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_894.png What is the position of the heart relative to the hexagon? A. bottom right B. top left C. right D. below B location +895 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_895.png What is the position of the heart relative to the square? A. right B. top left C. left D. bottom left A location +896 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_896.png What is the position of the square relative to the heart? A. above B. bottom right C. right D. left A location +897 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_897.png What is the position of the diamond relative to the hexagon? A. bottom right B. above C. left D. right C location +898 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_898.png What is the position of the trapezoid relative to the parallelogram? A. top right B. bottom right C. left D. above C location +899 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_899.png What is the position of the trapezoid relative to the pentagon? A. below B. top right C. left D. bottom right C location +900 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_900.png What is the position of the parallelogram relative to the square? A. top left B. right C. bottom left D. below B location +901 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_901.png What is the position of the trapezoid relative to the circle? A. above B. below C. right D. top left C location +902 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_902.png What is the position of the square relative to the diamond? A. above B. top left C. bottom left D. right D location +903 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_903.png What is the position of the triangle relative to the trapezoid? A. right B. below C. left D. bottom right C location +904 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_904.png What is the position of the heart relative to the trapezoid? A. above B. bottom right C. bottom left D. left A location +905 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_905.png What is the position of the circle relative to the hexagon? A. left B. right C. bottom right D. top right A location +906 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_906.png What is the position of the trapezoid relative to the pentagon? A. right B. top right C. bottom left D. top left D location +907 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_907.png What is the position of the triangle relative to the diamond? A. right B. bottom right C. top left D. bottom left D location +908 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_908.png What is the position of the hexagon relative to the square? A. left B. top right C. above D. below A location +909 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_909.png What is the position of the trapezoid relative to the diamond? A. right B. top right C. below D. left C location +910 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_910.png What is the position of the heart relative to the diamond? A. top right B. top left C. right D. bottom left B location +911 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_911.png What is the position of the parallelogram relative to the square? A. top right B. left C. above D. right B location +912 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_912.png What is the position of the trapezoid relative to the square? A. above B. right C. bottom left D. top left B location +913 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_913.png What is the position of the trapezoid relative to the pentagon? A. top right B. below C. right D. top left B location +914 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_914.png What is the position of the trapezoid relative to the heart? A. right B. below C. left D. bottom right C location +915 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_915.png What is the position of the diamond relative to the parallelogram? A. bottom left B. left C. bottom right D. top right C location +916 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_916.png What is the position of the circle relative to the triangle? A. left B. top left C. right D. below D location +917 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_917.png What is the position of the circle relative to the heart? A. above B. below C. right D. bottom right A location +918 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_918.png What is the position of the diamond relative to the heart? A. below B. bottom right C. above D. left C location +919 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_919.png What is the position of the heart relative to the circle? A. above B. below C. left D. right B location +920 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_920.png What is the position of the diamond relative to the circle? A. above B. bottom right C. right D. left D location +921 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_921.png What is the position of the trapezoid relative to the hexagon? A. bottom left B. bottom right C. top right D. top left B location +922 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_922.png What is the position of the heart relative to the diamond? A. top left B. left C. above D. below D location +923 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_923.png What is the position of the circle relative to the parallelogram? A. above B. right C. top right D. left D location +924 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_924.png What is the position of the parallelogram relative to the trapezoid? A. bottom left B. right C. top left D. above B location +925 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_925.png What is the position of the pentagon relative to the circle? A. top left B. left C. right D. below D location +926 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_926.png What is the position of the hexagon relative to the square? A. above B. right C. below D. bottom left B location +927 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_927.png What is the position of the heart relative to the trapezoid? A. left B. bottom left C. above D. below C location +928 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_928.png What is the position of the circle relative to the triangle? A. bottom left B. top left C. bottom right D. above C location +929 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_929.png What is the position of the hexagon relative to the circle? A. right B. below C. top left D. top right B location +930 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_930.png What is the position of the diamond relative to the circle? A. top left B. right C. bottom right D. top right A location +931 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_931.png What is the position of the triangle relative to the trapezoid? A. above B. left C. right D. top left C location +932 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_932.png What is the position of the triangle relative to the pentagon? A. top left B. bottom left C. top right D. bottom right C location +933 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_933.png What is the position of the heart relative to the hexagon? A. right B. bottom left C. bottom right D. top right B location +934 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_934.png What is the position of the square relative to the trapezoid? A. bottom right B. top right C. top left D. below C location +935 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_935.png What is the position of the square relative to the heart? A. top left B. right C. above D. below D location +936 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_936.png What is the position of the pentagon relative to the diamond? A. top left B. right C. below D. bottom left A location +937 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_937.png What is the position of the circle relative to the parallelogram? A. left B. right C. top left D. above B location +938 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_938.png What is the position of the diamond relative to the pentagon? A. above B. left C. right D. top left C location +939 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_939.png What is the position of the diamond relative to the hexagon? A. bottom right B. right C. left D. above C location +940 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_940.png What is the position of the circle relative to the diamond? A. top right B. bottom left C. left D. below A location +941 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_941.png What is the position of the hexagon relative to the square? A. top right B. bottom right C. left D. right C location +942 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_942.png What is the position of the diamond relative to the parallelogram? A. below B. bottom right C. above D. bottom left C location +943 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_943.png What is the position of the diamond relative to the triangle? A. left B. below C. above D. right C location +944 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_944.png What is the position of the triangle relative to the circle? A. bottom left B. below C. left D. top right D location +945 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_945.png What is the position of the circle relative to the triangle? A. top left B. right C. left D. bottom left B location +946 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_946.png What is the position of the square relative to the parallelogram? A. left B. right C. above D. top right A location +947 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_947.png What is the position of the hexagon relative to the pentagon? A. top left B. left C. below D. top right C location +948 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_948.png What is the position of the heart relative to the circle? A. bottom right B. top left C. below D. top right B location +949 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_949.png What is the position of the triangle relative to the parallelogram? A. right B. top left C. top right D. bottom right B location +950 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_950.png What is the position of the circle relative to the diamond? A. bottom left B. top right C. top left D. left B location +951 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_951.png What is the position of the parallelogram relative to the trapezoid? A. below B. bottom right C. above D. right C location +952 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_952.png What is the position of the circle relative to the trapezoid? A. above B. below C. left D. bottom right A location +953 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_953.png What is the position of the heart relative to the trapezoid? A. bottom left B. below C. above D. right D location +954 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_954.png What is the position of the heart relative to the pentagon? A. above B. left C. right D. below B location +955 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_955.png What is the position of the parallelogram relative to the hexagon? A. bottom left B. right C. above D. below C location +956 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_956.png What is the position of the heart relative to the pentagon? A. below B. left C. right D. above A location +957 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_957.png What is the position of the triangle relative to the heart? A. above B. top left C. bottom right D. left C location +958 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_958.png What is the position of the parallelogram relative to the hexagon? A. right B. bottom left C. below D. top left A location +959 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_959.png What is the position of the pentagon relative to the circle? A. below B. left C. above D. right D location +960 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_960.png What is the position of the hexagon relative to the pentagon? A. above B. top right C. left D. bottom right C location +961 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_961.png What is the position of the circle relative to the triangle? A. right B. below C. top left D. above B location +962 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_962.png What is the position of the pentagon relative to the hexagon? A. top right B. above C. left D. right C location +963 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_963.png What is the position of the triangle relative to the square? A. left B. top right C. below D. right A location +964 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_964.png What is the position of the parallelogram relative to the pentagon? A. bottom left B. above C. bottom right D. left C location +965 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_965.png What is the position of the circle relative to the triangle? A. above B. top left C. bottom left D. bottom right C location +966 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_966.png What is the position of the diamond relative to the triangle? A. bottom right B. above C. left D. below C location +967 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_967.png What is the position of the hexagon relative to the triangle? A. top right B. above C. below D. right C location +968 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_968.png What is the position of the parallelogram relative to the trapezoid? A. right B. bottom left C. below D. above D location +969 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_969.png What is the position of the diamond relative to the parallelogram? A. right B. top right C. left D. bottom right C location +970 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_970.png What is the position of the hexagon relative to the circle? A. bottom left B. left C. right D. top left C location +971 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_971.png What is the position of the parallelogram relative to the square? A. right B. below C. above D. left C location +972 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_972.png What is the position of the diamond relative to the hexagon? A. left B. top right C. above D. right A location +973 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_973.png What is the position of the trapezoid relative to the circle? A. right B. above C. left D. below D location +974 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_974.png What is the position of the hexagon relative to the trapezoid? A. right B. below C. above D. bottom left C location +975 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_975.png What is the position of the trapezoid relative to the parallelogram? A. bottom left B. bottom right C. below D. above D location +976 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_976.png What is the position of the parallelogram relative to the heart? A. top left B. below C. above D. right D location +977 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_977.png What is the position of the triangle relative to the hexagon? A. right B. below C. bottom left D. above D location +978 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_978.png What is the position of the heart relative to the circle? A. bottom right B. above C. right D. left D location +979 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_979.png What is the position of the pentagon relative to the circle? A. bottom left B. right C. above D. below B location +980 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_980.png What is the position of the heart relative to the circle? A. bottom right B. right C. above D. below C location +981 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_981.png What is the position of the trapezoid relative to the hexagon? A. top right B. bottom left C. top left D. left A location +982 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_982.png What is the position of the heart relative to the circle? A. right B. above C. top left D. bottom left A location +983 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_983.png What is the position of the parallelogram relative to the triangle? A. bottom left B. bottom right C. right D. above D location +984 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_984.png What is the position of the heart relative to the parallelogram? A. left B. above C. top right D. below A location +985 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_985.png What is the position of the circle relative to the triangle? A. above B. below C. right D. left C location +986 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_986.png What is the position of the pentagon relative to the hexagon? A. left B. above C. below D. bottom right A location +987 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_987.png What is the position of the heart relative to the circle? A. top left B. left C. above D. below D location +988 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_988.png What is the position of the circle relative to the parallelogram? A. bottom right B. left C. top right D. below B location +989 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_989.png What is the position of the circle relative to the hexagon? A. top left B. top right C. right D. below D location +990 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_990.png What is the position of the diamond relative to the square? A. above B. below C. bottom left D. right A location +991 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_991.png What is the position of the circle relative to the triangle? A. right B. top left C. below D. bottom left A location +992 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_992.png What is the position of the trapezoid relative to the heart? A. top right B. right C. bottom left D. bottom right C location +993 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_993.png What is the position of the circle relative to the parallelogram? A. below B. right C. top right D. left A location +994 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_994.png What is the position of the diamond relative to the hexagon? A. below B. left C. top left D. right A location +995 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_995.png What is the position of the pentagon relative to the diamond? A. right B. bottom left C. above D. below A location +996 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_996.png What is the position of the parallelogram relative to the heart? A. bottom left B. below C. bottom right D. top right D location +997 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_997.png What is the position of the trapezoid relative to the pentagon? A. above B. top left C. bottom left D. right C location +998 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_998.png What is the position of the hexagon relative to the heart? A. left B. bottom right C. above D. top right A location +999 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_999.png What is the position of the heart relative to the hexagon? A. below B. above C. left D. right C location +1000 /home/zhangyichen/LMUData/LMUData/images/ShapeGrid_loc/merged_1000.png What is the position of the diamond relative to the trapezoid? A. right B. above C. top right D. left D location diff --git a/Sudoku/ShapeGrid_sudoku.tsv b/Sudoku/ShapeGrid_sudoku.tsv new file mode 100644 index 0000000000000000000000000000000000000000..fd4222c9d070f7a7730dc06f3d7d3669dbf7a6ea --- /dev/null +++ b/Sudoku/ShapeGrid_sudoku.tsv @@ -0,0 +1,3201 @@ +index image_path question answer category +1 /root/SHL/data_generate/merged_sudoku/sudoku_0001.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.top-left D sudoku_location +2 /root/SHL/data_generate/merged_sudoku/sudoku_0002.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left C sudoku_location +3 /root/SHL/data_generate/merged_sudoku/sudoku_0003.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom-right C sudoku_location +4 /root/SHL/data_generate/merged_sudoku/sudoku_0004.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.right A sudoku_location +5 /root/SHL/data_generate/merged_sudoku/sudoku_0005.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom D.right A sudoku_location +6 /root/SHL/data_generate/merged_sudoku/sudoku_0006.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right A sudoku_location +7 /root/SHL/data_generate/merged_sudoku/sudoku_0007.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.bottom-right C sudoku_location +8 /root/SHL/data_generate/merged_sudoku/sudoku_0008.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.right B sudoku_location +9 /root/SHL/data_generate/merged_sudoku/sudoku_0009.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.top-right A sudoku_location +10 /root/SHL/data_generate/merged_sudoku/sudoku_0010.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.right A sudoku_location +11 /root/SHL/data_generate/merged_sudoku/sudoku_0011.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left C sudoku_location +12 /root/SHL/data_generate/merged_sudoku/sudoku_0012.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left D sudoku_location +13 /root/SHL/data_generate/merged_sudoku/sudoku_0013.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.bottom-right C sudoku_location +14 /root/SHL/data_generate/merged_sudoku/sudoku_0014.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom-right A sudoku_location +15 /root/SHL/data_generate/merged_sudoku/sudoku_0015.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.bottom C sudoku_location +16 /root/SHL/data_generate/merged_sudoku/sudoku_0016.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.bottom B sudoku_location +17 /root/SHL/data_generate/merged_sudoku/sudoku_0017.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right C sudoku_location +18 /root/SHL/data_generate/merged_sudoku/sudoku_0018.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom C sudoku_location +19 /root/SHL/data_generate/merged_sudoku/sudoku_0019.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top-left D sudoku_location +20 /root/SHL/data_generate/merged_sudoku/sudoku_0020.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.right B sudoku_location +21 /root/SHL/data_generate/merged_sudoku/sudoku_0021.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-left D.top-left D sudoku_location +22 /root/SHL/data_generate/merged_sudoku/sudoku_0022.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.right B sudoku_location +23 /root/SHL/data_generate/merged_sudoku/sudoku_0023.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom-left B sudoku_location +24 /root/SHL/data_generate/merged_sudoku/sudoku_0024.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.right C sudoku_location +25 /root/SHL/data_generate/merged_sudoku/sudoku_0025.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-right D.top-left D sudoku_location +26 /root/SHL/data_generate/merged_sudoku/sudoku_0026.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.bottom-left C sudoku_location +27 /root/SHL/data_generate/merged_sudoku/sudoku_0027.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-left B sudoku_location +28 /root/SHL/data_generate/merged_sudoku/sudoku_0028.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom A sudoku_location +29 /root/SHL/data_generate/merged_sudoku/sudoku_0029.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.right C sudoku_location +30 /root/SHL/data_generate/merged_sudoku/sudoku_0030.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.right D.top-left D sudoku_location +31 /root/SHL/data_generate/merged_sudoku/sudoku_0031.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-left D sudoku_location +32 /root/SHL/data_generate/merged_sudoku/sudoku_0032.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.right C sudoku_location +33 /root/SHL/data_generate/merged_sudoku/sudoku_0033.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom C sudoku_location +34 /root/SHL/data_generate/merged_sudoku/sudoku_0034.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.bottom-left B sudoku_location +35 /root/SHL/data_generate/merged_sudoku/sudoku_0035.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-left D.right C sudoku_location +36 /root/SHL/data_generate/merged_sudoku/sudoku_0036.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom D.right A sudoku_location +37 /root/SHL/data_generate/merged_sudoku/sudoku_0037.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-right B sudoku_location +38 /root/SHL/data_generate/merged_sudoku/sudoku_0038.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +39 /root/SHL/data_generate/merged_sudoku/sudoku_0039.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-left B sudoku_location +40 /root/SHL/data_generate/merged_sudoku/sudoku_0040.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +41 /root/SHL/data_generate/merged_sudoku/sudoku_0041.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.right C sudoku_location +42 /root/SHL/data_generate/merged_sudoku/sudoku_0042.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.bottom-right B sudoku_location +43 /root/SHL/data_generate/merged_sudoku/sudoku_0043.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top-left D sudoku_location +44 /root/SHL/data_generate/merged_sudoku/sudoku_0044.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right B sudoku_location +45 /root/SHL/data_generate/merged_sudoku/sudoku_0045.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom-right A sudoku_location +46 /root/SHL/data_generate/merged_sudoku/sudoku_0046.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.right C sudoku_location +47 /root/SHL/data_generate/merged_sudoku/sudoku_0047.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.top-left D sudoku_location +48 /root/SHL/data_generate/merged_sudoku/sudoku_0048.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.bottom-left C sudoku_location +49 /root/SHL/data_generate/merged_sudoku/sudoku_0049.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-left B sudoku_location +50 /root/SHL/data_generate/merged_sudoku/sudoku_0050.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top-left D sudoku_location +51 /root/SHL/data_generate/merged_sudoku/sudoku_0051.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom-left A sudoku_location +52 /root/SHL/data_generate/merged_sudoku/sudoku_0052.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right A sudoku_location +53 /root/SHL/data_generate/merged_sudoku/sudoku_0053.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-left D.top-right C sudoku_location +54 /root/SHL/data_generate/merged_sudoku/sudoku_0054.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.top-right A sudoku_location +55 /root/SHL/data_generate/merged_sudoku/sudoku_0055.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-left D.top-left D sudoku_location +56 /root/SHL/data_generate/merged_sudoku/sudoku_0056.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-left B sudoku_location +57 /root/SHL/data_generate/merged_sudoku/sudoku_0057.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.top-left D sudoku_location +58 /root/SHL/data_generate/merged_sudoku/sudoku_0058.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom B sudoku_location +59 /root/SHL/data_generate/merged_sudoku/sudoku_0059.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right A sudoku_location +60 /root/SHL/data_generate/merged_sudoku/sudoku_0060.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left D sudoku_location +61 /root/SHL/data_generate/merged_sudoku/sudoku_0061.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.top-right B sudoku_location +62 /root/SHL/data_generate/merged_sudoku/sudoku_0062.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.bottom C sudoku_location +63 /root/SHL/data_generate/merged_sudoku/sudoku_0063.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom D.top-right B sudoku_location +64 /root/SHL/data_generate/merged_sudoku/sudoku_0064.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.top-left D sudoku_location +65 /root/SHL/data_generate/merged_sudoku/sudoku_0065.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.top-left D sudoku_location +66 /root/SHL/data_generate/merged_sudoku/sudoku_0066.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.top-right C sudoku_location +67 /root/SHL/data_generate/merged_sudoku/sudoku_0067.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-right D.bottom B sudoku_location +68 /root/SHL/data_generate/merged_sudoku/sudoku_0068.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.right B sudoku_location +69 /root/SHL/data_generate/merged_sudoku/sudoku_0069.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left D sudoku_location +70 /root/SHL/data_generate/merged_sudoku/sudoku_0070.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left C sudoku_location +71 /root/SHL/data_generate/merged_sudoku/sudoku_0071.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.bottom-right C sudoku_location +72 /root/SHL/data_generate/merged_sudoku/sudoku_0072.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.bottom-right A sudoku_location +73 /root/SHL/data_generate/merged_sudoku/sudoku_0073.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.top-right C sudoku_location +74 /root/SHL/data_generate/merged_sudoku/sudoku_0074.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-right A sudoku_location +75 /root/SHL/data_generate/merged_sudoku/sudoku_0075.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +76 /root/SHL/data_generate/merged_sudoku/sudoku_0076.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.top-right C sudoku_location +77 /root/SHL/data_generate/merged_sudoku/sudoku_0077.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-left D.right C sudoku_location +78 /root/SHL/data_generate/merged_sudoku/sudoku_0078.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom A sudoku_location +79 /root/SHL/data_generate/merged_sudoku/sudoku_0079.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.right D.top-left D sudoku_location +80 /root/SHL/data_generate/merged_sudoku/sudoku_0080.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right B sudoku_location +81 /root/SHL/data_generate/merged_sudoku/sudoku_0081.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.bottom-left A sudoku_location +82 /root/SHL/data_generate/merged_sudoku/sudoku_0082.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.bottom-right B sudoku_location +83 /root/SHL/data_generate/merged_sudoku/sudoku_0083.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.top-right A sudoku_location +84 /root/SHL/data_generate/merged_sudoku/sudoku_0084.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.right A sudoku_location +85 /root/SHL/data_generate/merged_sudoku/sudoku_0085.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom B sudoku_location +86 /root/SHL/data_generate/merged_sudoku/sudoku_0086.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.bottom-left B sudoku_location +87 /root/SHL/data_generate/merged_sudoku/sudoku_0087.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.top-right C sudoku_location +88 /root/SHL/data_generate/merged_sudoku/sudoku_0088.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-right B sudoku_location +89 /root/SHL/data_generate/merged_sudoku/sudoku_0089.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.right D.bottom B sudoku_location +90 /root/SHL/data_generate/merged_sudoku/sudoku_0090.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left A sudoku_location +91 /root/SHL/data_generate/merged_sudoku/sudoku_0091.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.bottom-left A sudoku_location +92 /root/SHL/data_generate/merged_sudoku/sudoku_0092.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-right A sudoku_location +93 /root/SHL/data_generate/merged_sudoku/sudoku_0093.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-right A sudoku_location +94 /root/SHL/data_generate/merged_sudoku/sudoku_0094.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.right D.top-left D sudoku_location +95 /root/SHL/data_generate/merged_sudoku/sudoku_0095.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-left C sudoku_location +96 /root/SHL/data_generate/merged_sudoku/sudoku_0096.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.bottom B sudoku_location +97 /root/SHL/data_generate/merged_sudoku/sudoku_0097.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +98 /root/SHL/data_generate/merged_sudoku/sudoku_0098.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.right A sudoku_location +99 /root/SHL/data_generate/merged_sudoku/sudoku_0099.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.top-left D sudoku_location +100 /root/SHL/data_generate/merged_sudoku/sudoku_0100.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.right D.top-left D sudoku_location +101 /root/SHL/data_generate/merged_sudoku/sudoku_0101.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom-right B sudoku_location +102 /root/SHL/data_generate/merged_sudoku/sudoku_0102.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom D.top-left D sudoku_location +103 /root/SHL/data_generate/merged_sudoku/sudoku_0103.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top-right A sudoku_location +104 /root/SHL/data_generate/merged_sudoku/sudoku_0104.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.right A sudoku_location +105 /root/SHL/data_generate/merged_sudoku/sudoku_0105.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.top-right A sudoku_location +106 /root/SHL/data_generate/merged_sudoku/sudoku_0106.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.bottom-right A sudoku_location +107 /root/SHL/data_generate/merged_sudoku/sudoku_0107.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom-right A sudoku_location +108 /root/SHL/data_generate/merged_sudoku/sudoku_0108.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-right D.bottom A sudoku_location +109 /root/SHL/data_generate/merged_sudoku/sudoku_0109.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-left D.right C sudoku_location +110 /root/SHL/data_generate/merged_sudoku/sudoku_0110.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom-right B sudoku_location +111 /root/SHL/data_generate/merged_sudoku/sudoku_0111.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-left D.top-left D sudoku_location +112 /root/SHL/data_generate/merged_sudoku/sudoku_0112.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-left A sudoku_location +113 /root/SHL/data_generate/merged_sudoku/sudoku_0113.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.right B sudoku_location +114 /root/SHL/data_generate/merged_sudoku/sudoku_0114.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.top-left D sudoku_location +115 /root/SHL/data_generate/merged_sudoku/sudoku_0115.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom-right B sudoku_location +116 /root/SHL/data_generate/merged_sudoku/sudoku_0116.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right A sudoku_location +117 /root/SHL/data_generate/merged_sudoku/sudoku_0117.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.right B sudoku_location +118 /root/SHL/data_generate/merged_sudoku/sudoku_0118.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right C sudoku_location +119 /root/SHL/data_generate/merged_sudoku/sudoku_0119.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-left C sudoku_location +120 /root/SHL/data_generate/merged_sudoku/sudoku_0120.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.top-left D sudoku_location +121 /root/SHL/data_generate/merged_sudoku/sudoku_0121.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left D sudoku_location +122 /root/SHL/data_generate/merged_sudoku/sudoku_0122.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-left B sudoku_location +123 /root/SHL/data_generate/merged_sudoku/sudoku_0123.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-left C sudoku_location +124 /root/SHL/data_generate/merged_sudoku/sudoku_0124.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.bottom A sudoku_location +125 /root/SHL/data_generate/merged_sudoku/sudoku_0125.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom B sudoku_location +126 /root/SHL/data_generate/merged_sudoku/sudoku_0126.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left A sudoku_location +127 /root/SHL/data_generate/merged_sudoku/sudoku_0127.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom A sudoku_location +128 /root/SHL/data_generate/merged_sudoku/sudoku_0128.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.bottom C sudoku_location +129 /root/SHL/data_generate/merged_sudoku/sudoku_0129.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-right D.bottom A sudoku_location +130 /root/SHL/data_generate/merged_sudoku/sudoku_0130.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom C sudoku_location +131 /root/SHL/data_generate/merged_sudoku/sudoku_0131.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.top-right A sudoku_location +132 /root/SHL/data_generate/merged_sudoku/sudoku_0132.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.top-right C sudoku_location +133 /root/SHL/data_generate/merged_sudoku/sudoku_0133.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom C sudoku_location +134 /root/SHL/data_generate/merged_sudoku/sudoku_0134.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom-left A sudoku_location +135 /root/SHL/data_generate/merged_sudoku/sudoku_0135.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.top-left D sudoku_location +136 /root/SHL/data_generate/merged_sudoku/sudoku_0136.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.bottom B sudoku_location +137 /root/SHL/data_generate/merged_sudoku/sudoku_0137.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right B sudoku_location +138 /root/SHL/data_generate/merged_sudoku/sudoku_0138.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +139 /root/SHL/data_generate/merged_sudoku/sudoku_0139.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left B sudoku_location +140 /root/SHL/data_generate/merged_sudoku/sudoku_0140.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom B sudoku_location +141 /root/SHL/data_generate/merged_sudoku/sudoku_0141.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.bottom-left A sudoku_location +142 /root/SHL/data_generate/merged_sudoku/sudoku_0142.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.top-right A sudoku_location +143 /root/SHL/data_generate/merged_sudoku/sudoku_0143.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.right B sudoku_location +144 /root/SHL/data_generate/merged_sudoku/sudoku_0144.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.right A sudoku_location +145 /root/SHL/data_generate/merged_sudoku/sudoku_0145.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.top-right A sudoku_location +146 /root/SHL/data_generate/merged_sudoku/sudoku_0146.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top-left D sudoku_location +147 /root/SHL/data_generate/merged_sudoku/sudoku_0147.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-right D.top-left D sudoku_location +148 /root/SHL/data_generate/merged_sudoku/sudoku_0148.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.right D.top-right B sudoku_location +149 /root/SHL/data_generate/merged_sudoku/sudoku_0149.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.top-left D sudoku_location +150 /root/SHL/data_generate/merged_sudoku/sudoku_0150.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom-right B sudoku_location +151 /root/SHL/data_generate/merged_sudoku/sudoku_0151.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom C sudoku_location +152 /root/SHL/data_generate/merged_sudoku/sudoku_0152.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.right D.bottom-left B sudoku_location +153 /root/SHL/data_generate/merged_sudoku/sudoku_0153.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.right A sudoku_location +154 /root/SHL/data_generate/merged_sudoku/sudoku_0154.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.bottom A sudoku_location +155 /root/SHL/data_generate/merged_sudoku/sudoku_0155.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top-left D sudoku_location +156 /root/SHL/data_generate/merged_sudoku/sudoku_0156.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom-right B sudoku_location +157 /root/SHL/data_generate/merged_sudoku/sudoku_0157.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom-right C sudoku_location +158 /root/SHL/data_generate/merged_sudoku/sudoku_0158.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.right C sudoku_location +159 /root/SHL/data_generate/merged_sudoku/sudoku_0159.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom B sudoku_location +160 /root/SHL/data_generate/merged_sudoku/sudoku_0160.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.bottom-right D.top-left D sudoku_location +161 /root/SHL/data_generate/merged_sudoku/sudoku_0161.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.bottom-right A sudoku_location +162 /root/SHL/data_generate/merged_sudoku/sudoku_0162.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.right A sudoku_location +163 /root/SHL/data_generate/merged_sudoku/sudoku_0163.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-left B sudoku_location +164 /root/SHL/data_generate/merged_sudoku/sudoku_0164.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.right C sudoku_location +165 /root/SHL/data_generate/merged_sudoku/sudoku_0165.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.top-right C sudoku_location +166 /root/SHL/data_generate/merged_sudoku/sudoku_0166.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.top-left D sudoku_location +167 /root/SHL/data_generate/merged_sudoku/sudoku_0167.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.right B sudoku_location +168 /root/SHL/data_generate/merged_sudoku/sudoku_0168.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.bottom-right B sudoku_location +169 /root/SHL/data_generate/merged_sudoku/sudoku_0169.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-right C sudoku_location +170 /root/SHL/data_generate/merged_sudoku/sudoku_0170.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.right C sudoku_location +171 /root/SHL/data_generate/merged_sudoku/sudoku_0171.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.top-left D sudoku_location +172 /root/SHL/data_generate/merged_sudoku/sudoku_0172.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.bottom-right A sudoku_location +173 /root/SHL/data_generate/merged_sudoku/sudoku_0173.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-left C sudoku_location +174 /root/SHL/data_generate/merged_sudoku/sudoku_0174.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.top-right C sudoku_location +175 /root/SHL/data_generate/merged_sudoku/sudoku_0175.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.right D.top-left D sudoku_location +176 /root/SHL/data_generate/merged_sudoku/sudoku_0176.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-right D.top-right B sudoku_location +177 /root/SHL/data_generate/merged_sudoku/sudoku_0177.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom-left B sudoku_location +178 /root/SHL/data_generate/merged_sudoku/sudoku_0178.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.top-right C sudoku_location +179 /root/SHL/data_generate/merged_sudoku/sudoku_0179.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.top-right C sudoku_location +180 /root/SHL/data_generate/merged_sudoku/sudoku_0180.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom B sudoku_location +181 /root/SHL/data_generate/merged_sudoku/sudoku_0181.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-right C sudoku_location +182 /root/SHL/data_generate/merged_sudoku/sudoku_0182.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +183 /root/SHL/data_generate/merged_sudoku/sudoku_0183.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top-left D sudoku_location +184 /root/SHL/data_generate/merged_sudoku/sudoku_0184.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top-left D sudoku_location +185 /root/SHL/data_generate/merged_sudoku/sudoku_0185.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.bottom-right C sudoku_location +186 /root/SHL/data_generate/merged_sudoku/sudoku_0186.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.right D.bottom-right B sudoku_location +187 /root/SHL/data_generate/merged_sudoku/sudoku_0187.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.top-left D sudoku_location +188 /root/SHL/data_generate/merged_sudoku/sudoku_0188.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +189 /root/SHL/data_generate/merged_sudoku/sudoku_0189.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.right D.top-left D sudoku_location +190 /root/SHL/data_generate/merged_sudoku/sudoku_0190.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-right D.right B sudoku_location +191 /root/SHL/data_generate/merged_sudoku/sudoku_0191.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.right B sudoku_location +192 /root/SHL/data_generate/merged_sudoku/sudoku_0192.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.top-left D sudoku_location +193 /root/SHL/data_generate/merged_sudoku/sudoku_0193.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.top-left D sudoku_location +194 /root/SHL/data_generate/merged_sudoku/sudoku_0194.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.bottom-left B sudoku_location +195 /root/SHL/data_generate/merged_sudoku/sudoku_0195.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom C sudoku_location +196 /root/SHL/data_generate/merged_sudoku/sudoku_0196.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.bottom-left A sudoku_location +197 /root/SHL/data_generate/merged_sudoku/sudoku_0197.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-right C sudoku_location +198 /root/SHL/data_generate/merged_sudoku/sudoku_0198.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom B sudoku_location +199 /root/SHL/data_generate/merged_sudoku/sudoku_0199.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.right C sudoku_location +200 /root/SHL/data_generate/merged_sudoku/sudoku_0200.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left D sudoku_location +201 /root/SHL/data_generate/merged_sudoku/sudoku_0201.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom B sudoku_location +202 /root/SHL/data_generate/merged_sudoku/sudoku_0202.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-left D.top-right C sudoku_location +203 /root/SHL/data_generate/merged_sudoku/sudoku_0203.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.top-left D sudoku_location +204 /root/SHL/data_generate/merged_sudoku/sudoku_0204.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.bottom-left C sudoku_location +205 /root/SHL/data_generate/merged_sudoku/sudoku_0205.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom-right C sudoku_location +206 /root/SHL/data_generate/merged_sudoku/sudoku_0206.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.right B sudoku_location +207 /root/SHL/data_generate/merged_sudoku/sudoku_0207.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.bottom B sudoku_location +208 /root/SHL/data_generate/merged_sudoku/sudoku_0208.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom D.right A sudoku_location +209 /root/SHL/data_generate/merged_sudoku/sudoku_0209.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom D.top-left D sudoku_location +210 /root/SHL/data_generate/merged_sudoku/sudoku_0210.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top-right A sudoku_location +211 /root/SHL/data_generate/merged_sudoku/sudoku_0211.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-left D.bottom-right C sudoku_location +212 /root/SHL/data_generate/merged_sudoku/sudoku_0212.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-left D.bottom-right C sudoku_location +213 /root/SHL/data_generate/merged_sudoku/sudoku_0213.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +214 /root/SHL/data_generate/merged_sudoku/sudoku_0214.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom A sudoku_location +215 /root/SHL/data_generate/merged_sudoku/sudoku_0215.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.right A sudoku_location +216 /root/SHL/data_generate/merged_sudoku/sudoku_0216.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-right C sudoku_location +217 /root/SHL/data_generate/merged_sudoku/sudoku_0217.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.bottom C sudoku_location +218 /root/SHL/data_generate/merged_sudoku/sudoku_0218.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.bottom-right C sudoku_location +219 /root/SHL/data_generate/merged_sudoku/sudoku_0219.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top-left D sudoku_location +220 /root/SHL/data_generate/merged_sudoku/sudoku_0220.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-left D.top-right C sudoku_location +221 /root/SHL/data_generate/merged_sudoku/sudoku_0221.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.right B sudoku_location +222 /root/SHL/data_generate/merged_sudoku/sudoku_0222.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.right B sudoku_location +223 /root/SHL/data_generate/merged_sudoku/sudoku_0223.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top-right A sudoku_location +224 /root/SHL/data_generate/merged_sudoku/sudoku_0224.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.bottom A sudoku_location +225 /root/SHL/data_generate/merged_sudoku/sudoku_0225.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom-right C sudoku_location +226 /root/SHL/data_generate/merged_sudoku/sudoku_0226.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.bottom B sudoku_location +227 /root/SHL/data_generate/merged_sudoku/sudoku_0227.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-left B sudoku_location +228 /root/SHL/data_generate/merged_sudoku/sudoku_0228.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.bottom B sudoku_location +229 /root/SHL/data_generate/merged_sudoku/sudoku_0229.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-left D.top-left D sudoku_location +230 /root/SHL/data_generate/merged_sudoku/sudoku_0230.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom C sudoku_location +231 /root/SHL/data_generate/merged_sudoku/sudoku_0231.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.bottom-right D.top-left D sudoku_location +232 /root/SHL/data_generate/merged_sudoku/sudoku_0232.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.top-left D sudoku_location +233 /root/SHL/data_generate/merged_sudoku/sudoku_0233.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +234 /root/SHL/data_generate/merged_sudoku/sudoku_0234.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +235 /root/SHL/data_generate/merged_sudoku/sudoku_0235.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left A sudoku_location +236 /root/SHL/data_generate/merged_sudoku/sudoku_0236.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.bottom-left B sudoku_location +237 /root/SHL/data_generate/merged_sudoku/sudoku_0237.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom C sudoku_location +238 /root/SHL/data_generate/merged_sudoku/sudoku_0238.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +239 /root/SHL/data_generate/merged_sudoku/sudoku_0239.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-right D.top-right A sudoku_location +240 /root/SHL/data_generate/merged_sudoku/sudoku_0240.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.right B sudoku_location +241 /root/SHL/data_generate/merged_sudoku/sudoku_0241.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-right A sudoku_location +242 /root/SHL/data_generate/merged_sudoku/sudoku_0242.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.top-left D sudoku_location +243 /root/SHL/data_generate/merged_sudoku/sudoku_0243.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +244 /root/SHL/data_generate/merged_sudoku/sudoku_0244.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top-right D.top-left D sudoku_location +245 /root/SHL/data_generate/merged_sudoku/sudoku_0245.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.bottom-left C sudoku_location +246 /root/SHL/data_generate/merged_sudoku/sudoku_0246.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.right D.bottom B sudoku_location +247 /root/SHL/data_generate/merged_sudoku/sudoku_0247.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.top-right B sudoku_location +248 /root/SHL/data_generate/merged_sudoku/sudoku_0248.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.bottom-right A sudoku_location +249 /root/SHL/data_generate/merged_sudoku/sudoku_0249.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.bottom-right C sudoku_location +250 /root/SHL/data_generate/merged_sudoku/sudoku_0250.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom-right B sudoku_location +251 /root/SHL/data_generate/merged_sudoku/sudoku_0251.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right A sudoku_location +252 /root/SHL/data_generate/merged_sudoku/sudoku_0252.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.top-left D sudoku_location +253 /root/SHL/data_generate/merged_sudoku/sudoku_0253.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.right B sudoku_location +254 /root/SHL/data_generate/merged_sudoku/sudoku_0254.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.top-right A sudoku_location +255 /root/SHL/data_generate/merged_sudoku/sudoku_0255.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top-left D sudoku_location +256 /root/SHL/data_generate/merged_sudoku/sudoku_0256.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top-right B sudoku_location +257 /root/SHL/data_generate/merged_sudoku/sudoku_0257.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.bottom-left A sudoku_location +258 /root/SHL/data_generate/merged_sudoku/sudoku_0258.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-right C sudoku_location +259 /root/SHL/data_generate/merged_sudoku/sudoku_0259.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.bottom-left A sudoku_location +260 /root/SHL/data_generate/merged_sudoku/sudoku_0260.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top-left D.top-right C sudoku_location +261 /root/SHL/data_generate/merged_sudoku/sudoku_0261.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom C sudoku_location +262 /root/SHL/data_generate/merged_sudoku/sudoku_0262.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.top-right C sudoku_location +263 /root/SHL/data_generate/merged_sudoku/sudoku_0263.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left D sudoku_location +264 /root/SHL/data_generate/merged_sudoku/sudoku_0264.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom C sudoku_location +265 /root/SHL/data_generate/merged_sudoku/sudoku_0265.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom D.top-left D sudoku_location +266 /root/SHL/data_generate/merged_sudoku/sudoku_0266.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right B sudoku_location +267 /root/SHL/data_generate/merged_sudoku/sudoku_0267.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left C sudoku_location +268 /root/SHL/data_generate/merged_sudoku/sudoku_0268.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.right A sudoku_location +269 /root/SHL/data_generate/merged_sudoku/sudoku_0269.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.top-left D sudoku_location +270 /root/SHL/data_generate/merged_sudoku/sudoku_0270.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.right D.top-left D sudoku_location +271 /root/SHL/data_generate/merged_sudoku/sudoku_0271.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom-right C sudoku_location +272 /root/SHL/data_generate/merged_sudoku/sudoku_0272.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom D.top-left D sudoku_location +273 /root/SHL/data_generate/merged_sudoku/sudoku_0273.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.right B sudoku_location +274 /root/SHL/data_generate/merged_sudoku/sudoku_0274.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom B sudoku_location +275 /root/SHL/data_generate/merged_sudoku/sudoku_0275.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top-left D sudoku_location +276 /root/SHL/data_generate/merged_sudoku/sudoku_0276.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.top-right A sudoku_location +277 /root/SHL/data_generate/merged_sudoku/sudoku_0277.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.bottom-right C sudoku_location +278 /root/SHL/data_generate/merged_sudoku/sudoku_0278.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-left D.top-left D sudoku_location +279 /root/SHL/data_generate/merged_sudoku/sudoku_0279.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.right B sudoku_location +280 /root/SHL/data_generate/merged_sudoku/sudoku_0280.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.bottom-left D.top-left D sudoku_location +281 /root/SHL/data_generate/merged_sudoku/sudoku_0281.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left D sudoku_location +282 /root/SHL/data_generate/merged_sudoku/sudoku_0282.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.bottom D.top-left D sudoku_location +283 /root/SHL/data_generate/merged_sudoku/sudoku_0283.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom-right D.top-left D sudoku_location +284 /root/SHL/data_generate/merged_sudoku/sudoku_0284.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top-left D sudoku_location +285 /root/SHL/data_generate/merged_sudoku/sudoku_0285.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right C sudoku_location +286 /root/SHL/data_generate/merged_sudoku/sudoku_0286.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom D.bottom-right A sudoku_location +287 /root/SHL/data_generate/merged_sudoku/sudoku_0287.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-right B sudoku_location +288 /root/SHL/data_generate/merged_sudoku/sudoku_0288.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right A sudoku_location +289 /root/SHL/data_generate/merged_sudoku/sudoku_0289.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom D.top-right A sudoku_location +290 /root/SHL/data_generate/merged_sudoku/sudoku_0290.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left D sudoku_location +291 /root/SHL/data_generate/merged_sudoku/sudoku_0291.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top-left D sudoku_location +292 /root/SHL/data_generate/merged_sudoku/sudoku_0292.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.right C sudoku_location +293 /root/SHL/data_generate/merged_sudoku/sudoku_0293.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-right A sudoku_location +294 /root/SHL/data_generate/merged_sudoku/sudoku_0294.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-left C sudoku_location +295 /root/SHL/data_generate/merged_sudoku/sudoku_0295.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top-left D.top-right C sudoku_location +296 /root/SHL/data_generate/merged_sudoku/sudoku_0296.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom B sudoku_location +297 /root/SHL/data_generate/merged_sudoku/sudoku_0297.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom-right B sudoku_location +298 /root/SHL/data_generate/merged_sudoku/sudoku_0298.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.bottom D.top-left D sudoku_location +299 /root/SHL/data_generate/merged_sudoku/sudoku_0299.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom-right A sudoku_location +300 /root/SHL/data_generate/merged_sudoku/sudoku_0300.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.bottom-left A sudoku_location +301 /root/SHL/data_generate/merged_sudoku/sudoku_0301.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.right A sudoku_location +302 /root/SHL/data_generate/merged_sudoku/sudoku_0302.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-left A sudoku_location +303 /root/SHL/data_generate/merged_sudoku/sudoku_0303.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom B sudoku_location +304 /root/SHL/data_generate/merged_sudoku/sudoku_0304.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right B sudoku_location +305 /root/SHL/data_generate/merged_sudoku/sudoku_0305.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right B sudoku_location +306 /root/SHL/data_generate/merged_sudoku/sudoku_0306.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.bottom C sudoku_location +307 /root/SHL/data_generate/merged_sudoku/sudoku_0307.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom-right B sudoku_location +308 /root/SHL/data_generate/merged_sudoku/sudoku_0308.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.top-right C sudoku_location +309 /root/SHL/data_generate/merged_sudoku/sudoku_0309.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.top-right A sudoku_location +310 /root/SHL/data_generate/merged_sudoku/sudoku_0310.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.right D.top-left D sudoku_location +311 /root/SHL/data_generate/merged_sudoku/sudoku_0311.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right A sudoku_location +312 /root/SHL/data_generate/merged_sudoku/sudoku_0312.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.top-left D sudoku_location +313 /root/SHL/data_generate/merged_sudoku/sudoku_0313.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left D sudoku_location +314 /root/SHL/data_generate/merged_sudoku/sudoku_0314.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.bottom-right B sudoku_location +315 /root/SHL/data_generate/merged_sudoku/sudoku_0315.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left B sudoku_location +316 /root/SHL/data_generate/merged_sudoku/sudoku_0316.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-right A sudoku_location +317 /root/SHL/data_generate/merged_sudoku/sudoku_0317.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right C sudoku_location +318 /root/SHL/data_generate/merged_sudoku/sudoku_0318.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.bottom-right A sudoku_location +319 /root/SHL/data_generate/merged_sudoku/sudoku_0319.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.bottom C sudoku_location +320 /root/SHL/data_generate/merged_sudoku/sudoku_0320.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom A sudoku_location +321 /root/SHL/data_generate/merged_sudoku/sudoku_0321.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom A sudoku_location +322 /root/SHL/data_generate/merged_sudoku/sudoku_0322.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-left D.bottom C sudoku_location +323 /root/SHL/data_generate/merged_sudoku/sudoku_0323.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top-right A sudoku_location +324 /root/SHL/data_generate/merged_sudoku/sudoku_0324.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom C sudoku_location +325 /root/SHL/data_generate/merged_sudoku/sudoku_0325.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.top-left D sudoku_location +326 /root/SHL/data_generate/merged_sudoku/sudoku_0326.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.bottom-right A sudoku_location +327 /root/SHL/data_generate/merged_sudoku/sudoku_0327.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top-left D sudoku_location +328 /root/SHL/data_generate/merged_sudoku/sudoku_0328.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.bottom B sudoku_location +329 /root/SHL/data_generate/merged_sudoku/sudoku_0329.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-left A sudoku_location +330 /root/SHL/data_generate/merged_sudoku/sudoku_0330.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.top-left D sudoku_location +331 /root/SHL/data_generate/merged_sudoku/sudoku_0331.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.top-left D sudoku_location +332 /root/SHL/data_generate/merged_sudoku/sudoku_0332.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-left B sudoku_location +333 /root/SHL/data_generate/merged_sudoku/sudoku_0333.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-right D.right B sudoku_location +334 /root/SHL/data_generate/merged_sudoku/sudoku_0334.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom-left D.top-left D sudoku_location +335 /root/SHL/data_generate/merged_sudoku/sudoku_0335.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.bottom-right A sudoku_location +336 /root/SHL/data_generate/merged_sudoku/sudoku_0336.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom-right A sudoku_location +337 /root/SHL/data_generate/merged_sudoku/sudoku_0337.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom A sudoku_location +338 /root/SHL/data_generate/merged_sudoku/sudoku_0338.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.top-left D sudoku_location +339 /root/SHL/data_generate/merged_sudoku/sudoku_0339.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-right D.bottom-left A sudoku_location +340 /root/SHL/data_generate/merged_sudoku/sudoku_0340.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right A sudoku_location +341 /root/SHL/data_generate/merged_sudoku/sudoku_0341.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.bottom-left A sudoku_location +342 /root/SHL/data_generate/merged_sudoku/sudoku_0342.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.right C sudoku_location +343 /root/SHL/data_generate/merged_sudoku/sudoku_0343.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left D sudoku_location +344 /root/SHL/data_generate/merged_sudoku/sudoku_0344.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.top-right C sudoku_location +345 /root/SHL/data_generate/merged_sudoku/sudoku_0345.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-right B sudoku_location +346 /root/SHL/data_generate/merged_sudoku/sudoku_0346.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-right D.bottom-left B sudoku_location +347 /root/SHL/data_generate/merged_sudoku/sudoku_0347.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.top-right C sudoku_location +348 /root/SHL/data_generate/merged_sudoku/sudoku_0348.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.top-right A sudoku_location +349 /root/SHL/data_generate/merged_sudoku/sudoku_0349.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom D.top-right B sudoku_location +350 /root/SHL/data_generate/merged_sudoku/sudoku_0350.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom-right B sudoku_location +351 /root/SHL/data_generate/merged_sudoku/sudoku_0351.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left C sudoku_location +352 /root/SHL/data_generate/merged_sudoku/sudoku_0352.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right C sudoku_location +353 /root/SHL/data_generate/merged_sudoku/sudoku_0353.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-left D sudoku_location +354 /root/SHL/data_generate/merged_sudoku/sudoku_0354.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.right C sudoku_location +355 /root/SHL/data_generate/merged_sudoku/sudoku_0355.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom-right B sudoku_location +356 /root/SHL/data_generate/merged_sudoku/sudoku_0356.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left C sudoku_location +357 /root/SHL/data_generate/merged_sudoku/sudoku_0357.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.bottom A sudoku_location +358 /root/SHL/data_generate/merged_sudoku/sudoku_0358.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.right D.bottom-left B sudoku_location +359 /root/SHL/data_generate/merged_sudoku/sudoku_0359.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-left D sudoku_location +360 /root/SHL/data_generate/merged_sudoku/sudoku_0360.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.top-left D sudoku_location +361 /root/SHL/data_generate/merged_sudoku/sudoku_0361.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left C sudoku_location +362 /root/SHL/data_generate/merged_sudoku/sudoku_0362.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.bottom A sudoku_location +363 /root/SHL/data_generate/merged_sudoku/sudoku_0363.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.top-right C sudoku_location +364 /root/SHL/data_generate/merged_sudoku/sudoku_0364.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top-right D.top-left D sudoku_location +365 /root/SHL/data_generate/merged_sudoku/sudoku_0365.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom D.top-left D sudoku_location +366 /root/SHL/data_generate/merged_sudoku/sudoku_0366.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-right D.bottom B sudoku_location +367 /root/SHL/data_generate/merged_sudoku/sudoku_0367.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top-left D sudoku_location +368 /root/SHL/data_generate/merged_sudoku/sudoku_0368.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom A sudoku_location +369 /root/SHL/data_generate/merged_sudoku/sudoku_0369.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.right B sudoku_location +370 /root/SHL/data_generate/merged_sudoku/sudoku_0370.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.bottom-right B sudoku_location +371 /root/SHL/data_generate/merged_sudoku/sudoku_0371.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.top-right C sudoku_location +372 /root/SHL/data_generate/merged_sudoku/sudoku_0372.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left D sudoku_location +373 /root/SHL/data_generate/merged_sudoku/sudoku_0373.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.bottom C sudoku_location +374 /root/SHL/data_generate/merged_sudoku/sudoku_0374.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-right D.right B sudoku_location +375 /root/SHL/data_generate/merged_sudoku/sudoku_0375.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-left D.top-right C sudoku_location +376 /root/SHL/data_generate/merged_sudoku/sudoku_0376.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom D.top-right A sudoku_location +377 /root/SHL/data_generate/merged_sudoku/sudoku_0377.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.right D.bottom-right B sudoku_location +378 /root/SHL/data_generate/merged_sudoku/sudoku_0378.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom-left C sudoku_location +379 /root/SHL/data_generate/merged_sudoku/sudoku_0379.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom C sudoku_location +380 /root/SHL/data_generate/merged_sudoku/sudoku_0380.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left A sudoku_location +381 /root/SHL/data_generate/merged_sudoku/sudoku_0381.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.right B sudoku_location +382 /root/SHL/data_generate/merged_sudoku/sudoku_0382.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom A sudoku_location +383 /root/SHL/data_generate/merged_sudoku/sudoku_0383.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left A sudoku_location +384 /root/SHL/data_generate/merged_sudoku/sudoku_0384.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-right D.top-left D sudoku_location +385 /root/SHL/data_generate/merged_sudoku/sudoku_0385.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.right D.bottom-left B sudoku_location +386 /root/SHL/data_generate/merged_sudoku/sudoku_0386.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-right D.top-left D sudoku_location +387 /root/SHL/data_generate/merged_sudoku/sudoku_0387.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.bottom C sudoku_location +388 /root/SHL/data_generate/merged_sudoku/sudoku_0388.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.right B sudoku_location +389 /root/SHL/data_generate/merged_sudoku/sudoku_0389.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom C sudoku_location +390 /root/SHL/data_generate/merged_sudoku/sudoku_0390.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.bottom-left A sudoku_location +391 /root/SHL/data_generate/merged_sudoku/sudoku_0391.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.bottom-right B sudoku_location +392 /root/SHL/data_generate/merged_sudoku/sudoku_0392.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-left A sudoku_location +393 /root/SHL/data_generate/merged_sudoku/sudoku_0393.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left A sudoku_location +394 /root/SHL/data_generate/merged_sudoku/sudoku_0394.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom-left A sudoku_location +395 /root/SHL/data_generate/merged_sudoku/sudoku_0395.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-left D.bottom-right C sudoku_location +396 /root/SHL/data_generate/merged_sudoku/sudoku_0396.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom A sudoku_location +397 /root/SHL/data_generate/merged_sudoku/sudoku_0397.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.top-right B sudoku_location +398 /root/SHL/data_generate/merged_sudoku/sudoku_0398.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.bottom C sudoku_location +399 /root/SHL/data_generate/merged_sudoku/sudoku_0399.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-left D.bottom-left C sudoku_location +400 /root/SHL/data_generate/merged_sudoku/sudoku_0400.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right A sudoku_location +401 /root/SHL/data_generate/merged_sudoku/sudoku_0401.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top D sudoku_location +402 /root/SHL/data_generate/merged_sudoku/sudoku_0402.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom-right A sudoku_location +403 /root/SHL/data_generate/merged_sudoku/sudoku_0403.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top D.right C sudoku_location +404 /root/SHL/data_generate/merged_sudoku/sudoku_0404.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-left D.right A sudoku_location +405 /root/SHL/data_generate/merged_sudoku/sudoku_0405.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom A sudoku_location +406 /root/SHL/data_generate/merged_sudoku/sudoku_0406.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.left D.top D sudoku_location +407 /root/SHL/data_generate/merged_sudoku/sudoku_0407.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.bottom C sudoku_location +408 /root/SHL/data_generate/merged_sudoku/sudoku_0408.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom B sudoku_location +409 /root/SHL/data_generate/merged_sudoku/sudoku_0409.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-left D.right A sudoku_location +410 /root/SHL/data_generate/merged_sudoku/sudoku_0410.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.right C sudoku_location +411 /root/SHL/data_generate/merged_sudoku/sudoku_0411.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +412 /root/SHL/data_generate/merged_sudoku/sudoku_0412.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top D sudoku_location +413 /root/SHL/data_generate/merged_sudoku/sudoku_0413.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.left C sudoku_location +414 /root/SHL/data_generate/merged_sudoku/sudoku_0414.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right A sudoku_location +415 /root/SHL/data_generate/merged_sudoku/sudoku_0415.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom-left C sudoku_location +416 /root/SHL/data_generate/merged_sudoku/sudoku_0416.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.bottom-left A sudoku_location +417 /root/SHL/data_generate/merged_sudoku/sudoku_0417.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-left D.bottom A sudoku_location +418 /root/SHL/data_generate/merged_sudoku/sudoku_0418.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.right B sudoku_location +419 /root/SHL/data_generate/merged_sudoku/sudoku_0419.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom A sudoku_location +420 /root/SHL/data_generate/merged_sudoku/sudoku_0420.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom B sudoku_location +421 /root/SHL/data_generate/merged_sudoku/sudoku_0421.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.right D.top D sudoku_location +422 /root/SHL/data_generate/merged_sudoku/sudoku_0422.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.right A sudoku_location +423 /root/SHL/data_generate/merged_sudoku/sudoku_0423.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top D sudoku_location +424 /root/SHL/data_generate/merged_sudoku/sudoku_0424.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.bottom-left C sudoku_location +425 /root/SHL/data_generate/merged_sudoku/sudoku_0425.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.right C sudoku_location +426 /root/SHL/data_generate/merged_sudoku/sudoku_0426.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.top D sudoku_location +427 /root/SHL/data_generate/merged_sudoku/sudoku_0427.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left C sudoku_location +428 /root/SHL/data_generate/merged_sudoku/sudoku_0428.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom C sudoku_location +429 /root/SHL/data_generate/merged_sudoku/sudoku_0429.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right C sudoku_location +430 /root/SHL/data_generate/merged_sudoku/sudoku_0430.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.left A sudoku_location +431 /root/SHL/data_generate/merged_sudoku/sudoku_0431.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.left A sudoku_location +432 /root/SHL/data_generate/merged_sudoku/sudoku_0432.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-left D.top D sudoku_location +433 /root/SHL/data_generate/merged_sudoku/sudoku_0433.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right C sudoku_location +434 /root/SHL/data_generate/merged_sudoku/sudoku_0434.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top D sudoku_location +435 /root/SHL/data_generate/merged_sudoku/sudoku_0435.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom-right A sudoku_location +436 /root/SHL/data_generate/merged_sudoku/sudoku_0436.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.bottom C sudoku_location +437 /root/SHL/data_generate/merged_sudoku/sudoku_0437.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.bottom-right C sudoku_location +438 /root/SHL/data_generate/merged_sudoku/sudoku_0438.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.left A sudoku_location +439 /root/SHL/data_generate/merged_sudoku/sudoku_0439.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top D sudoku_location +440 /root/SHL/data_generate/merged_sudoku/sudoku_0440.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.bottom A sudoku_location +441 /root/SHL/data_generate/merged_sudoku/sudoku_0441.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top D sudoku_location +442 /root/SHL/data_generate/merged_sudoku/sudoku_0442.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.bottom B sudoku_location +443 /root/SHL/data_generate/merged_sudoku/sudoku_0443.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.bottom-right C sudoku_location +444 /root/SHL/data_generate/merged_sudoku/sudoku_0444.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.right C sudoku_location +445 /root/SHL/data_generate/merged_sudoku/sudoku_0445.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top D.bottom-right C sudoku_location +446 /root/SHL/data_generate/merged_sudoku/sudoku_0446.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.bottom B sudoku_location +447 /root/SHL/data_generate/merged_sudoku/sudoku_0447.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-right B sudoku_location +448 /root/SHL/data_generate/merged_sudoku/sudoku_0448.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left C sudoku_location +449 /root/SHL/data_generate/merged_sudoku/sudoku_0449.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom D.top D sudoku_location +450 /root/SHL/data_generate/merged_sudoku/sudoku_0450.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.bottom-right C sudoku_location +451 /root/SHL/data_generate/merged_sudoku/sudoku_0451.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom B sudoku_location +452 /root/SHL/data_generate/merged_sudoku/sudoku_0452.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom A sudoku_location +453 /root/SHL/data_generate/merged_sudoku/sudoku_0453.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.left A sudoku_location +454 /root/SHL/data_generate/merged_sudoku/sudoku_0454.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top D.left C sudoku_location +455 /root/SHL/data_generate/merged_sudoku/sudoku_0455.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top D sudoku_location +456 /root/SHL/data_generate/merged_sudoku/sudoku_0456.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-left A sudoku_location +457 /root/SHL/data_generate/merged_sudoku/sudoku_0457.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.right B sudoku_location +458 /root/SHL/data_generate/merged_sudoku/sudoku_0458.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.bottom-right B sudoku_location +459 /root/SHL/data_generate/merged_sudoku/sudoku_0459.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.top D sudoku_location +460 /root/SHL/data_generate/merged_sudoku/sudoku_0460.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.bottom C sudoku_location +461 /root/SHL/data_generate/merged_sudoku/sudoku_0461.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top D sudoku_location +462 /root/SHL/data_generate/merged_sudoku/sudoku_0462.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top D.left C sudoku_location +463 /root/SHL/data_generate/merged_sudoku/sudoku_0463.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.top D sudoku_location +464 /root/SHL/data_generate/merged_sudoku/sudoku_0464.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left A sudoku_location +465 /root/SHL/data_generate/merged_sudoku/sudoku_0465.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +466 /root/SHL/data_generate/merged_sudoku/sudoku_0466.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.bottom-left A sudoku_location +467 /root/SHL/data_generate/merged_sudoku/sudoku_0467.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom D.left B sudoku_location +468 /root/SHL/data_generate/merged_sudoku/sudoku_0468.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top D sudoku_location +469 /root/SHL/data_generate/merged_sudoku/sudoku_0469.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.right B sudoku_location +470 /root/SHL/data_generate/merged_sudoku/sudoku_0470.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.left A sudoku_location +471 /root/SHL/data_generate/merged_sudoku/sudoku_0471.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.bottom A sudoku_location +472 /root/SHL/data_generate/merged_sudoku/sudoku_0472.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right A sudoku_location +473 /root/SHL/data_generate/merged_sudoku/sudoku_0473.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right C sudoku_location +474 /root/SHL/data_generate/merged_sudoku/sudoku_0474.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.bottom A sudoku_location +475 /root/SHL/data_generate/merged_sudoku/sudoku_0475.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.bottom-right A sudoku_location +476 /root/SHL/data_generate/merged_sudoku/sudoku_0476.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.bottom-right A sudoku_location +477 /root/SHL/data_generate/merged_sudoku/sudoku_0477.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top D sudoku_location +478 /root/SHL/data_generate/merged_sudoku/sudoku_0478.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top D sudoku_location +479 /root/SHL/data_generate/merged_sudoku/sudoku_0479.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.bottom-right C sudoku_location +480 /root/SHL/data_generate/merged_sudoku/sudoku_0480.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top D.bottom-right C sudoku_location +481 /root/SHL/data_generate/merged_sudoku/sudoku_0481.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.bottom A sudoku_location +482 /root/SHL/data_generate/merged_sudoku/sudoku_0482.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top D sudoku_location +483 /root/SHL/data_generate/merged_sudoku/sudoku_0483.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.right A sudoku_location +484 /root/SHL/data_generate/merged_sudoku/sudoku_0484.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.right A sudoku_location +485 /root/SHL/data_generate/merged_sudoku/sudoku_0485.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom C sudoku_location +486 /root/SHL/data_generate/merged_sudoku/sudoku_0486.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-left B sudoku_location +487 /root/SHL/data_generate/merged_sudoku/sudoku_0487.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom D.right A sudoku_location +488 /root/SHL/data_generate/merged_sudoku/sudoku_0488.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.right C sudoku_location +489 /root/SHL/data_generate/merged_sudoku/sudoku_0489.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left A sudoku_location +490 /root/SHL/data_generate/merged_sudoku/sudoku_0490.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.top D sudoku_location +491 /root/SHL/data_generate/merged_sudoku/sudoku_0491.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.left B sudoku_location +492 /root/SHL/data_generate/merged_sudoku/sudoku_0492.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.top D sudoku_location +493 /root/SHL/data_generate/merged_sudoku/sudoku_0493.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom D.bottom-left B sudoku_location +494 /root/SHL/data_generate/merged_sudoku/sudoku_0494.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom-left B sudoku_location +495 /root/SHL/data_generate/merged_sudoku/sudoku_0495.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.right C sudoku_location +496 /root/SHL/data_generate/merged_sudoku/sudoku_0496.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-left A sudoku_location +497 /root/SHL/data_generate/merged_sudoku/sudoku_0497.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right A sudoku_location +498 /root/SHL/data_generate/merged_sudoku/sudoku_0498.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.left A sudoku_location +499 /root/SHL/data_generate/merged_sudoku/sudoku_0499.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.bottom C sudoku_location +500 /root/SHL/data_generate/merged_sudoku/sudoku_0500.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top D sudoku_location +501 /root/SHL/data_generate/merged_sudoku/sudoku_0501.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.top D sudoku_location +502 /root/SHL/data_generate/merged_sudoku/sudoku_0502.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom B sudoku_location +503 /root/SHL/data_generate/merged_sudoku/sudoku_0503.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.bottom-right A sudoku_location +504 /root/SHL/data_generate/merged_sudoku/sudoku_0504.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.bottom-right B sudoku_location +505 /root/SHL/data_generate/merged_sudoku/sudoku_0505.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.right C sudoku_location +506 /root/SHL/data_generate/merged_sudoku/sudoku_0506.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom C sudoku_location +507 /root/SHL/data_generate/merged_sudoku/sudoku_0507.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.bottom C sudoku_location +508 /root/SHL/data_generate/merged_sudoku/sudoku_0508.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.right C sudoku_location +509 /root/SHL/data_generate/merged_sudoku/sudoku_0509.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.bottom-left C sudoku_location +510 /root/SHL/data_generate/merged_sudoku/sudoku_0510.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left B sudoku_location +511 /root/SHL/data_generate/merged_sudoku/sudoku_0511.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.bottom C sudoku_location +512 /root/SHL/data_generate/merged_sudoku/sudoku_0512.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right A sudoku_location +513 /root/SHL/data_generate/merged_sudoku/sudoku_0513.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.bottom A sudoku_location +514 /root/SHL/data_generate/merged_sudoku/sudoku_0514.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +515 /root/SHL/data_generate/merged_sudoku/sudoku_0515.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom D.top D sudoku_location +516 /root/SHL/data_generate/merged_sudoku/sudoku_0516.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.bottom-right B sudoku_location +517 /root/SHL/data_generate/merged_sudoku/sudoku_0517.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top D.bottom C sudoku_location +518 /root/SHL/data_generate/merged_sudoku/sudoku_0518.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left C sudoku_location +519 /root/SHL/data_generate/merged_sudoku/sudoku_0519.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.bottom-right B sudoku_location +520 /root/SHL/data_generate/merged_sudoku/sudoku_0520.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.right C sudoku_location +521 /root/SHL/data_generate/merged_sudoku/sudoku_0521.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom B sudoku_location +522 /root/SHL/data_generate/merged_sudoku/sudoku_0522.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left A sudoku_location +523 /root/SHL/data_generate/merged_sudoku/sudoku_0523.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-right D.top D sudoku_location +524 /root/SHL/data_generate/merged_sudoku/sudoku_0524.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-left A sudoku_location +525 /root/SHL/data_generate/merged_sudoku/sudoku_0525.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-left D.left A sudoku_location +526 /root/SHL/data_generate/merged_sudoku/sudoku_0526.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.top D sudoku_location +527 /root/SHL/data_generate/merged_sudoku/sudoku_0527.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom-left C sudoku_location +528 /root/SHL/data_generate/merged_sudoku/sudoku_0528.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-right B sudoku_location +529 /root/SHL/data_generate/merged_sudoku/sudoku_0529.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top D sudoku_location +530 /root/SHL/data_generate/merged_sudoku/sudoku_0530.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-right C sudoku_location +531 /root/SHL/data_generate/merged_sudoku/sudoku_0531.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.right A sudoku_location +532 /root/SHL/data_generate/merged_sudoku/sudoku_0532.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.left D.top D sudoku_location +533 /root/SHL/data_generate/merged_sudoku/sudoku_0533.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.bottom-left C sudoku_location +534 /root/SHL/data_generate/merged_sudoku/sudoku_0534.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.bottom-right C sudoku_location +535 /root/SHL/data_generate/merged_sudoku/sudoku_0535.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.left A sudoku_location +536 /root/SHL/data_generate/merged_sudoku/sudoku_0536.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top D sudoku_location +537 /root/SHL/data_generate/merged_sudoku/sudoku_0537.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-left D.left B sudoku_location +538 /root/SHL/data_generate/merged_sudoku/sudoku_0538.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.bottom-right C sudoku_location +539 /root/SHL/data_generate/merged_sudoku/sudoku_0539.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.left C sudoku_location +540 /root/SHL/data_generate/merged_sudoku/sudoku_0540.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top D sudoku_location +541 /root/SHL/data_generate/merged_sudoku/sudoku_0541.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.right A sudoku_location +542 /root/SHL/data_generate/merged_sudoku/sudoku_0542.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.left A sudoku_location +543 /root/SHL/data_generate/merged_sudoku/sudoku_0543.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom-left C sudoku_location +544 /root/SHL/data_generate/merged_sudoku/sudoku_0544.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top D sudoku_location +545 /root/SHL/data_generate/merged_sudoku/sudoku_0545.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom C sudoku_location +546 /root/SHL/data_generate/merged_sudoku/sudoku_0546.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom A sudoku_location +547 /root/SHL/data_generate/merged_sudoku/sudoku_0547.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.right C sudoku_location +548 /root/SHL/data_generate/merged_sudoku/sudoku_0548.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +549 /root/SHL/data_generate/merged_sudoku/sudoku_0549.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom-left A sudoku_location +550 /root/SHL/data_generate/merged_sudoku/sudoku_0550.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.bottom-left C sudoku_location +551 /root/SHL/data_generate/merged_sudoku/sudoku_0551.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top D sudoku_location +552 /root/SHL/data_generate/merged_sudoku/sudoku_0552.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.bottom A sudoku_location +553 /root/SHL/data_generate/merged_sudoku/sudoku_0553.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top D sudoku_location +554 /root/SHL/data_generate/merged_sudoku/sudoku_0554.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.bottom-right C sudoku_location +555 /root/SHL/data_generate/merged_sudoku/sudoku_0555.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom B sudoku_location +556 /root/SHL/data_generate/merged_sudoku/sudoku_0556.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top D sudoku_location +557 /root/SHL/data_generate/merged_sudoku/sudoku_0557.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left C sudoku_location +558 /root/SHL/data_generate/merged_sudoku/sudoku_0558.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top D sudoku_location +559 /root/SHL/data_generate/merged_sudoku/sudoku_0559.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top D.left C sudoku_location +560 /root/SHL/data_generate/merged_sudoku/sudoku_0560.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom-left B sudoku_location +561 /root/SHL/data_generate/merged_sudoku/sudoku_0561.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-right A sudoku_location +562 /root/SHL/data_generate/merged_sudoku/sudoku_0562.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top D sudoku_location +563 /root/SHL/data_generate/merged_sudoku/sudoku_0563.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top D.bottom C sudoku_location +564 /root/SHL/data_generate/merged_sudoku/sudoku_0564.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom D.top D sudoku_location +565 /root/SHL/data_generate/merged_sudoku/sudoku_0565.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.bottom-right C sudoku_location +566 /root/SHL/data_generate/merged_sudoku/sudoku_0566.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right C sudoku_location +567 /root/SHL/data_generate/merged_sudoku/sudoku_0567.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top D sudoku_location +568 /root/SHL/data_generate/merged_sudoku/sudoku_0568.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right A sudoku_location +569 /root/SHL/data_generate/merged_sudoku/sudoku_0569.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.bottom-right A sudoku_location +570 /root/SHL/data_generate/merged_sudoku/sudoku_0570.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.bottom-left C sudoku_location +571 /root/SHL/data_generate/merged_sudoku/sudoku_0571.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right B sudoku_location +572 /root/SHL/data_generate/merged_sudoku/sudoku_0572.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-right A sudoku_location +573 /root/SHL/data_generate/merged_sudoku/sudoku_0573.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-left D.bottom-right A sudoku_location +574 /root/SHL/data_generate/merged_sudoku/sudoku_0574.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.bottom-left A sudoku_location +575 /root/SHL/data_generate/merged_sudoku/sudoku_0575.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right A sudoku_location +576 /root/SHL/data_generate/merged_sudoku/sudoku_0576.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.top D sudoku_location +577 /root/SHL/data_generate/merged_sudoku/sudoku_0577.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.right A sudoku_location +578 /root/SHL/data_generate/merged_sudoku/sudoku_0578.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.right B sudoku_location +579 /root/SHL/data_generate/merged_sudoku/sudoku_0579.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.bottom C sudoku_location +580 /root/SHL/data_generate/merged_sudoku/sudoku_0580.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-left D.bottom-right B sudoku_location +581 /root/SHL/data_generate/merged_sudoku/sudoku_0581.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top D.bottom-left C sudoku_location +582 /root/SHL/data_generate/merged_sudoku/sudoku_0582.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-left D.top D sudoku_location +583 /root/SHL/data_generate/merged_sudoku/sudoku_0583.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.right A sudoku_location +584 /root/SHL/data_generate/merged_sudoku/sudoku_0584.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-left A sudoku_location +585 /root/SHL/data_generate/merged_sudoku/sudoku_0585.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.bottom-left A sudoku_location +586 /root/SHL/data_generate/merged_sudoku/sudoku_0586.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-left A sudoku_location +587 /root/SHL/data_generate/merged_sudoku/sudoku_0587.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top D sudoku_location +588 /root/SHL/data_generate/merged_sudoku/sudoku_0588.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.left A sudoku_location +589 /root/SHL/data_generate/merged_sudoku/sudoku_0589.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom-right B sudoku_location +590 /root/SHL/data_generate/merged_sudoku/sudoku_0590.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-right D.top D sudoku_location +591 /root/SHL/data_generate/merged_sudoku/sudoku_0591.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.left B sudoku_location +592 /root/SHL/data_generate/merged_sudoku/sudoku_0592.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.bottom-left A sudoku_location +593 /root/SHL/data_generate/merged_sudoku/sudoku_0593.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.right C sudoku_location +594 /root/SHL/data_generate/merged_sudoku/sudoku_0594.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-left A sudoku_location +595 /root/SHL/data_generate/merged_sudoku/sudoku_0595.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top D.left C sudoku_location +596 /root/SHL/data_generate/merged_sudoku/sudoku_0596.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom-right B sudoku_location +597 /root/SHL/data_generate/merged_sudoku/sudoku_0597.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom D.bottom-right A sudoku_location +598 /root/SHL/data_generate/merged_sudoku/sudoku_0598.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.top D sudoku_location +599 /root/SHL/data_generate/merged_sudoku/sudoku_0599.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.right C sudoku_location +600 /root/SHL/data_generate/merged_sudoku/sudoku_0600.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-left D.top D sudoku_location +601 /root/SHL/data_generate/merged_sudoku/sudoku_0601.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.bottom-right B sudoku_location +602 /root/SHL/data_generate/merged_sudoku/sudoku_0602.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom D.top D sudoku_location +603 /root/SHL/data_generate/merged_sudoku/sudoku_0603.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom-left B sudoku_location +604 /root/SHL/data_generate/merged_sudoku/sudoku_0604.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-left D.top D sudoku_location +605 /root/SHL/data_generate/merged_sudoku/sudoku_0605.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left A sudoku_location +606 /root/SHL/data_generate/merged_sudoku/sudoku_0606.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right A sudoku_location +607 /root/SHL/data_generate/merged_sudoku/sudoku_0607.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.right C sudoku_location +608 /root/SHL/data_generate/merged_sudoku/sudoku_0608.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-right A sudoku_location +609 /root/SHL/data_generate/merged_sudoku/sudoku_0609.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top D.bottom-left C sudoku_location +610 /root/SHL/data_generate/merged_sudoku/sudoku_0610.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom-right D.top D sudoku_location +611 /root/SHL/data_generate/merged_sudoku/sudoku_0611.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.right A sudoku_location +612 /root/SHL/data_generate/merged_sudoku/sudoku_0612.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom C sudoku_location +613 /root/SHL/data_generate/merged_sudoku/sudoku_0613.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +614 /root/SHL/data_generate/merged_sudoku/sudoku_0614.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.bottom-left A sudoku_location +615 /root/SHL/data_generate/merged_sudoku/sudoku_0615.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom-left A sudoku_location +616 /root/SHL/data_generate/merged_sudoku/sudoku_0616.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-left D.bottom B sudoku_location +617 /root/SHL/data_generate/merged_sudoku/sudoku_0617.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom A sudoku_location +618 /root/SHL/data_generate/merged_sudoku/sudoku_0618.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.bottom-right A sudoku_location +619 /root/SHL/data_generate/merged_sudoku/sudoku_0619.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom D.right A sudoku_location +620 /root/SHL/data_generate/merged_sudoku/sudoku_0620.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.left C sudoku_location +621 /root/SHL/data_generate/merged_sudoku/sudoku_0621.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.left B sudoku_location +622 /root/SHL/data_generate/merged_sudoku/sudoku_0622.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.left A sudoku_location +623 /root/SHL/data_generate/merged_sudoku/sudoku_0623.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-left A sudoku_location +624 /root/SHL/data_generate/merged_sudoku/sudoku_0624.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-left B sudoku_location +625 /root/SHL/data_generate/merged_sudoku/sudoku_0625.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.bottom-right A sudoku_location +626 /root/SHL/data_generate/merged_sudoku/sudoku_0626.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right B sudoku_location +627 /root/SHL/data_generate/merged_sudoku/sudoku_0627.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-left D.right B sudoku_location +628 /root/SHL/data_generate/merged_sudoku/sudoku_0628.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top D sudoku_location +629 /root/SHL/data_generate/merged_sudoku/sudoku_0629.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom D.top D sudoku_location +630 /root/SHL/data_generate/merged_sudoku/sudoku_0630.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom-left A sudoku_location +631 /root/SHL/data_generate/merged_sudoku/sudoku_0631.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.bottom-right A sudoku_location +632 /root/SHL/data_generate/merged_sudoku/sudoku_0632.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top D sudoku_location +633 /root/SHL/data_generate/merged_sudoku/sudoku_0633.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.bottom C sudoku_location +634 /root/SHL/data_generate/merged_sudoku/sudoku_0634.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top D.left C sudoku_location +635 /root/SHL/data_generate/merged_sudoku/sudoku_0635.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom C sudoku_location +636 /root/SHL/data_generate/merged_sudoku/sudoku_0636.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.left D.top D sudoku_location +637 /root/SHL/data_generate/merged_sudoku/sudoku_0637.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.right C sudoku_location +638 /root/SHL/data_generate/merged_sudoku/sudoku_0638.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-right B sudoku_location +639 /root/SHL/data_generate/merged_sudoku/sudoku_0639.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top D sudoku_location +640 /root/SHL/data_generate/merged_sudoku/sudoku_0640.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.top D sudoku_location +641 /root/SHL/data_generate/merged_sudoku/sudoku_0641.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.bottom-left C sudoku_location +642 /root/SHL/data_generate/merged_sudoku/sudoku_0642.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-left D.top D sudoku_location +643 /root/SHL/data_generate/merged_sudoku/sudoku_0643.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top D sudoku_location +644 /root/SHL/data_generate/merged_sudoku/sudoku_0644.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top D sudoku_location +645 /root/SHL/data_generate/merged_sudoku/sudoku_0645.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom D.top D sudoku_location +646 /root/SHL/data_generate/merged_sudoku/sudoku_0646.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.bottom-right B sudoku_location +647 /root/SHL/data_generate/merged_sudoku/sudoku_0647.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom-right C sudoku_location +648 /root/SHL/data_generate/merged_sudoku/sudoku_0648.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.right C sudoku_location +649 /root/SHL/data_generate/merged_sudoku/sudoku_0649.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.bottom-right A sudoku_location +650 /root/SHL/data_generate/merged_sudoku/sudoku_0650.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right C sudoku_location +651 /root/SHL/data_generate/merged_sudoku/sudoku_0651.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.bottom B sudoku_location +652 /root/SHL/data_generate/merged_sudoku/sudoku_0652.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top D.bottom C sudoku_location +653 /root/SHL/data_generate/merged_sudoku/sudoku_0653.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom A sudoku_location +654 /root/SHL/data_generate/merged_sudoku/sudoku_0654.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.left D.top D sudoku_location +655 /root/SHL/data_generate/merged_sudoku/sudoku_0655.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.left D.top D sudoku_location +656 /root/SHL/data_generate/merged_sudoku/sudoku_0656.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-right A sudoku_location +657 /root/SHL/data_generate/merged_sudoku/sudoku_0657.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom C sudoku_location +658 /root/SHL/data_generate/merged_sudoku/sudoku_0658.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom B sudoku_location +659 /root/SHL/data_generate/merged_sudoku/sudoku_0659.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.bottom C sudoku_location +660 /root/SHL/data_generate/merged_sudoku/sudoku_0660.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.left C sudoku_location +661 /root/SHL/data_generate/merged_sudoku/sudoku_0661.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.bottom-left A sudoku_location +662 /root/SHL/data_generate/merged_sudoku/sudoku_0662.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom A sudoku_location +663 /root/SHL/data_generate/merged_sudoku/sudoku_0663.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.left C sudoku_location +664 /root/SHL/data_generate/merged_sudoku/sudoku_0664.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.bottom B sudoku_location +665 /root/SHL/data_generate/merged_sudoku/sudoku_0665.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.left C sudoku_location +666 /root/SHL/data_generate/merged_sudoku/sudoku_0666.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-left D.top D sudoku_location +667 /root/SHL/data_generate/merged_sudoku/sudoku_0667.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-left C sudoku_location +668 /root/SHL/data_generate/merged_sudoku/sudoku_0668.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.top D sudoku_location +669 /root/SHL/data_generate/merged_sudoku/sudoku_0669.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.bottom-right C sudoku_location +670 /root/SHL/data_generate/merged_sudoku/sudoku_0670.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-left C sudoku_location +671 /root/SHL/data_generate/merged_sudoku/sudoku_0671.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.top D sudoku_location +672 /root/SHL/data_generate/merged_sudoku/sudoku_0672.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-left C sudoku_location +673 /root/SHL/data_generate/merged_sudoku/sudoku_0673.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.right B sudoku_location +674 /root/SHL/data_generate/merged_sudoku/sudoku_0674.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.top D sudoku_location +675 /root/SHL/data_generate/merged_sudoku/sudoku_0675.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom A sudoku_location +676 /root/SHL/data_generate/merged_sudoku/sudoku_0676.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-left A sudoku_location +677 /root/SHL/data_generate/merged_sudoku/sudoku_0677.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom C sudoku_location +678 /root/SHL/data_generate/merged_sudoku/sudoku_0678.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top D sudoku_location +679 /root/SHL/data_generate/merged_sudoku/sudoku_0679.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.right D.top D sudoku_location +680 /root/SHL/data_generate/merged_sudoku/sudoku_0680.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.bottom-right D.top D sudoku_location +681 /root/SHL/data_generate/merged_sudoku/sudoku_0681.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-left D.bottom-right B sudoku_location +682 /root/SHL/data_generate/merged_sudoku/sudoku_0682.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-right D.top D sudoku_location +683 /root/SHL/data_generate/merged_sudoku/sudoku_0683.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.left C sudoku_location +684 /root/SHL/data_generate/merged_sudoku/sudoku_0684.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top D sudoku_location +685 /root/SHL/data_generate/merged_sudoku/sudoku_0685.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom-left C sudoku_location +686 /root/SHL/data_generate/merged_sudoku/sudoku_0686.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-left D.bottom B sudoku_location +687 /root/SHL/data_generate/merged_sudoku/sudoku_0687.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.bottom A sudoku_location +688 /root/SHL/data_generate/merged_sudoku/sudoku_0688.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.right C sudoku_location +689 /root/SHL/data_generate/merged_sudoku/sudoku_0689.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom A sudoku_location +690 /root/SHL/data_generate/merged_sudoku/sudoku_0690.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.bottom-right B sudoku_location +691 /root/SHL/data_generate/merged_sudoku/sudoku_0691.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.top D sudoku_location +692 /root/SHL/data_generate/merged_sudoku/sudoku_0692.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.bottom C sudoku_location +693 /root/SHL/data_generate/merged_sudoku/sudoku_0693.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-left C sudoku_location +694 /root/SHL/data_generate/merged_sudoku/sudoku_0694.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.bottom-left B sudoku_location +695 /root/SHL/data_generate/merged_sudoku/sudoku_0695.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-left D.right B sudoku_location +696 /root/SHL/data_generate/merged_sudoku/sudoku_0696.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.left C sudoku_location +697 /root/SHL/data_generate/merged_sudoku/sudoku_0697.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top D.bottom-left C sudoku_location +698 /root/SHL/data_generate/merged_sudoku/sudoku_0698.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.top D sudoku_location +699 /root/SHL/data_generate/merged_sudoku/sudoku_0699.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top D.bottom-right C sudoku_location +700 /root/SHL/data_generate/merged_sudoku/sudoku_0700.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-left C sudoku_location +701 /root/SHL/data_generate/merged_sudoku/sudoku_0701.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right C sudoku_location +702 /root/SHL/data_generate/merged_sudoku/sudoku_0702.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.bottom A sudoku_location +703 /root/SHL/data_generate/merged_sudoku/sudoku_0703.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom-left B sudoku_location +704 /root/SHL/data_generate/merged_sudoku/sudoku_0704.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom D.top D sudoku_location +705 /root/SHL/data_generate/merged_sudoku/sudoku_0705.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom D.right A sudoku_location +706 /root/SHL/data_generate/merged_sudoku/sudoku_0706.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.bottom-right C sudoku_location +707 /root/SHL/data_generate/merged_sudoku/sudoku_0707.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right C sudoku_location +708 /root/SHL/data_generate/merged_sudoku/sudoku_0708.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.bottom-right A sudoku_location +709 /root/SHL/data_generate/merged_sudoku/sudoku_0709.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.bottom-left B sudoku_location +710 /root/SHL/data_generate/merged_sudoku/sudoku_0710.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right A sudoku_location +711 /root/SHL/data_generate/merged_sudoku/sudoku_0711.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.bottom-right B sudoku_location +712 /root/SHL/data_generate/merged_sudoku/sudoku_0712.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.bottom-left A sudoku_location +713 /root/SHL/data_generate/merged_sudoku/sudoku_0713.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.bottom-left D.top D sudoku_location +714 /root/SHL/data_generate/merged_sudoku/sudoku_0714.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top D sudoku_location +715 /root/SHL/data_generate/merged_sudoku/sudoku_0715.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.left A sudoku_location +716 /root/SHL/data_generate/merged_sudoku/sudoku_0716.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom-left C sudoku_location +717 /root/SHL/data_generate/merged_sudoku/sudoku_0717.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +718 /root/SHL/data_generate/merged_sudoku/sudoku_0718.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.left D.top D sudoku_location +719 /root/SHL/data_generate/merged_sudoku/sudoku_0719.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom-left B sudoku_location +720 /root/SHL/data_generate/merged_sudoku/sudoku_0720.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.right D.bottom-left B sudoku_location +721 /root/SHL/data_generate/merged_sudoku/sudoku_0721.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.top D sudoku_location +722 /root/SHL/data_generate/merged_sudoku/sudoku_0722.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.left B sudoku_location +723 /root/SHL/data_generate/merged_sudoku/sudoku_0723.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.bottom-right B sudoku_location +724 /root/SHL/data_generate/merged_sudoku/sudoku_0724.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.right A sudoku_location +725 /root/SHL/data_generate/merged_sudoku/sudoku_0725.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top D sudoku_location +726 /root/SHL/data_generate/merged_sudoku/sudoku_0726.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.bottom-left A sudoku_location +727 /root/SHL/data_generate/merged_sudoku/sudoku_0727.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom B sudoku_location +728 /root/SHL/data_generate/merged_sudoku/sudoku_0728.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.right B sudoku_location +729 /root/SHL/data_generate/merged_sudoku/sudoku_0729.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.top D sudoku_location +730 /root/SHL/data_generate/merged_sudoku/sudoku_0730.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.top D sudoku_location +731 /root/SHL/data_generate/merged_sudoku/sudoku_0731.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-right B sudoku_location +732 /root/SHL/data_generate/merged_sudoku/sudoku_0732.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.right C sudoku_location +733 /root/SHL/data_generate/merged_sudoku/sudoku_0733.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top D sudoku_location +734 /root/SHL/data_generate/merged_sudoku/sudoku_0734.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top D sudoku_location +735 /root/SHL/data_generate/merged_sudoku/sudoku_0735.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top D sudoku_location +736 /root/SHL/data_generate/merged_sudoku/sudoku_0736.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.right B sudoku_location +737 /root/SHL/data_generate/merged_sudoku/sudoku_0737.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-left D.bottom-right B sudoku_location +738 /root/SHL/data_generate/merged_sudoku/sudoku_0738.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.left B sudoku_location +739 /root/SHL/data_generate/merged_sudoku/sudoku_0739.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top D.bottom-left C sudoku_location +740 /root/SHL/data_generate/merged_sudoku/sudoku_0740.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-left D.right B sudoku_location +741 /root/SHL/data_generate/merged_sudoku/sudoku_0741.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right A sudoku_location +742 /root/SHL/data_generate/merged_sudoku/sudoku_0742.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom D.left A sudoku_location +743 /root/SHL/data_generate/merged_sudoku/sudoku_0743.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom B sudoku_location +744 /root/SHL/data_generate/merged_sudoku/sudoku_0744.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.left B sudoku_location +745 /root/SHL/data_generate/merged_sudoku/sudoku_0745.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.top D sudoku_location +746 /root/SHL/data_generate/merged_sudoku/sudoku_0746.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-left D.top D sudoku_location +747 /root/SHL/data_generate/merged_sudoku/sudoku_0747.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.bottom-left B sudoku_location +748 /root/SHL/data_generate/merged_sudoku/sudoku_0748.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.bottom B sudoku_location +749 /root/SHL/data_generate/merged_sudoku/sudoku_0749.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.right A sudoku_location +750 /root/SHL/data_generate/merged_sudoku/sudoku_0750.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.left C sudoku_location +751 /root/SHL/data_generate/merged_sudoku/sudoku_0751.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top D sudoku_location +752 /root/SHL/data_generate/merged_sudoku/sudoku_0752.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-right B sudoku_location +753 /root/SHL/data_generate/merged_sudoku/sudoku_0753.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.bottom-left C sudoku_location +754 /root/SHL/data_generate/merged_sudoku/sudoku_0754.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top D sudoku_location +755 /root/SHL/data_generate/merged_sudoku/sudoku_0755.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.bottom C sudoku_location +756 /root/SHL/data_generate/merged_sudoku/sudoku_0756.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top D sudoku_location +757 /root/SHL/data_generate/merged_sudoku/sudoku_0757.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right C sudoku_location +758 /root/SHL/data_generate/merged_sudoku/sudoku_0758.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom-right D.top D sudoku_location +759 /root/SHL/data_generate/merged_sudoku/sudoku_0759.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left A sudoku_location +760 /root/SHL/data_generate/merged_sudoku/sudoku_0760.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.right B sudoku_location +761 /root/SHL/data_generate/merged_sudoku/sudoku_0761.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top D sudoku_location +762 /root/SHL/data_generate/merged_sudoku/sudoku_0762.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom A sudoku_location +763 /root/SHL/data_generate/merged_sudoku/sudoku_0763.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.right B sudoku_location +764 /root/SHL/data_generate/merged_sudoku/sudoku_0764.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-left D.right A sudoku_location +765 /root/SHL/data_generate/merged_sudoku/sudoku_0765.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right A sudoku_location +766 /root/SHL/data_generate/merged_sudoku/sudoku_0766.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.bottom-left C sudoku_location +767 /root/SHL/data_generate/merged_sudoku/sudoku_0767.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.right C sudoku_location +768 /root/SHL/data_generate/merged_sudoku/sudoku_0768.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.right C sudoku_location +769 /root/SHL/data_generate/merged_sudoku/sudoku_0769.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right B sudoku_location +770 /root/SHL/data_generate/merged_sudoku/sudoku_0770.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right A sudoku_location +771 /root/SHL/data_generate/merged_sudoku/sudoku_0771.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.left C sudoku_location +772 /root/SHL/data_generate/merged_sudoku/sudoku_0772.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-left A sudoku_location +773 /root/SHL/data_generate/merged_sudoku/sudoku_0773.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-left D.left B sudoku_location +774 /root/SHL/data_generate/merged_sudoku/sudoku_0774.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.bottom-right C sudoku_location +775 /root/SHL/data_generate/merged_sudoku/sudoku_0775.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom A sudoku_location +776 /root/SHL/data_generate/merged_sudoku/sudoku_0776.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-right B sudoku_location +777 /root/SHL/data_generate/merged_sudoku/sudoku_0777.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.top D sudoku_location +778 /root/SHL/data_generate/merged_sudoku/sudoku_0778.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.right C sudoku_location +779 /root/SHL/data_generate/merged_sudoku/sudoku_0779.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.left A sudoku_location +780 /root/SHL/data_generate/merged_sudoku/sudoku_0780.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.bottom C sudoku_location +781 /root/SHL/data_generate/merged_sudoku/sudoku_0781.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top D sudoku_location +782 /root/SHL/data_generate/merged_sudoku/sudoku_0782.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.bottom-right D.top D sudoku_location +783 /root/SHL/data_generate/merged_sudoku/sudoku_0783.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.bottom B sudoku_location +784 /root/SHL/data_generate/merged_sudoku/sudoku_0784.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.bottom-left B sudoku_location +785 /root/SHL/data_generate/merged_sudoku/sudoku_0785.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom A sudoku_location +786 /root/SHL/data_generate/merged_sudoku/sudoku_0786.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.left D.top D sudoku_location +787 /root/SHL/data_generate/merged_sudoku/sudoku_0787.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom B sudoku_location +788 /root/SHL/data_generate/merged_sudoku/sudoku_0788.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.left C sudoku_location +789 /root/SHL/data_generate/merged_sudoku/sudoku_0789.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.top D sudoku_location +790 /root/SHL/data_generate/merged_sudoku/sudoku_0790.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.bottom-right B sudoku_location +791 /root/SHL/data_generate/merged_sudoku/sudoku_0791.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.left B sudoku_location +792 /root/SHL/data_generate/merged_sudoku/sudoku_0792.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom C sudoku_location +793 /root/SHL/data_generate/merged_sudoku/sudoku_0793.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom-left B sudoku_location +794 /root/SHL/data_generate/merged_sudoku/sudoku_0794.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.bottom-left A sudoku_location +795 /root/SHL/data_generate/merged_sudoku/sudoku_0795.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-left D.right B sudoku_location +796 /root/SHL/data_generate/merged_sudoku/sudoku_0796.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-left D.right A sudoku_location +797 /root/SHL/data_generate/merged_sudoku/sudoku_0797.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom C sudoku_location +798 /root/SHL/data_generate/merged_sudoku/sudoku_0798.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-left A sudoku_location +799 /root/SHL/data_generate/merged_sudoku/sudoku_0799.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom D.right A sudoku_location +800 /root/SHL/data_generate/merged_sudoku/sudoku_0800.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom-left B sudoku_location +801 /root/SHL/data_generate/merged_sudoku/sudoku_0801.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom B sudoku_location +802 /root/SHL/data_generate/merged_sudoku/sudoku_0802.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top-right D sudoku_location +803 /root/SHL/data_generate/merged_sudoku/sudoku_0803.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-right D.left C sudoku_location +804 /root/SHL/data_generate/merged_sudoku/sudoku_0804.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom D.top-left B sudoku_location +805 /root/SHL/data_generate/merged_sudoku/sudoku_0805.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top-right D.bottom-left C sudoku_location +806 /root/SHL/data_generate/merged_sudoku/sudoku_0806.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-right A sudoku_location +807 /root/SHL/data_generate/merged_sudoku/sudoku_0807.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left C sudoku_location +808 /root/SHL/data_generate/merged_sudoku/sudoku_0808.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-right D sudoku_location +809 /root/SHL/data_generate/merged_sudoku/sudoku_0809.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.top-left A sudoku_location +810 /root/SHL/data_generate/merged_sudoku/sudoku_0810.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom-right A sudoku_location +811 /root/SHL/data_generate/merged_sudoku/sudoku_0811.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right B sudoku_location +812 /root/SHL/data_generate/merged_sudoku/sudoku_0812.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.top-right D sudoku_location +813 /root/SHL/data_generate/merged_sudoku/sudoku_0813.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.bottom-left D.top-right D sudoku_location +814 /root/SHL/data_generate/merged_sudoku/sudoku_0814.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-right D sudoku_location +815 /root/SHL/data_generate/merged_sudoku/sudoku_0815.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.bottom-right D.top-right D sudoku_location +816 /root/SHL/data_generate/merged_sudoku/sudoku_0816.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.top-right D sudoku_location +817 /root/SHL/data_generate/merged_sudoku/sudoku_0817.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom A sudoku_location +818 /root/SHL/data_generate/merged_sudoku/sudoku_0818.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-right B sudoku_location +819 /root/SHL/data_generate/merged_sudoku/sudoku_0819.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.bottom B sudoku_location +820 /root/SHL/data_generate/merged_sudoku/sudoku_0820.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-left A sudoku_location +821 /root/SHL/data_generate/merged_sudoku/sudoku_0821.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.bottom-right B sudoku_location +822 /root/SHL/data_generate/merged_sudoku/sudoku_0822.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom A sudoku_location +823 /root/SHL/data_generate/merged_sudoku/sudoku_0823.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.bottom-right D.top-right D sudoku_location +824 /root/SHL/data_generate/merged_sudoku/sudoku_0824.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom D.left B sudoku_location +825 /root/SHL/data_generate/merged_sudoku/sudoku_0825.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.top-right D sudoku_location +826 /root/SHL/data_generate/merged_sudoku/sudoku_0826.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.bottom-left C sudoku_location +827 /root/SHL/data_generate/merged_sudoku/sudoku_0827.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom-right B sudoku_location +828 /root/SHL/data_generate/merged_sudoku/sudoku_0828.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.top-left B sudoku_location +829 /root/SHL/data_generate/merged_sudoku/sudoku_0829.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom C sudoku_location +830 /root/SHL/data_generate/merged_sudoku/sudoku_0830.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.bottom-right A sudoku_location +831 /root/SHL/data_generate/merged_sudoku/sudoku_0831.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-left D.top-right D sudoku_location +832 /root/SHL/data_generate/merged_sudoku/sudoku_0832.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left A sudoku_location +833 /root/SHL/data_generate/merged_sudoku/sudoku_0833.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.top-right D sudoku_location +834 /root/SHL/data_generate/merged_sudoku/sudoku_0834.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.bottom-right B sudoku_location +835 /root/SHL/data_generate/merged_sudoku/sudoku_0835.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right D sudoku_location +836 /root/SHL/data_generate/merged_sudoku/sudoku_0836.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.bottom A sudoku_location +837 /root/SHL/data_generate/merged_sudoku/sudoku_0837.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-left B sudoku_location +838 /root/SHL/data_generate/merged_sudoku/sudoku_0838.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.top-right D sudoku_location +839 /root/SHL/data_generate/merged_sudoku/sudoku_0839.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.top-left C sudoku_location +840 /root/SHL/data_generate/merged_sudoku/sudoku_0840.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left C sudoku_location +841 /root/SHL/data_generate/merged_sudoku/sudoku_0841.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom C sudoku_location +842 /root/SHL/data_generate/merged_sudoku/sudoku_0842.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom-right A sudoku_location +843 /root/SHL/data_generate/merged_sudoku/sudoku_0843.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom-right C sudoku_location +844 /root/SHL/data_generate/merged_sudoku/sudoku_0844.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.top-right D sudoku_location +845 /root/SHL/data_generate/merged_sudoku/sudoku_0845.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.left A sudoku_location +846 /root/SHL/data_generate/merged_sudoku/sudoku_0846.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.left A sudoku_location +847 /root/SHL/data_generate/merged_sudoku/sudoku_0847.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-left B sudoku_location +848 /root/SHL/data_generate/merged_sudoku/sudoku_0848.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-left A sudoku_location +849 /root/SHL/data_generate/merged_sudoku/sudoku_0849.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom A sudoku_location +850 /root/SHL/data_generate/merged_sudoku/sudoku_0850.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.bottom-right C sudoku_location +851 /root/SHL/data_generate/merged_sudoku/sudoku_0851.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom D.top-right D sudoku_location +852 /root/SHL/data_generate/merged_sudoku/sudoku_0852.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom-left A sudoku_location +853 /root/SHL/data_generate/merged_sudoku/sudoku_0853.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-left D.top-right D sudoku_location +854 /root/SHL/data_generate/merged_sudoku/sudoku_0854.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right D sudoku_location +855 /root/SHL/data_generate/merged_sudoku/sudoku_0855.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.top-right D sudoku_location +856 /root/SHL/data_generate/merged_sudoku/sudoku_0856.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom C sudoku_location +857 /root/SHL/data_generate/merged_sudoku/sudoku_0857.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.top-right D sudoku_location +858 /root/SHL/data_generate/merged_sudoku/sudoku_0858.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom D.top-right D sudoku_location +859 /root/SHL/data_generate/merged_sudoku/sudoku_0859.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom D.top-right D sudoku_location +860 /root/SHL/data_generate/merged_sudoku/sudoku_0860.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.left B sudoku_location +861 /root/SHL/data_generate/merged_sudoku/sudoku_0861.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-left D.bottom-right B sudoku_location +862 /root/SHL/data_generate/merged_sudoku/sudoku_0862.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.bottom B sudoku_location +863 /root/SHL/data_generate/merged_sudoku/sudoku_0863.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-right D sudoku_location +864 /root/SHL/data_generate/merged_sudoku/sudoku_0864.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom C sudoku_location +865 /root/SHL/data_generate/merged_sudoku/sudoku_0865.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-right D sudoku_location +866 /root/SHL/data_generate/merged_sudoku/sudoku_0866.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-right D sudoku_location +867 /root/SHL/data_generate/merged_sudoku/sudoku_0867.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top-right D sudoku_location +868 /root/SHL/data_generate/merged_sudoku/sudoku_0868.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-right D sudoku_location +869 /root/SHL/data_generate/merged_sudoku/sudoku_0869.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom D.left B sudoku_location +870 /root/SHL/data_generate/merged_sudoku/sudoku_0870.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.bottom C sudoku_location +871 /root/SHL/data_generate/merged_sudoku/sudoku_0871.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom B sudoku_location +872 /root/SHL/data_generate/merged_sudoku/sudoku_0872.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.left C sudoku_location +873 /root/SHL/data_generate/merged_sudoku/sudoku_0873.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-left A sudoku_location +874 /root/SHL/data_generate/merged_sudoku/sudoku_0874.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.top-right D sudoku_location +875 /root/SHL/data_generate/merged_sudoku/sudoku_0875.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-right D.bottom-left C sudoku_location +876 /root/SHL/data_generate/merged_sudoku/sudoku_0876.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom-right A sudoku_location +877 /root/SHL/data_generate/merged_sudoku/sudoku_0877.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom-right A sudoku_location +878 /root/SHL/data_generate/merged_sudoku/sudoku_0878.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom-right C sudoku_location +879 /root/SHL/data_generate/merged_sudoku/sudoku_0879.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.bottom C sudoku_location +880 /root/SHL/data_generate/merged_sudoku/sudoku_0880.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.left B sudoku_location +881 /root/SHL/data_generate/merged_sudoku/sudoku_0881.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom-right B sudoku_location +882 /root/SHL/data_generate/merged_sudoku/sudoku_0882.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom C sudoku_location +883 /root/SHL/data_generate/merged_sudoku/sudoku_0883.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.bottom B sudoku_location +884 /root/SHL/data_generate/merged_sudoku/sudoku_0884.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.bottom-right B sudoku_location +885 /root/SHL/data_generate/merged_sudoku/sudoku_0885.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top-left C sudoku_location +886 /root/SHL/data_generate/merged_sudoku/sudoku_0886.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom D.top-left A sudoku_location +887 /root/SHL/data_generate/merged_sudoku/sudoku_0887.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom-left B sudoku_location +888 /root/SHL/data_generate/merged_sudoku/sudoku_0888.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.bottom A sudoku_location +889 /root/SHL/data_generate/merged_sudoku/sudoku_0889.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.top-left B sudoku_location +890 /root/SHL/data_generate/merged_sudoku/sudoku_0890.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.top-left C sudoku_location +891 /root/SHL/data_generate/merged_sudoku/sudoku_0891.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.bottom-left B sudoku_location +892 /root/SHL/data_generate/merged_sudoku/sudoku_0892.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom B sudoku_location +893 /root/SHL/data_generate/merged_sudoku/sudoku_0893.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom C sudoku_location +894 /root/SHL/data_generate/merged_sudoku/sudoku_0894.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.bottom-left A sudoku_location +895 /root/SHL/data_generate/merged_sudoku/sudoku_0895.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom-left B sudoku_location +896 /root/SHL/data_generate/merged_sudoku/sudoku_0896.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left C sudoku_location +897 /root/SHL/data_generate/merged_sudoku/sudoku_0897.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.bottom-right A sudoku_location +898 /root/SHL/data_generate/merged_sudoku/sudoku_0898.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.top-right D sudoku_location +899 /root/SHL/data_generate/merged_sudoku/sudoku_0899.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left A sudoku_location +900 /root/SHL/data_generate/merged_sudoku/sudoku_0900.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.top-left A sudoku_location +901 /root/SHL/data_generate/merged_sudoku/sudoku_0901.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.bottom A sudoku_location +902 /root/SHL/data_generate/merged_sudoku/sudoku_0902.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.left A sudoku_location +903 /root/SHL/data_generate/merged_sudoku/sudoku_0903.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom B sudoku_location +904 /root/SHL/data_generate/merged_sudoku/sudoku_0904.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom B sudoku_location +905 /root/SHL/data_generate/merged_sudoku/sudoku_0905.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left B sudoku_location +906 /root/SHL/data_generate/merged_sudoku/sudoku_0906.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom-left A sudoku_location +907 /root/SHL/data_generate/merged_sudoku/sudoku_0907.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom-right A sudoku_location +908 /root/SHL/data_generate/merged_sudoku/sudoku_0908.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.left A sudoku_location +909 /root/SHL/data_generate/merged_sudoku/sudoku_0909.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-left D.bottom-right B sudoku_location +910 /root/SHL/data_generate/merged_sudoku/sudoku_0910.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right B sudoku_location +911 /root/SHL/data_generate/merged_sudoku/sudoku_0911.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.bottom-right D.top-right D sudoku_location +912 /root/SHL/data_generate/merged_sudoku/sudoku_0912.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.bottom-left B sudoku_location +913 /root/SHL/data_generate/merged_sudoku/sudoku_0913.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-right D sudoku_location +914 /root/SHL/data_generate/merged_sudoku/sudoku_0914.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom B sudoku_location +915 /root/SHL/data_generate/merged_sudoku/sudoku_0915.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-right B sudoku_location +916 /root/SHL/data_generate/merged_sudoku/sudoku_0916.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.bottom-left B sudoku_location +917 /root/SHL/data_generate/merged_sudoku/sudoku_0917.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.top-right D sudoku_location +918 /root/SHL/data_generate/merged_sudoku/sudoku_0918.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.top-right D sudoku_location +919 /root/SHL/data_generate/merged_sudoku/sudoku_0919.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom-left D.top-right D sudoku_location +920 /root/SHL/data_generate/merged_sudoku/sudoku_0920.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.bottom-right B sudoku_location +921 /root/SHL/data_generate/merged_sudoku/sudoku_0921.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-left A sudoku_location +922 /root/SHL/data_generate/merged_sudoku/sudoku_0922.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.bottom A sudoku_location +923 /root/SHL/data_generate/merged_sudoku/sudoku_0923.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom D.top-right D sudoku_location +924 /root/SHL/data_generate/merged_sudoku/sudoku_0924.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-right A sudoku_location +925 /root/SHL/data_generate/merged_sudoku/sudoku_0925.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left C sudoku_location +926 /root/SHL/data_generate/merged_sudoku/sudoku_0926.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.bottom-left A sudoku_location +927 /root/SHL/data_generate/merged_sudoku/sudoku_0927.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-right A sudoku_location +928 /root/SHL/data_generate/merged_sudoku/sudoku_0928.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.top-right D sudoku_location +929 /root/SHL/data_generate/merged_sudoku/sudoku_0929.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left C sudoku_location +930 /root/SHL/data_generate/merged_sudoku/sudoku_0930.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top-right D sudoku_location +931 /root/SHL/data_generate/merged_sudoku/sudoku_0931.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-right D.top-right D sudoku_location +932 /root/SHL/data_generate/merged_sudoku/sudoku_0932.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top-right D sudoku_location +933 /root/SHL/data_generate/merged_sudoku/sudoku_0933.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-right D sudoku_location +934 /root/SHL/data_generate/merged_sudoku/sudoku_0934.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom D.top-left A sudoku_location +935 /root/SHL/data_generate/merged_sudoku/sudoku_0935.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-right C sudoku_location +936 /root/SHL/data_generate/merged_sudoku/sudoku_0936.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom D.top-right D sudoku_location +937 /root/SHL/data_generate/merged_sudoku/sudoku_0937.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.top-left A sudoku_location +938 /root/SHL/data_generate/merged_sudoku/sudoku_0938.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left C sudoku_location +939 /root/SHL/data_generate/merged_sudoku/sudoku_0939.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-right A sudoku_location +940 /root/SHL/data_generate/merged_sudoku/sudoku_0940.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.left A sudoku_location +941 /root/SHL/data_generate/merged_sudoku/sudoku_0941.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top-right D.bottom-left C sudoku_location +942 /root/SHL/data_generate/merged_sudoku/sudoku_0942.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.left A sudoku_location +943 /root/SHL/data_generate/merged_sudoku/sudoku_0943.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left B sudoku_location +944 /root/SHL/data_generate/merged_sudoku/sudoku_0944.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-right B sudoku_location +945 /root/SHL/data_generate/merged_sudoku/sudoku_0945.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-right C sudoku_location +946 /root/SHL/data_generate/merged_sudoku/sudoku_0946.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom D.top-left A sudoku_location +947 /root/SHL/data_generate/merged_sudoku/sudoku_0947.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left A sudoku_location +948 /root/SHL/data_generate/merged_sudoku/sudoku_0948.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left B sudoku_location +949 /root/SHL/data_generate/merged_sudoku/sudoku_0949.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-right D.top-right D sudoku_location +950 /root/SHL/data_generate/merged_sudoku/sudoku_0950.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.top-right D sudoku_location +951 /root/SHL/data_generate/merged_sudoku/sudoku_0951.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right D sudoku_location +952 /root/SHL/data_generate/merged_sudoku/sudoku_0952.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-right A sudoku_location +953 /root/SHL/data_generate/merged_sudoku/sudoku_0953.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom-right B sudoku_location +954 /root/SHL/data_generate/merged_sudoku/sudoku_0954.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left A sudoku_location +955 /root/SHL/data_generate/merged_sudoku/sudoku_0955.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom B sudoku_location +956 /root/SHL/data_generate/merged_sudoku/sudoku_0956.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom-right C sudoku_location +957 /root/SHL/data_generate/merged_sudoku/sudoku_0957.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-left A sudoku_location +958 /root/SHL/data_generate/merged_sudoku/sudoku_0958.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.left C sudoku_location +959 /root/SHL/data_generate/merged_sudoku/sudoku_0959.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.top-right D sudoku_location +960 /root/SHL/data_generate/merged_sudoku/sudoku_0960.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.bottom-left C sudoku_location +961 /root/SHL/data_generate/merged_sudoku/sudoku_0961.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom C sudoku_location +962 /root/SHL/data_generate/merged_sudoku/sudoku_0962.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.top-right D sudoku_location +963 /root/SHL/data_generate/merged_sudoku/sudoku_0963.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left C sudoku_location +964 /root/SHL/data_generate/merged_sudoku/sudoku_0964.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left C sudoku_location +965 /root/SHL/data_generate/merged_sudoku/sudoku_0965.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.top-right D sudoku_location +966 /root/SHL/data_generate/merged_sudoku/sudoku_0966.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom-left A sudoku_location +967 /root/SHL/data_generate/merged_sudoku/sudoku_0967.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom D.left B sudoku_location +968 /root/SHL/data_generate/merged_sudoku/sudoku_0968.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.top-right D sudoku_location +969 /root/SHL/data_generate/merged_sudoku/sudoku_0969.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-right B sudoku_location +970 /root/SHL/data_generate/merged_sudoku/sudoku_0970.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left C sudoku_location +971 /root/SHL/data_generate/merged_sudoku/sudoku_0971.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left B sudoku_location +972 /root/SHL/data_generate/merged_sudoku/sudoku_0972.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.top-right D sudoku_location +973 /root/SHL/data_generate/merged_sudoku/sudoku_0973.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom B sudoku_location +974 /root/SHL/data_generate/merged_sudoku/sudoku_0974.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.top-right D sudoku_location +975 /root/SHL/data_generate/merged_sudoku/sudoku_0975.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-left D.top-right D sudoku_location +976 /root/SHL/data_generate/merged_sudoku/sudoku_0976.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom-right B sudoku_location +977 /root/SHL/data_generate/merged_sudoku/sudoku_0977.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top-left B sudoku_location +978 /root/SHL/data_generate/merged_sudoku/sudoku_0978.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.top-left B sudoku_location +979 /root/SHL/data_generate/merged_sudoku/sudoku_0979.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.top-left C sudoku_location +980 /root/SHL/data_generate/merged_sudoku/sudoku_0980.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom-left C sudoku_location +981 /root/SHL/data_generate/merged_sudoku/sudoku_0981.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-right A sudoku_location +982 /root/SHL/data_generate/merged_sudoku/sudoku_0982.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-right D.top-right D sudoku_location +983 /root/SHL/data_generate/merged_sudoku/sudoku_0983.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-right B sudoku_location +984 /root/SHL/data_generate/merged_sudoku/sudoku_0984.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.left C sudoku_location +985 /root/SHL/data_generate/merged_sudoku/sudoku_0985.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-right D sudoku_location +986 /root/SHL/data_generate/merged_sudoku/sudoku_0986.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.top-left C sudoku_location +987 /root/SHL/data_generate/merged_sudoku/sudoku_0987.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom A sudoku_location +988 /root/SHL/data_generate/merged_sudoku/sudoku_0988.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.left B sudoku_location +989 /root/SHL/data_generate/merged_sudoku/sudoku_0989.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.left D.top-right D sudoku_location +990 /root/SHL/data_generate/merged_sudoku/sudoku_0990.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right D sudoku_location +991 /root/SHL/data_generate/merged_sudoku/sudoku_0991.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom-left D.top-right D sudoku_location +992 /root/SHL/data_generate/merged_sudoku/sudoku_0992.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom B sudoku_location +993 /root/SHL/data_generate/merged_sudoku/sudoku_0993.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-left D.left B sudoku_location +994 /root/SHL/data_generate/merged_sudoku/sudoku_0994.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.left B sudoku_location +995 /root/SHL/data_generate/merged_sudoku/sudoku_0995.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom A sudoku_location +996 /root/SHL/data_generate/merged_sudoku/sudoku_0996.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top-right D sudoku_location +997 /root/SHL/data_generate/merged_sudoku/sudoku_0997.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.bottom A sudoku_location +998 /root/SHL/data_generate/merged_sudoku/sudoku_0998.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right D sudoku_location +999 /root/SHL/data_generate/merged_sudoku/sudoku_0999.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-right B sudoku_location +1000 /root/SHL/data_generate/merged_sudoku/sudoku_1000.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.bottom-left B sudoku_location +1001 /root/SHL/data_generate/merged_sudoku/sudoku_1001.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-right A sudoku_location +1002 /root/SHL/data_generate/merged_sudoku/sudoku_1002.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left A sudoku_location +1003 /root/SHL/data_generate/merged_sudoku/sudoku_1003.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom D.top-left A sudoku_location +1004 /root/SHL/data_generate/merged_sudoku/sudoku_1004.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.top-right D sudoku_location +1005 /root/SHL/data_generate/merged_sudoku/sudoku_1005.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.bottom-right C sudoku_location +1006 /root/SHL/data_generate/merged_sudoku/sudoku_1006.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left A sudoku_location +1007 /root/SHL/data_generate/merged_sudoku/sudoku_1007.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-right B sudoku_location +1008 /root/SHL/data_generate/merged_sudoku/sudoku_1008.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.left B sudoku_location +1009 /root/SHL/data_generate/merged_sudoku/sudoku_1009.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top-left C sudoku_location +1010 /root/SHL/data_generate/merged_sudoku/sudoku_1010.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.top-right D sudoku_location +1011 /root/SHL/data_generate/merged_sudoku/sudoku_1011.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.top-right D sudoku_location +1012 /root/SHL/data_generate/merged_sudoku/sudoku_1012.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-left D.top-right D sudoku_location +1013 /root/SHL/data_generate/merged_sudoku/sudoku_1013.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.top-left C sudoku_location +1014 /root/SHL/data_generate/merged_sudoku/sudoku_1014.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.top-left A sudoku_location +1015 /root/SHL/data_generate/merged_sudoku/sudoku_1015.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.top-left B sudoku_location +1016 /root/SHL/data_generate/merged_sudoku/sudoku_1016.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.left A sudoku_location +1017 /root/SHL/data_generate/merged_sudoku/sudoku_1017.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.left C sudoku_location +1018 /root/SHL/data_generate/merged_sudoku/sudoku_1018.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.top-right D sudoku_location +1019 /root/SHL/data_generate/merged_sudoku/sudoku_1019.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-left D.top-left B sudoku_location +1020 /root/SHL/data_generate/merged_sudoku/sudoku_1020.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.top-left C sudoku_location +1021 /root/SHL/data_generate/merged_sudoku/sudoku_1021.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.bottom-right C sudoku_location +1022 /root/SHL/data_generate/merged_sudoku/sudoku_1022.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.left D.top-right D sudoku_location +1023 /root/SHL/data_generate/merged_sudoku/sudoku_1023.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right D sudoku_location +1024 /root/SHL/data_generate/merged_sudoku/sudoku_1024.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-left D.bottom A sudoku_location +1025 /root/SHL/data_generate/merged_sudoku/sudoku_1025.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom D.top-right D sudoku_location +1026 /root/SHL/data_generate/merged_sudoku/sudoku_1026.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left A sudoku_location +1027 /root/SHL/data_generate/merged_sudoku/sudoku_1027.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-right B sudoku_location +1028 /root/SHL/data_generate/merged_sudoku/sudoku_1028.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom-right C sudoku_location +1029 /root/SHL/data_generate/merged_sudoku/sudoku_1029.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.bottom-left A sudoku_location +1030 /root/SHL/data_generate/merged_sudoku/sudoku_1030.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.bottom-left D.top-right D sudoku_location +1031 /root/SHL/data_generate/merged_sudoku/sudoku_1031.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.bottom-left B sudoku_location +1032 /root/SHL/data_generate/merged_sudoku/sudoku_1032.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom D.top-left B sudoku_location +1033 /root/SHL/data_generate/merged_sudoku/sudoku_1033.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top-right D sudoku_location +1034 /root/SHL/data_generate/merged_sudoku/sudoku_1034.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.left B sudoku_location +1035 /root/SHL/data_generate/merged_sudoku/sudoku_1035.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom-right A sudoku_location +1036 /root/SHL/data_generate/merged_sudoku/sudoku_1036.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.top-right D sudoku_location +1037 /root/SHL/data_generate/merged_sudoku/sudoku_1037.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-right A sudoku_location +1038 /root/SHL/data_generate/merged_sudoku/sudoku_1038.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.top-right D sudoku_location +1039 /root/SHL/data_generate/merged_sudoku/sudoku_1039.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right D sudoku_location +1040 /root/SHL/data_generate/merged_sudoku/sudoku_1040.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom B sudoku_location +1041 /root/SHL/data_generate/merged_sudoku/sudoku_1041.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.bottom-right C sudoku_location +1042 /root/SHL/data_generate/merged_sudoku/sudoku_1042.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left C sudoku_location +1043 /root/SHL/data_generate/merged_sudoku/sudoku_1043.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left C sudoku_location +1044 /root/SHL/data_generate/merged_sudoku/sudoku_1044.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-right D.top-right D sudoku_location +1045 /root/SHL/data_generate/merged_sudoku/sudoku_1045.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.top-right D sudoku_location +1046 /root/SHL/data_generate/merged_sudoku/sudoku_1046.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-left D.bottom-right A sudoku_location +1047 /root/SHL/data_generate/merged_sudoku/sudoku_1047.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-left A sudoku_location +1048 /root/SHL/data_generate/merged_sudoku/sudoku_1048.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.left D.top-right D sudoku_location +1049 /root/SHL/data_generate/merged_sudoku/sudoku_1049.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom-left B sudoku_location +1050 /root/SHL/data_generate/merged_sudoku/sudoku_1050.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.top-left C sudoku_location +1051 /root/SHL/data_generate/merged_sudoku/sudoku_1051.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-left D.top-right D sudoku_location +1052 /root/SHL/data_generate/merged_sudoku/sudoku_1052.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.left B sudoku_location +1053 /root/SHL/data_generate/merged_sudoku/sudoku_1053.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-left D.top-right D sudoku_location +1054 /root/SHL/data_generate/merged_sudoku/sudoku_1054.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top-right D.bottom C sudoku_location +1055 /root/SHL/data_generate/merged_sudoku/sudoku_1055.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom-left A sudoku_location +1056 /root/SHL/data_generate/merged_sudoku/sudoku_1056.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-left A sudoku_location +1057 /root/SHL/data_generate/merged_sudoku/sudoku_1057.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left A sudoku_location +1058 /root/SHL/data_generate/merged_sudoku/sudoku_1058.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.left B sudoku_location +1059 /root/SHL/data_generate/merged_sudoku/sudoku_1059.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left C sudoku_location +1060 /root/SHL/data_generate/merged_sudoku/sudoku_1060.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-right D.bottom-right C sudoku_location +1061 /root/SHL/data_generate/merged_sudoku/sudoku_1061.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.top-right D sudoku_location +1062 /root/SHL/data_generate/merged_sudoku/sudoku_1062.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.top-right D sudoku_location +1063 /root/SHL/data_generate/merged_sudoku/sudoku_1063.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom-right A sudoku_location +1064 /root/SHL/data_generate/merged_sudoku/sudoku_1064.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-left A sudoku_location +1065 /root/SHL/data_generate/merged_sudoku/sudoku_1065.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.bottom-right C sudoku_location +1066 /root/SHL/data_generate/merged_sudoku/sudoku_1066.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom-right A sudoku_location +1067 /root/SHL/data_generate/merged_sudoku/sudoku_1067.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.top-right D sudoku_location +1068 /root/SHL/data_generate/merged_sudoku/sudoku_1068.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left B sudoku_location +1069 /root/SHL/data_generate/merged_sudoku/sudoku_1069.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left C sudoku_location +1070 /root/SHL/data_generate/merged_sudoku/sudoku_1070.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left C sudoku_location +1071 /root/SHL/data_generate/merged_sudoku/sudoku_1071.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right D sudoku_location +1072 /root/SHL/data_generate/merged_sudoku/sudoku_1072.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right D sudoku_location +1073 /root/SHL/data_generate/merged_sudoku/sudoku_1073.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left B sudoku_location +1074 /root/SHL/data_generate/merged_sudoku/sudoku_1074.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.bottom D.top-right D sudoku_location +1075 /root/SHL/data_generate/merged_sudoku/sudoku_1075.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.top-left B sudoku_location +1076 /root/SHL/data_generate/merged_sudoku/sudoku_1076.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.left A sudoku_location +1077 /root/SHL/data_generate/merged_sudoku/sudoku_1077.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.top-left A sudoku_location +1078 /root/SHL/data_generate/merged_sudoku/sudoku_1078.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-left D.top-right D sudoku_location +1079 /root/SHL/data_generate/merged_sudoku/sudoku_1079.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.top-right D sudoku_location +1080 /root/SHL/data_generate/merged_sudoku/sudoku_1080.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.top-left C sudoku_location +1081 /root/SHL/data_generate/merged_sudoku/sudoku_1081.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right D sudoku_location +1082 /root/SHL/data_generate/merged_sudoku/sudoku_1082.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left B sudoku_location +1083 /root/SHL/data_generate/merged_sudoku/sudoku_1083.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.left C sudoku_location +1084 /root/SHL/data_generate/merged_sudoku/sudoku_1084.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.left A sudoku_location +1085 /root/SHL/data_generate/merged_sudoku/sudoku_1085.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-right D sudoku_location +1086 /root/SHL/data_generate/merged_sudoku/sudoku_1086.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom C sudoku_location +1087 /root/SHL/data_generate/merged_sudoku/sudoku_1087.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.left A sudoku_location +1088 /root/SHL/data_generate/merged_sudoku/sudoku_1088.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-left A sudoku_location +1089 /root/SHL/data_generate/merged_sudoku/sudoku_1089.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.bottom B sudoku_location +1090 /root/SHL/data_generate/merged_sudoku/sudoku_1090.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left A sudoku_location +1091 /root/SHL/data_generate/merged_sudoku/sudoku_1091.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.top-left B sudoku_location +1092 /root/SHL/data_generate/merged_sudoku/sudoku_1092.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right D sudoku_location +1093 /root/SHL/data_generate/merged_sudoku/sudoku_1093.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.bottom B sudoku_location +1094 /root/SHL/data_generate/merged_sudoku/sudoku_1094.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.left B sudoku_location +1095 /root/SHL/data_generate/merged_sudoku/sudoku_1095.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.top-right D sudoku_location +1096 /root/SHL/data_generate/merged_sudoku/sudoku_1096.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom D.left B sudoku_location +1097 /root/SHL/data_generate/merged_sudoku/sudoku_1097.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom A sudoku_location +1098 /root/SHL/data_generate/merged_sudoku/sudoku_1098.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left C sudoku_location +1099 /root/SHL/data_generate/merged_sudoku/sudoku_1099.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top-left A sudoku_location +1100 /root/SHL/data_generate/merged_sudoku/sudoku_1100.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.bottom C sudoku_location +1101 /root/SHL/data_generate/merged_sudoku/sudoku_1101.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-right A sudoku_location +1102 /root/SHL/data_generate/merged_sudoku/sudoku_1102.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right D sudoku_location +1103 /root/SHL/data_generate/merged_sudoku/sudoku_1103.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.left A sudoku_location +1104 /root/SHL/data_generate/merged_sudoku/sudoku_1104.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-right B sudoku_location +1105 /root/SHL/data_generate/merged_sudoku/sudoku_1105.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom A sudoku_location +1106 /root/SHL/data_generate/merged_sudoku/sudoku_1106.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.bottom-left B sudoku_location +1107 /root/SHL/data_generate/merged_sudoku/sudoku_1107.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.left B sudoku_location +1108 /root/SHL/data_generate/merged_sudoku/sudoku_1108.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom D.left B sudoku_location +1109 /root/SHL/data_generate/merged_sudoku/sudoku_1109.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left C sudoku_location +1110 /root/SHL/data_generate/merged_sudoku/sudoku_1110.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.left D.top-right D sudoku_location +1111 /root/SHL/data_generate/merged_sudoku/sudoku_1111.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.left D.top-right D sudoku_location +1112 /root/SHL/data_generate/merged_sudoku/sudoku_1112.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.left C sudoku_location +1113 /root/SHL/data_generate/merged_sudoku/sudoku_1113.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right D sudoku_location +1114 /root/SHL/data_generate/merged_sudoku/sudoku_1114.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left C sudoku_location +1115 /root/SHL/data_generate/merged_sudoku/sudoku_1115.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.left A sudoku_location +1116 /root/SHL/data_generate/merged_sudoku/sudoku_1116.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-left B sudoku_location +1117 /root/SHL/data_generate/merged_sudoku/sudoku_1117.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom C sudoku_location +1118 /root/SHL/data_generate/merged_sudoku/sudoku_1118.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-left D.top-left A sudoku_location +1119 /root/SHL/data_generate/merged_sudoku/sudoku_1119.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom B sudoku_location +1120 /root/SHL/data_generate/merged_sudoku/sudoku_1120.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.bottom A sudoku_location +1121 /root/SHL/data_generate/merged_sudoku/sudoku_1121.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.bottom B sudoku_location +1122 /root/SHL/data_generate/merged_sudoku/sudoku_1122.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-right D sudoku_location +1123 /root/SHL/data_generate/merged_sudoku/sudoku_1123.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-left C sudoku_location +1124 /root/SHL/data_generate/merged_sudoku/sudoku_1124.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.bottom B sudoku_location +1125 /root/SHL/data_generate/merged_sudoku/sudoku_1125.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom B sudoku_location +1126 /root/SHL/data_generate/merged_sudoku/sudoku_1126.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.left A sudoku_location +1127 /root/SHL/data_generate/merged_sudoku/sudoku_1127.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.bottom C sudoku_location +1128 /root/SHL/data_generate/merged_sudoku/sudoku_1128.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-left D.top-right D sudoku_location +1129 /root/SHL/data_generate/merged_sudoku/sudoku_1129.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom B sudoku_location +1130 /root/SHL/data_generate/merged_sudoku/sudoku_1130.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left C sudoku_location +1131 /root/SHL/data_generate/merged_sudoku/sudoku_1131.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.top-right D sudoku_location +1132 /root/SHL/data_generate/merged_sudoku/sudoku_1132.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom-right A sudoku_location +1133 /root/SHL/data_generate/merged_sudoku/sudoku_1133.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.bottom-left C sudoku_location +1134 /root/SHL/data_generate/merged_sudoku/sudoku_1134.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.bottom-right A sudoku_location +1135 /root/SHL/data_generate/merged_sudoku/sudoku_1135.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.bottom-right A sudoku_location +1136 /root/SHL/data_generate/merged_sudoku/sudoku_1136.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.bottom C sudoku_location +1137 /root/SHL/data_generate/merged_sudoku/sudoku_1137.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.bottom-right B sudoku_location +1138 /root/SHL/data_generate/merged_sudoku/sudoku_1138.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom-left B sudoku_location +1139 /root/SHL/data_generate/merged_sudoku/sudoku_1139.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left C sudoku_location +1140 /root/SHL/data_generate/merged_sudoku/sudoku_1140.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.bottom-right D.top-right D sudoku_location +1141 /root/SHL/data_generate/merged_sudoku/sudoku_1141.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top-right D.top-left C sudoku_location +1142 /root/SHL/data_generate/merged_sudoku/sudoku_1142.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.bottom-right B sudoku_location +1143 /root/SHL/data_generate/merged_sudoku/sudoku_1143.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom-left C sudoku_location +1144 /root/SHL/data_generate/merged_sudoku/sudoku_1144.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom B sudoku_location +1145 /root/SHL/data_generate/merged_sudoku/sudoku_1145.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom C sudoku_location +1146 /root/SHL/data_generate/merged_sudoku/sudoku_1146.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.top-right D sudoku_location +1147 /root/SHL/data_generate/merged_sudoku/sudoku_1147.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-left D.bottom-right A sudoku_location +1148 /root/SHL/data_generate/merged_sudoku/sudoku_1148.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-left C sudoku_location +1149 /root/SHL/data_generate/merged_sudoku/sudoku_1149.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom-left C sudoku_location +1150 /root/SHL/data_generate/merged_sudoku/sudoku_1150.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top-right D sudoku_location +1151 /root/SHL/data_generate/merged_sudoku/sudoku_1151.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-left A sudoku_location +1152 /root/SHL/data_generate/merged_sudoku/sudoku_1152.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.bottom-right C sudoku_location +1153 /root/SHL/data_generate/merged_sudoku/sudoku_1153.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-right D.top-right D sudoku_location +1154 /root/SHL/data_generate/merged_sudoku/sudoku_1154.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.bottom-left B sudoku_location +1155 /root/SHL/data_generate/merged_sudoku/sudoku_1155.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.left B sudoku_location +1156 /root/SHL/data_generate/merged_sudoku/sudoku_1156.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom C sudoku_location +1157 /root/SHL/data_generate/merged_sudoku/sudoku_1157.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.top-right D sudoku_location +1158 /root/SHL/data_generate/merged_sudoku/sudoku_1158.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom C sudoku_location +1159 /root/SHL/data_generate/merged_sudoku/sudoku_1159.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.top-right D sudoku_location +1160 /root/SHL/data_generate/merged_sudoku/sudoku_1160.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom-right C sudoku_location +1161 /root/SHL/data_generate/merged_sudoku/sudoku_1161.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.bottom-right B sudoku_location +1162 /root/SHL/data_generate/merged_sudoku/sudoku_1162.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left A sudoku_location +1163 /root/SHL/data_generate/merged_sudoku/sudoku_1163.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-right D.top-right D sudoku_location +1164 /root/SHL/data_generate/merged_sudoku/sudoku_1164.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top-right D sudoku_location +1165 /root/SHL/data_generate/merged_sudoku/sudoku_1165.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top-right D sudoku_location +1166 /root/SHL/data_generate/merged_sudoku/sudoku_1166.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.bottom A sudoku_location +1167 /root/SHL/data_generate/merged_sudoku/sudoku_1167.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom C sudoku_location +1168 /root/SHL/data_generate/merged_sudoku/sudoku_1168.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.top-left B sudoku_location +1169 /root/SHL/data_generate/merged_sudoku/sudoku_1169.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.top-left C sudoku_location +1170 /root/SHL/data_generate/merged_sudoku/sudoku_1170.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.bottom-left A sudoku_location +1171 /root/SHL/data_generate/merged_sudoku/sudoku_1171.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.left A sudoku_location +1172 /root/SHL/data_generate/merged_sudoku/sudoku_1172.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom-left B sudoku_location +1173 /root/SHL/data_generate/merged_sudoku/sudoku_1173.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-left A sudoku_location +1174 /root/SHL/data_generate/merged_sudoku/sudoku_1174.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left C sudoku_location +1175 /root/SHL/data_generate/merged_sudoku/sudoku_1175.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left A sudoku_location +1176 /root/SHL/data_generate/merged_sudoku/sudoku_1176.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.bottom A sudoku_location +1177 /root/SHL/data_generate/merged_sudoku/sudoku_1177.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-right D.top-right D sudoku_location +1178 /root/SHL/data_generate/merged_sudoku/sudoku_1178.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top-left C sudoku_location +1179 /root/SHL/data_generate/merged_sudoku/sudoku_1179.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.top-right D sudoku_location +1180 /root/SHL/data_generate/merged_sudoku/sudoku_1180.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.left B sudoku_location +1181 /root/SHL/data_generate/merged_sudoku/sudoku_1181.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.bottom-right C sudoku_location +1182 /root/SHL/data_generate/merged_sudoku/sudoku_1182.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right D sudoku_location +1183 /root/SHL/data_generate/merged_sudoku/sudoku_1183.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom D.bottom-right B sudoku_location +1184 /root/SHL/data_generate/merged_sudoku/sudoku_1184.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.left B sudoku_location +1185 /root/SHL/data_generate/merged_sudoku/sudoku_1185.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.bottom-left D.top-right D sudoku_location +1186 /root/SHL/data_generate/merged_sudoku/sudoku_1186.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom B sudoku_location +1187 /root/SHL/data_generate/merged_sudoku/sudoku_1187.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left A sudoku_location +1188 /root/SHL/data_generate/merged_sudoku/sudoku_1188.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom C sudoku_location +1189 /root/SHL/data_generate/merged_sudoku/sudoku_1189.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.top-left A sudoku_location +1190 /root/SHL/data_generate/merged_sudoku/sudoku_1190.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left C sudoku_location +1191 /root/SHL/data_generate/merged_sudoku/sudoku_1191.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom D.bottom-left B sudoku_location +1192 /root/SHL/data_generate/merged_sudoku/sudoku_1192.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.bottom-right C sudoku_location +1193 /root/SHL/data_generate/merged_sudoku/sudoku_1193.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-right D.left C sudoku_location +1194 /root/SHL/data_generate/merged_sudoku/sudoku_1194.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.top-left A sudoku_location +1195 /root/SHL/data_generate/merged_sudoku/sudoku_1195.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom C sudoku_location +1196 /root/SHL/data_generate/merged_sudoku/sudoku_1196.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-left A sudoku_location +1197 /root/SHL/data_generate/merged_sudoku/sudoku_1197.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom B sudoku_location +1198 /root/SHL/data_generate/merged_sudoku/sudoku_1198.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top-right D sudoku_location +1199 /root/SHL/data_generate/merged_sudoku/sudoku_1199.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.top-right D sudoku_location +1200 /root/SHL/data_generate/merged_sudoku/sudoku_1200.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-right D sudoku_location +1201 /root/SHL/data_generate/merged_sudoku/sudoku_1201.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-right D.left D sudoku_location +1202 /root/SHL/data_generate/merged_sudoku/sudoku_1202.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom B sudoku_location +1203 /root/SHL/data_generate/merged_sudoku/sudoku_1203.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.right D.top-right B sudoku_location +1204 /root/SHL/data_generate/merged_sudoku/sudoku_1204.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.left D sudoku_location +1205 /root/SHL/data_generate/merged_sudoku/sudoku_1205.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.left D sudoku_location +1206 /root/SHL/data_generate/merged_sudoku/sudoku_1206.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.top C sudoku_location +1207 /root/SHL/data_generate/merged_sudoku/sudoku_1207.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-right D.left D sudoku_location +1208 /root/SHL/data_generate/merged_sudoku/sudoku_1208.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top D.bottom-right B sudoku_location +1209 /root/SHL/data_generate/merged_sudoku/sudoku_1209.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.top-right C sudoku_location +1210 /root/SHL/data_generate/merged_sudoku/sudoku_1210.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right C sudoku_location +1211 /root/SHL/data_generate/merged_sudoku/sudoku_1211.png What is the position of the bear or car relative to the red star? A.top B.top-right C.left D.bottom-right C sudoku_location +1212 /root/SHL/data_generate/merged_sudoku/sudoku_1212.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.right D.left D sudoku_location +1213 /root/SHL/data_generate/merged_sudoku/sudoku_1213.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.right C sudoku_location +1214 /root/SHL/data_generate/merged_sudoku/sudoku_1214.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom C sudoku_location +1215 /root/SHL/data_generate/merged_sudoku/sudoku_1215.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right A sudoku_location +1216 /root/SHL/data_generate/merged_sudoku/sudoku_1216.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.left D sudoku_location +1217 /root/SHL/data_generate/merged_sudoku/sudoku_1217.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-right A sudoku_location +1218 /root/SHL/data_generate/merged_sudoku/sudoku_1218.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.top-right B sudoku_location +1219 /root/SHL/data_generate/merged_sudoku/sudoku_1219.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.bottom-right B sudoku_location +1220 /root/SHL/data_generate/merged_sudoku/sudoku_1220.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top A sudoku_location +1221 /root/SHL/data_generate/merged_sudoku/sudoku_1221.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-right D.left D sudoku_location +1222 /root/SHL/data_generate/merged_sudoku/sudoku_1222.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top-right B sudoku_location +1223 /root/SHL/data_generate/merged_sudoku/sudoku_1223.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.top A sudoku_location +1224 /root/SHL/data_generate/merged_sudoku/sudoku_1224.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-right B sudoku_location +1225 /root/SHL/data_generate/merged_sudoku/sudoku_1225.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.right B sudoku_location +1226 /root/SHL/data_generate/merged_sudoku/sudoku_1226.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom A sudoku_location +1227 /root/SHL/data_generate/merged_sudoku/sudoku_1227.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.left D sudoku_location +1228 /root/SHL/data_generate/merged_sudoku/sudoku_1228.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom B sudoku_location +1229 /root/SHL/data_generate/merged_sudoku/sudoku_1229.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top D.left D sudoku_location +1230 /root/SHL/data_generate/merged_sudoku/sudoku_1230.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-right A sudoku_location +1231 /root/SHL/data_generate/merged_sudoku/sudoku_1231.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.left D sudoku_location +1232 /root/SHL/data_generate/merged_sudoku/sudoku_1232.png What is the position of the bear or car relative to the red star? A.right B.left C.top-right D.bottom B sudoku_location +1233 /root/SHL/data_generate/merged_sudoku/sudoku_1233.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right B sudoku_location +1234 /root/SHL/data_generate/merged_sudoku/sudoku_1234.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.left D sudoku_location +1235 /root/SHL/data_generate/merged_sudoku/sudoku_1235.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom D.left D sudoku_location +1236 /root/SHL/data_generate/merged_sudoku/sudoku_1236.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom A sudoku_location +1237 /root/SHL/data_generate/merged_sudoku/sudoku_1237.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right A sudoku_location +1238 /root/SHL/data_generate/merged_sudoku/sudoku_1238.png What is the position of the bear or car relative to the red star? A.top-right B.left C.right D.top B sudoku_location +1239 /root/SHL/data_generate/merged_sudoku/sudoku_1239.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-right C sudoku_location +1240 /root/SHL/data_generate/merged_sudoku/sudoku_1240.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.top A sudoku_location +1241 /root/SHL/data_generate/merged_sudoku/sudoku_1241.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom D.left D sudoku_location +1242 /root/SHL/data_generate/merged_sudoku/sudoku_1242.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.left D sudoku_location +1243 /root/SHL/data_generate/merged_sudoku/sudoku_1243.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.top-right A sudoku_location +1244 /root/SHL/data_generate/merged_sudoku/sudoku_1244.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top-right B sudoku_location +1245 /root/SHL/data_generate/merged_sudoku/sudoku_1245.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.bottom-right C sudoku_location +1246 /root/SHL/data_generate/merged_sudoku/sudoku_1246.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top D.left D sudoku_location +1247 /root/SHL/data_generate/merged_sudoku/sudoku_1247.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left D sudoku_location +1248 /root/SHL/data_generate/merged_sudoku/sudoku_1248.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.right A sudoku_location +1249 /root/SHL/data_generate/merged_sudoku/sudoku_1249.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.right A sudoku_location +1250 /root/SHL/data_generate/merged_sudoku/sudoku_1250.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-right C sudoku_location +1251 /root/SHL/data_generate/merged_sudoku/sudoku_1251.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.left D.bottom C sudoku_location +1252 /root/SHL/data_generate/merged_sudoku/sudoku_1252.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right C sudoku_location +1253 /root/SHL/data_generate/merged_sudoku/sudoku_1253.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top A sudoku_location +1254 /root/SHL/data_generate/merged_sudoku/sudoku_1254.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right C sudoku_location +1255 /root/SHL/data_generate/merged_sudoku/sudoku_1255.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom B sudoku_location +1256 /root/SHL/data_generate/merged_sudoku/sudoku_1256.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.right D.left D sudoku_location +1257 /root/SHL/data_generate/merged_sudoku/sudoku_1257.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.bottom-right A sudoku_location +1258 /root/SHL/data_generate/merged_sudoku/sudoku_1258.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left D sudoku_location +1259 /root/SHL/data_generate/merged_sudoku/sudoku_1259.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.top C sudoku_location +1260 /root/SHL/data_generate/merged_sudoku/sudoku_1260.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left D sudoku_location +1261 /root/SHL/data_generate/merged_sudoku/sudoku_1261.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-right D.left D sudoku_location +1262 /root/SHL/data_generate/merged_sudoku/sudoku_1262.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top A sudoku_location +1263 /root/SHL/data_generate/merged_sudoku/sudoku_1263.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.top-right A sudoku_location +1264 /root/SHL/data_generate/merged_sudoku/sudoku_1264.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right A sudoku_location +1265 /root/SHL/data_generate/merged_sudoku/sudoku_1265.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-right A sudoku_location +1266 /root/SHL/data_generate/merged_sudoku/sudoku_1266.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.left D.top C sudoku_location +1267 /root/SHL/data_generate/merged_sudoku/sudoku_1267.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-right D.left D sudoku_location +1268 /root/SHL/data_generate/merged_sudoku/sudoku_1268.png What is the position of the bear or car relative to the red star? A.top-right B.right C.left D.top C sudoku_location +1269 /root/SHL/data_generate/merged_sudoku/sudoku_1269.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.bottom-right C sudoku_location +1270 /root/SHL/data_generate/merged_sudoku/sudoku_1270.png What is the position of the bear or car relative to the red star? A.top-right B.top C.left D.bottom-right C sudoku_location +1271 /root/SHL/data_generate/merged_sudoku/sudoku_1271.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right A sudoku_location +1272 /root/SHL/data_generate/merged_sudoku/sudoku_1272.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left D sudoku_location +1273 /root/SHL/data_generate/merged_sudoku/sudoku_1273.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.right A sudoku_location +1274 /root/SHL/data_generate/merged_sudoku/sudoku_1274.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left D sudoku_location +1275 /root/SHL/data_generate/merged_sudoku/sudoku_1275.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.right D.left D sudoku_location +1276 /root/SHL/data_generate/merged_sudoku/sudoku_1276.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.left D sudoku_location +1277 /root/SHL/data_generate/merged_sudoku/sudoku_1277.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.top A sudoku_location +1278 /root/SHL/data_generate/merged_sudoku/sudoku_1278.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom-right C sudoku_location +1279 /root/SHL/data_generate/merged_sudoku/sudoku_1279.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-right D.left D sudoku_location +1280 /root/SHL/data_generate/merged_sudoku/sudoku_1280.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.top C sudoku_location +1281 /root/SHL/data_generate/merged_sudoku/sudoku_1281.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left D sudoku_location +1282 /root/SHL/data_generate/merged_sudoku/sudoku_1282.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top D.bottom-right B sudoku_location +1283 /root/SHL/data_generate/merged_sudoku/sudoku_1283.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.right B sudoku_location +1284 /root/SHL/data_generate/merged_sudoku/sudoku_1284.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-right B sudoku_location +1285 /root/SHL/data_generate/merged_sudoku/sudoku_1285.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-right D.left D sudoku_location +1286 /root/SHL/data_generate/merged_sudoku/sudoku_1286.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.top B sudoku_location +1287 /root/SHL/data_generate/merged_sudoku/sudoku_1287.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.right D.top B sudoku_location +1288 /root/SHL/data_generate/merged_sudoku/sudoku_1288.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.left D sudoku_location +1289 /root/SHL/data_generate/merged_sudoku/sudoku_1289.png What is the position of the bear or car relative to the red star? A.top-right B.right C.left D.bottom-right C sudoku_location +1290 /root/SHL/data_generate/merged_sudoku/sudoku_1290.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.top A sudoku_location +1291 /root/SHL/data_generate/merged_sudoku/sudoku_1291.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.right A sudoku_location +1292 /root/SHL/data_generate/merged_sudoku/sudoku_1292.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-right D.left D sudoku_location +1293 /root/SHL/data_generate/merged_sudoku/sudoku_1293.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.top B sudoku_location +1294 /root/SHL/data_generate/merged_sudoku/sudoku_1294.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.right A sudoku_location +1295 /root/SHL/data_generate/merged_sudoku/sudoku_1295.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom C sudoku_location +1296 /root/SHL/data_generate/merged_sudoku/sudoku_1296.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.top-right A sudoku_location +1297 /root/SHL/data_generate/merged_sudoku/sudoku_1297.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom B sudoku_location +1298 /root/SHL/data_generate/merged_sudoku/sudoku_1298.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top A sudoku_location +1299 /root/SHL/data_generate/merged_sudoku/sudoku_1299.png What is the position of the bear or car relative to the red star? A.right B.left C.top-right D.bottom-right B sudoku_location +1300 /root/SHL/data_generate/merged_sudoku/sudoku_1300.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.top C sudoku_location +1301 /root/SHL/data_generate/merged_sudoku/sudoku_1301.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.right B sudoku_location +1302 /root/SHL/data_generate/merged_sudoku/sudoku_1302.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.right B sudoku_location +1303 /root/SHL/data_generate/merged_sudoku/sudoku_1303.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.top A sudoku_location +1304 /root/SHL/data_generate/merged_sudoku/sudoku_1304.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.left D sudoku_location +1305 /root/SHL/data_generate/merged_sudoku/sudoku_1305.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.left D sudoku_location +1306 /root/SHL/data_generate/merged_sudoku/sudoku_1306.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.right C sudoku_location +1307 /root/SHL/data_generate/merged_sudoku/sudoku_1307.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right C sudoku_location +1308 /root/SHL/data_generate/merged_sudoku/sudoku_1308.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.top A sudoku_location +1309 /root/SHL/data_generate/merged_sudoku/sudoku_1309.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.right A sudoku_location +1310 /root/SHL/data_generate/merged_sudoku/sudoku_1310.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top D.left D sudoku_location +1311 /root/SHL/data_generate/merged_sudoku/sudoku_1311.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.bottom A sudoku_location +1312 /root/SHL/data_generate/merged_sudoku/sudoku_1312.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.bottom A sudoku_location +1313 /root/SHL/data_generate/merged_sudoku/sudoku_1313.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.left D sudoku_location +1314 /root/SHL/data_generate/merged_sudoku/sudoku_1314.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.bottom-right B sudoku_location +1315 /root/SHL/data_generate/merged_sudoku/sudoku_1315.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.right C sudoku_location +1316 /root/SHL/data_generate/merged_sudoku/sudoku_1316.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.top-right A sudoku_location +1317 /root/SHL/data_generate/merged_sudoku/sudoku_1317.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.right B sudoku_location +1318 /root/SHL/data_generate/merged_sudoku/sudoku_1318.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.left D sudoku_location +1319 /root/SHL/data_generate/merged_sudoku/sudoku_1319.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.right D.top-right A sudoku_location +1320 /root/SHL/data_generate/merged_sudoku/sudoku_1320.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.left D.right C sudoku_location +1321 /root/SHL/data_generate/merged_sudoku/sudoku_1321.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top-right A sudoku_location +1322 /root/SHL/data_generate/merged_sudoku/sudoku_1322.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom D.left D sudoku_location +1323 /root/SHL/data_generate/merged_sudoku/sudoku_1323.png What is the position of the bear or car relative to the red star? A.top B.top-right C.right D.left D sudoku_location +1324 /root/SHL/data_generate/merged_sudoku/sudoku_1324.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top C sudoku_location +1325 /root/SHL/data_generate/merged_sudoku/sudoku_1325.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.top-right B sudoku_location +1326 /root/SHL/data_generate/merged_sudoku/sudoku_1326.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right C sudoku_location +1327 /root/SHL/data_generate/merged_sudoku/sudoku_1327.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.right C sudoku_location +1328 /root/SHL/data_generate/merged_sudoku/sudoku_1328.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom B sudoku_location +1329 /root/SHL/data_generate/merged_sudoku/sudoku_1329.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.right D.bottom A sudoku_location +1330 /root/SHL/data_generate/merged_sudoku/sudoku_1330.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-right D.right B sudoku_location +1331 /root/SHL/data_generate/merged_sudoku/sudoku_1331.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.bottom A sudoku_location +1332 /root/SHL/data_generate/merged_sudoku/sudoku_1332.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.right B sudoku_location +1333 /root/SHL/data_generate/merged_sudoku/sudoku_1333.png What is the position of the bear or car relative to the red star? A.top-right B.left C.right D.bottom B sudoku_location +1334 /root/SHL/data_generate/merged_sudoku/sudoku_1334.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top-right A sudoku_location +1335 /root/SHL/data_generate/merged_sudoku/sudoku_1335.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom B sudoku_location +1336 /root/SHL/data_generate/merged_sudoku/sudoku_1336.png What is the position of the bear or car relative to the red star? A.top-right B.right C.left D.bottom-right C sudoku_location +1337 /root/SHL/data_generate/merged_sudoku/sudoku_1337.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.top B sudoku_location +1338 /root/SHL/data_generate/merged_sudoku/sudoku_1338.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.left D sudoku_location +1339 /root/SHL/data_generate/merged_sudoku/sudoku_1339.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.right C sudoku_location +1340 /root/SHL/data_generate/merged_sudoku/sudoku_1340.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-right C sudoku_location +1341 /root/SHL/data_generate/merged_sudoku/sudoku_1341.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.right D.top B sudoku_location +1342 /root/SHL/data_generate/merged_sudoku/sudoku_1342.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.right A sudoku_location +1343 /root/SHL/data_generate/merged_sudoku/sudoku_1343.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top C sudoku_location +1344 /root/SHL/data_generate/merged_sudoku/sudoku_1344.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top-right B sudoku_location +1345 /root/SHL/data_generate/merged_sudoku/sudoku_1345.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.right D.bottom A sudoku_location +1346 /root/SHL/data_generate/merged_sudoku/sudoku_1346.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-right B sudoku_location +1347 /root/SHL/data_generate/merged_sudoku/sudoku_1347.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.left D sudoku_location +1348 /root/SHL/data_generate/merged_sudoku/sudoku_1348.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-right D.left D sudoku_location +1349 /root/SHL/data_generate/merged_sudoku/sudoku_1349.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.bottom-right C sudoku_location +1350 /root/SHL/data_generate/merged_sudoku/sudoku_1350.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.bottom A sudoku_location +1351 /root/SHL/data_generate/merged_sudoku/sudoku_1351.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.left D sudoku_location +1352 /root/SHL/data_generate/merged_sudoku/sudoku_1352.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.top-right C sudoku_location +1353 /root/SHL/data_generate/merged_sudoku/sudoku_1353.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.bottom-right A sudoku_location +1354 /root/SHL/data_generate/merged_sudoku/sudoku_1354.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.top-right A sudoku_location +1355 /root/SHL/data_generate/merged_sudoku/sudoku_1355.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left D sudoku_location +1356 /root/SHL/data_generate/merged_sudoku/sudoku_1356.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top B sudoku_location +1357 /root/SHL/data_generate/merged_sudoku/sudoku_1357.png What is the position of the bear or car relative to the red star? A.top-right B.left C.right D.bottom-right B sudoku_location +1358 /root/SHL/data_generate/merged_sudoku/sudoku_1358.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-right B sudoku_location +1359 /root/SHL/data_generate/merged_sudoku/sudoku_1359.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-right D.top-right A sudoku_location +1360 /root/SHL/data_generate/merged_sudoku/sudoku_1360.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.right A sudoku_location +1361 /root/SHL/data_generate/merged_sudoku/sudoku_1361.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.top C sudoku_location +1362 /root/SHL/data_generate/merged_sudoku/sudoku_1362.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom-right C sudoku_location +1363 /root/SHL/data_generate/merged_sudoku/sudoku_1363.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.top-right A sudoku_location +1364 /root/SHL/data_generate/merged_sudoku/sudoku_1364.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.right D.bottom B sudoku_location +1365 /root/SHL/data_generate/merged_sudoku/sudoku_1365.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-right A sudoku_location +1366 /root/SHL/data_generate/merged_sudoku/sudoku_1366.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom A sudoku_location +1367 /root/SHL/data_generate/merged_sudoku/sudoku_1367.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.bottom-right A sudoku_location +1368 /root/SHL/data_generate/merged_sudoku/sudoku_1368.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.left D sudoku_location +1369 /root/SHL/data_generate/merged_sudoku/sudoku_1369.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.right D.left D sudoku_location +1370 /root/SHL/data_generate/merged_sudoku/sudoku_1370.png What is the position of the bear or car relative to the red star? A.top-right B.right C.left D.bottom C sudoku_location +1371 /root/SHL/data_generate/merged_sudoku/sudoku_1371.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.right B sudoku_location +1372 /root/SHL/data_generate/merged_sudoku/sudoku_1372.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.top B sudoku_location +1373 /root/SHL/data_generate/merged_sudoku/sudoku_1373.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom B sudoku_location +1374 /root/SHL/data_generate/merged_sudoku/sudoku_1374.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-right C sudoku_location +1375 /root/SHL/data_generate/merged_sudoku/sudoku_1375.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.top-right B sudoku_location +1376 /root/SHL/data_generate/merged_sudoku/sudoku_1376.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.right B sudoku_location +1377 /root/SHL/data_generate/merged_sudoku/sudoku_1377.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-right B sudoku_location +1378 /root/SHL/data_generate/merged_sudoku/sudoku_1378.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.left D sudoku_location +1379 /root/SHL/data_generate/merged_sudoku/sudoku_1379.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom-right B sudoku_location +1380 /root/SHL/data_generate/merged_sudoku/sudoku_1380.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.left D sudoku_location +1381 /root/SHL/data_generate/merged_sudoku/sudoku_1381.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.right D.left D sudoku_location +1382 /root/SHL/data_generate/merged_sudoku/sudoku_1382.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.left D sudoku_location +1383 /root/SHL/data_generate/merged_sudoku/sudoku_1383.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-right C sudoku_location +1384 /root/SHL/data_generate/merged_sudoku/sudoku_1384.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.bottom-right A sudoku_location +1385 /root/SHL/data_generate/merged_sudoku/sudoku_1385.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.right A sudoku_location +1386 /root/SHL/data_generate/merged_sudoku/sudoku_1386.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-right C sudoku_location +1387 /root/SHL/data_generate/merged_sudoku/sudoku_1387.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.bottom C sudoku_location +1388 /root/SHL/data_generate/merged_sudoku/sudoku_1388.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.left D sudoku_location +1389 /root/SHL/data_generate/merged_sudoku/sudoku_1389.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.top B sudoku_location +1390 /root/SHL/data_generate/merged_sudoku/sudoku_1390.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.top-right C sudoku_location +1391 /root/SHL/data_generate/merged_sudoku/sudoku_1391.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.left D sudoku_location +1392 /root/SHL/data_generate/merged_sudoku/sudoku_1392.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top D.left D sudoku_location +1393 /root/SHL/data_generate/merged_sudoku/sudoku_1393.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.left D sudoku_location +1394 /root/SHL/data_generate/merged_sudoku/sudoku_1394.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top A sudoku_location +1395 /root/SHL/data_generate/merged_sudoku/sudoku_1395.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.left D.top C sudoku_location +1396 /root/SHL/data_generate/merged_sudoku/sudoku_1396.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.left D sudoku_location +1397 /root/SHL/data_generate/merged_sudoku/sudoku_1397.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.top C sudoku_location +1398 /root/SHL/data_generate/merged_sudoku/sudoku_1398.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top D.bottom-right B sudoku_location +1399 /root/SHL/data_generate/merged_sudoku/sudoku_1399.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.top-right C sudoku_location +1400 /root/SHL/data_generate/merged_sudoku/sudoku_1400.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.bottom C sudoku_location +1401 /root/SHL/data_generate/merged_sudoku/sudoku_1401.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.top A sudoku_location +1402 /root/SHL/data_generate/merged_sudoku/sudoku_1402.png What is the position of the bear or car relative to the red star? A.left B.top C.top-right D.right A sudoku_location +1403 /root/SHL/data_generate/merged_sudoku/sudoku_1403.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.left D sudoku_location +1404 /root/SHL/data_generate/merged_sudoku/sudoku_1404.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top-right A sudoku_location +1405 /root/SHL/data_generate/merged_sudoku/sudoku_1405.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.right A sudoku_location +1406 /root/SHL/data_generate/merged_sudoku/sudoku_1406.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right B sudoku_location +1407 /root/SHL/data_generate/merged_sudoku/sudoku_1407.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top-right C sudoku_location +1408 /root/SHL/data_generate/merged_sudoku/sudoku_1408.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.bottom-right C sudoku_location +1409 /root/SHL/data_generate/merged_sudoku/sudoku_1409.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.top-right A sudoku_location +1410 /root/SHL/data_generate/merged_sudoku/sudoku_1410.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.left D sudoku_location +1411 /root/SHL/data_generate/merged_sudoku/sudoku_1411.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-right B sudoku_location +1412 /root/SHL/data_generate/merged_sudoku/sudoku_1412.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.bottom-right D.left D sudoku_location +1413 /root/SHL/data_generate/merged_sudoku/sudoku_1413.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-right D.left D sudoku_location +1414 /root/SHL/data_generate/merged_sudoku/sudoku_1414.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top D.left D sudoku_location +1415 /root/SHL/data_generate/merged_sudoku/sudoku_1415.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-right B sudoku_location +1416 /root/SHL/data_generate/merged_sudoku/sudoku_1416.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom B sudoku_location +1417 /root/SHL/data_generate/merged_sudoku/sudoku_1417.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right C sudoku_location +1418 /root/SHL/data_generate/merged_sudoku/sudoku_1418.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.left D sudoku_location +1419 /root/SHL/data_generate/merged_sudoku/sudoku_1419.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.top-right C sudoku_location +1420 /root/SHL/data_generate/merged_sudoku/sudoku_1420.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.right B sudoku_location +1421 /root/SHL/data_generate/merged_sudoku/sudoku_1421.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top B sudoku_location +1422 /root/SHL/data_generate/merged_sudoku/sudoku_1422.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left D sudoku_location +1423 /root/SHL/data_generate/merged_sudoku/sudoku_1423.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left D sudoku_location +1424 /root/SHL/data_generate/merged_sudoku/sudoku_1424.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.left D sudoku_location +1425 /root/SHL/data_generate/merged_sudoku/sudoku_1425.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.right D.bottom A sudoku_location +1426 /root/SHL/data_generate/merged_sudoku/sudoku_1426.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right C sudoku_location +1427 /root/SHL/data_generate/merged_sudoku/sudoku_1427.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.bottom B sudoku_location +1428 /root/SHL/data_generate/merged_sudoku/sudoku_1428.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.bottom-right C sudoku_location +1429 /root/SHL/data_generate/merged_sudoku/sudoku_1429.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-right C sudoku_location +1430 /root/SHL/data_generate/merged_sudoku/sudoku_1430.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.left D sudoku_location +1431 /root/SHL/data_generate/merged_sudoku/sudoku_1431.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom B sudoku_location +1432 /root/SHL/data_generate/merged_sudoku/sudoku_1432.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left D sudoku_location +1433 /root/SHL/data_generate/merged_sudoku/sudoku_1433.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.top C sudoku_location +1434 /root/SHL/data_generate/merged_sudoku/sudoku_1434.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.right A sudoku_location +1435 /root/SHL/data_generate/merged_sudoku/sudoku_1435.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-right C sudoku_location +1436 /root/SHL/data_generate/merged_sudoku/sudoku_1436.png What is the position of the bear or car relative to the red star? A.top B.top-right C.right D.left D sudoku_location +1437 /root/SHL/data_generate/merged_sudoku/sudoku_1437.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-right D.left D sudoku_location +1438 /root/SHL/data_generate/merged_sudoku/sudoku_1438.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.bottom A sudoku_location +1439 /root/SHL/data_generate/merged_sudoku/sudoku_1439.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top C sudoku_location +1440 /root/SHL/data_generate/merged_sudoku/sudoku_1440.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.top A sudoku_location +1441 /root/SHL/data_generate/merged_sudoku/sudoku_1441.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.left D.top-right C sudoku_location +1442 /root/SHL/data_generate/merged_sudoku/sudoku_1442.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.top-right B sudoku_location +1443 /root/SHL/data_generate/merged_sudoku/sudoku_1443.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.right A sudoku_location +1444 /root/SHL/data_generate/merged_sudoku/sudoku_1444.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.left D sudoku_location +1445 /root/SHL/data_generate/merged_sudoku/sudoku_1445.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.left D sudoku_location +1446 /root/SHL/data_generate/merged_sudoku/sudoku_1446.png What is the position of the bear or car relative to the red star? A.left B.top C.top-right D.right A sudoku_location +1447 /root/SHL/data_generate/merged_sudoku/sudoku_1447.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-right A sudoku_location +1448 /root/SHL/data_generate/merged_sudoku/sudoku_1448.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.bottom B sudoku_location +1449 /root/SHL/data_generate/merged_sudoku/sudoku_1449.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right C sudoku_location +1450 /root/SHL/data_generate/merged_sudoku/sudoku_1450.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.right B sudoku_location +1451 /root/SHL/data_generate/merged_sudoku/sudoku_1451.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom-right B sudoku_location +1452 /root/SHL/data_generate/merged_sudoku/sudoku_1452.png What is the position of the bear or car relative to the red star? A.top B.top-right C.left D.bottom C sudoku_location +1453 /root/SHL/data_generate/merged_sudoku/sudoku_1453.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top B sudoku_location +1454 /root/SHL/data_generate/merged_sudoku/sudoku_1454.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.left D sudoku_location +1455 /root/SHL/data_generate/merged_sudoku/sudoku_1455.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top C sudoku_location +1456 /root/SHL/data_generate/merged_sudoku/sudoku_1456.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.right C sudoku_location +1457 /root/SHL/data_generate/merged_sudoku/sudoku_1457.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-right C sudoku_location +1458 /root/SHL/data_generate/merged_sudoku/sudoku_1458.png What is the position of the bear or car relative to the red star? A.top-right B.left C.right D.bottom-right B sudoku_location +1459 /root/SHL/data_generate/merged_sudoku/sudoku_1459.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.left D sudoku_location +1460 /root/SHL/data_generate/merged_sudoku/sudoku_1460.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top-right C sudoku_location +1461 /root/SHL/data_generate/merged_sudoku/sudoku_1461.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.top B sudoku_location +1462 /root/SHL/data_generate/merged_sudoku/sudoku_1462.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left D sudoku_location +1463 /root/SHL/data_generate/merged_sudoku/sudoku_1463.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top D.left D sudoku_location +1464 /root/SHL/data_generate/merged_sudoku/sudoku_1464.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.top A sudoku_location +1465 /root/SHL/data_generate/merged_sudoku/sudoku_1465.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-right D.left D sudoku_location +1466 /root/SHL/data_generate/merged_sudoku/sudoku_1466.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-right C sudoku_location +1467 /root/SHL/data_generate/merged_sudoku/sudoku_1467.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.left D sudoku_location +1468 /root/SHL/data_generate/merged_sudoku/sudoku_1468.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left D sudoku_location +1469 /root/SHL/data_generate/merged_sudoku/sudoku_1469.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.top-right A sudoku_location +1470 /root/SHL/data_generate/merged_sudoku/sudoku_1470.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.right C sudoku_location +1471 /root/SHL/data_generate/merged_sudoku/sudoku_1471.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.bottom-right B sudoku_location +1472 /root/SHL/data_generate/merged_sudoku/sudoku_1472.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.right B sudoku_location +1473 /root/SHL/data_generate/merged_sudoku/sudoku_1473.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-right C sudoku_location +1474 /root/SHL/data_generate/merged_sudoku/sudoku_1474.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.right B sudoku_location +1475 /root/SHL/data_generate/merged_sudoku/sudoku_1475.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.left D sudoku_location +1476 /root/SHL/data_generate/merged_sudoku/sudoku_1476.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top-right A sudoku_location +1477 /root/SHL/data_generate/merged_sudoku/sudoku_1477.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top-right C sudoku_location +1478 /root/SHL/data_generate/merged_sudoku/sudoku_1478.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.right C sudoku_location +1479 /root/SHL/data_generate/merged_sudoku/sudoku_1479.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.right C sudoku_location +1480 /root/SHL/data_generate/merged_sudoku/sudoku_1480.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top A sudoku_location +1481 /root/SHL/data_generate/merged_sudoku/sudoku_1481.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.bottom C sudoku_location +1482 /root/SHL/data_generate/merged_sudoku/sudoku_1482.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.left D.top C sudoku_location +1483 /root/SHL/data_generate/merged_sudoku/sudoku_1483.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom C sudoku_location +1484 /root/SHL/data_generate/merged_sudoku/sudoku_1484.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.right A sudoku_location +1485 /root/SHL/data_generate/merged_sudoku/sudoku_1485.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.left D sudoku_location +1486 /root/SHL/data_generate/merged_sudoku/sudoku_1486.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.bottom-right A sudoku_location +1487 /root/SHL/data_generate/merged_sudoku/sudoku_1487.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom C sudoku_location +1488 /root/SHL/data_generate/merged_sudoku/sudoku_1488.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right C sudoku_location +1489 /root/SHL/data_generate/merged_sudoku/sudoku_1489.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-right D.left D sudoku_location +1490 /root/SHL/data_generate/merged_sudoku/sudoku_1490.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom B sudoku_location +1491 /root/SHL/data_generate/merged_sudoku/sudoku_1491.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-right C sudoku_location +1492 /root/SHL/data_generate/merged_sudoku/sudoku_1492.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right A sudoku_location +1493 /root/SHL/data_generate/merged_sudoku/sudoku_1493.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-right D.left D sudoku_location +1494 /root/SHL/data_generate/merged_sudoku/sudoku_1494.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-right D.left D sudoku_location +1495 /root/SHL/data_generate/merged_sudoku/sudoku_1495.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right C sudoku_location +1496 /root/SHL/data_generate/merged_sudoku/sudoku_1496.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom B sudoku_location +1497 /root/SHL/data_generate/merged_sudoku/sudoku_1497.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-right B sudoku_location +1498 /root/SHL/data_generate/merged_sudoku/sudoku_1498.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.top A sudoku_location +1499 /root/SHL/data_generate/merged_sudoku/sudoku_1499.png What is the position of the bear or car relative to the red star? A.top-right B.top C.left D.bottom C sudoku_location +1500 /root/SHL/data_generate/merged_sudoku/sudoku_1500.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.left D sudoku_location +1501 /root/SHL/data_generate/merged_sudoku/sudoku_1501.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right C sudoku_location +1502 /root/SHL/data_generate/merged_sudoku/sudoku_1502.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top D.left D sudoku_location +1503 /root/SHL/data_generate/merged_sudoku/sudoku_1503.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left D sudoku_location +1504 /root/SHL/data_generate/merged_sudoku/sudoku_1504.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom D.left D sudoku_location +1505 /root/SHL/data_generate/merged_sudoku/sudoku_1505.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.top-right B sudoku_location +1506 /root/SHL/data_generate/merged_sudoku/sudoku_1506.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-right B sudoku_location +1507 /root/SHL/data_generate/merged_sudoku/sudoku_1507.png What is the position of the bear or car relative to the red star? A.bottom B.top C.bottom-right D.left D sudoku_location +1508 /root/SHL/data_generate/merged_sudoku/sudoku_1508.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom B sudoku_location +1509 /root/SHL/data_generate/merged_sudoku/sudoku_1509.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.bottom B sudoku_location +1510 /root/SHL/data_generate/merged_sudoku/sudoku_1510.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.right A sudoku_location +1511 /root/SHL/data_generate/merged_sudoku/sudoku_1511.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.top C sudoku_location +1512 /root/SHL/data_generate/merged_sudoku/sudoku_1512.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.bottom A sudoku_location +1513 /root/SHL/data_generate/merged_sudoku/sudoku_1513.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.bottom A sudoku_location +1514 /root/SHL/data_generate/merged_sudoku/sudoku_1514.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.top-right B sudoku_location +1515 /root/SHL/data_generate/merged_sudoku/sudoku_1515.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom C sudoku_location +1516 /root/SHL/data_generate/merged_sudoku/sudoku_1516.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.top C sudoku_location +1517 /root/SHL/data_generate/merged_sudoku/sudoku_1517.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-right C sudoku_location +1518 /root/SHL/data_generate/merged_sudoku/sudoku_1518.png What is the position of the bear or car relative to the red star? A.right B.top C.top-right D.left D sudoku_location +1519 /root/SHL/data_generate/merged_sudoku/sudoku_1519.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left D sudoku_location +1520 /root/SHL/data_generate/merged_sudoku/sudoku_1520.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.right B sudoku_location +1521 /root/SHL/data_generate/merged_sudoku/sudoku_1521.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom C sudoku_location +1522 /root/SHL/data_generate/merged_sudoku/sudoku_1522.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.top C sudoku_location +1523 /root/SHL/data_generate/merged_sudoku/sudoku_1523.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom C.top-right D.left D sudoku_location +1524 /root/SHL/data_generate/merged_sudoku/sudoku_1524.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top-right C sudoku_location +1525 /root/SHL/data_generate/merged_sudoku/sudoku_1525.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.left D sudoku_location +1526 /root/SHL/data_generate/merged_sudoku/sudoku_1526.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.left D sudoku_location +1527 /root/SHL/data_generate/merged_sudoku/sudoku_1527.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.bottom-right A sudoku_location +1528 /root/SHL/data_generate/merged_sudoku/sudoku_1528.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.bottom-right A sudoku_location +1529 /root/SHL/data_generate/merged_sudoku/sudoku_1529.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top A sudoku_location +1530 /root/SHL/data_generate/merged_sudoku/sudoku_1530.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.bottom A sudoku_location +1531 /root/SHL/data_generate/merged_sudoku/sudoku_1531.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.top-right A sudoku_location +1532 /root/SHL/data_generate/merged_sudoku/sudoku_1532.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.left D sudoku_location +1533 /root/SHL/data_generate/merged_sudoku/sudoku_1533.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.left D sudoku_location +1534 /root/SHL/data_generate/merged_sudoku/sudoku_1534.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top A sudoku_location +1535 /root/SHL/data_generate/merged_sudoku/sudoku_1535.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.top A sudoku_location +1536 /root/SHL/data_generate/merged_sudoku/sudoku_1536.png What is the position of the bear or car relative to the red star? A.right B.left C.top-right D.bottom B sudoku_location +1537 /root/SHL/data_generate/merged_sudoku/sudoku_1537.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.right D.left D sudoku_location +1538 /root/SHL/data_generate/merged_sudoku/sudoku_1538.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-right D.top A sudoku_location +1539 /root/SHL/data_generate/merged_sudoku/sudoku_1539.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-right D.right A sudoku_location +1540 /root/SHL/data_generate/merged_sudoku/sudoku_1540.png What is the position of the bear or car relative to the red star? A.top-right B.right C.left D.bottom C sudoku_location +1541 /root/SHL/data_generate/merged_sudoku/sudoku_1541.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom B sudoku_location +1542 /root/SHL/data_generate/merged_sudoku/sudoku_1542.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right A sudoku_location +1543 /root/SHL/data_generate/merged_sudoku/sudoku_1543.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.bottom C sudoku_location +1544 /root/SHL/data_generate/merged_sudoku/sudoku_1544.png What is the position of the bear or car relative to the red star? A.top-right B.left C.right D.bottom B sudoku_location +1545 /root/SHL/data_generate/merged_sudoku/sudoku_1545.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.left D.top-right C sudoku_location +1546 /root/SHL/data_generate/merged_sudoku/sudoku_1546.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.bottom-right C sudoku_location +1547 /root/SHL/data_generate/merged_sudoku/sudoku_1547.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.bottom-right A sudoku_location +1548 /root/SHL/data_generate/merged_sudoku/sudoku_1548.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.top-right C sudoku_location +1549 /root/SHL/data_generate/merged_sudoku/sudoku_1549.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-right C sudoku_location +1550 /root/SHL/data_generate/merged_sudoku/sudoku_1550.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.right A sudoku_location +1551 /root/SHL/data_generate/merged_sudoku/sudoku_1551.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-right D.top-right B sudoku_location +1552 /root/SHL/data_generate/merged_sudoku/sudoku_1552.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-right D.left D sudoku_location +1553 /root/SHL/data_generate/merged_sudoku/sudoku_1553.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right A sudoku_location +1554 /root/SHL/data_generate/merged_sudoku/sudoku_1554.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top B sudoku_location +1555 /root/SHL/data_generate/merged_sudoku/sudoku_1555.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom B sudoku_location +1556 /root/SHL/data_generate/merged_sudoku/sudoku_1556.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.right B sudoku_location +1557 /root/SHL/data_generate/merged_sudoku/sudoku_1557.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.bottom B sudoku_location +1558 /root/SHL/data_generate/merged_sudoku/sudoku_1558.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.top-right C sudoku_location +1559 /root/SHL/data_generate/merged_sudoku/sudoku_1559.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.left D sudoku_location +1560 /root/SHL/data_generate/merged_sudoku/sudoku_1560.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.top-right C sudoku_location +1561 /root/SHL/data_generate/merged_sudoku/sudoku_1561.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.bottom A sudoku_location +1562 /root/SHL/data_generate/merged_sudoku/sudoku_1562.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom D.top-right A sudoku_location +1563 /root/SHL/data_generate/merged_sudoku/sudoku_1563.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom C sudoku_location +1564 /root/SHL/data_generate/merged_sudoku/sudoku_1564.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left D sudoku_location +1565 /root/SHL/data_generate/merged_sudoku/sudoku_1565.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.top-right B sudoku_location +1566 /root/SHL/data_generate/merged_sudoku/sudoku_1566.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-right C.top-right D.left D sudoku_location +1567 /root/SHL/data_generate/merged_sudoku/sudoku_1567.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left D sudoku_location +1568 /root/SHL/data_generate/merged_sudoku/sudoku_1568.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom D.left D sudoku_location +1569 /root/SHL/data_generate/merged_sudoku/sudoku_1569.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom D.top B sudoku_location +1570 /root/SHL/data_generate/merged_sudoku/sudoku_1570.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.bottom-right C sudoku_location +1571 /root/SHL/data_generate/merged_sudoku/sudoku_1571.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.bottom-right D.left D sudoku_location +1572 /root/SHL/data_generate/merged_sudoku/sudoku_1572.png What is the position of the bear or car relative to the red star? A.top B.top-right C.left D.right C sudoku_location +1573 /root/SHL/data_generate/merged_sudoku/sudoku_1573.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-right C sudoku_location +1574 /root/SHL/data_generate/merged_sudoku/sudoku_1574.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.left D.top-right C sudoku_location +1575 /root/SHL/data_generate/merged_sudoku/sudoku_1575.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.bottom A sudoku_location +1576 /root/SHL/data_generate/merged_sudoku/sudoku_1576.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom A sudoku_location +1577 /root/SHL/data_generate/merged_sudoku/sudoku_1577.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-right C sudoku_location +1578 /root/SHL/data_generate/merged_sudoku/sudoku_1578.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.left D sudoku_location +1579 /root/SHL/data_generate/merged_sudoku/sudoku_1579.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.bottom-right A sudoku_location +1580 /root/SHL/data_generate/merged_sudoku/sudoku_1580.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.right D.bottom A sudoku_location +1581 /root/SHL/data_generate/merged_sudoku/sudoku_1581.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.left D.top-right C sudoku_location +1582 /root/SHL/data_generate/merged_sudoku/sudoku_1582.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top B sudoku_location +1583 /root/SHL/data_generate/merged_sudoku/sudoku_1583.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom-right B sudoku_location +1584 /root/SHL/data_generate/merged_sudoku/sudoku_1584.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.bottom A sudoku_location +1585 /root/SHL/data_generate/merged_sudoku/sudoku_1585.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.top-right B sudoku_location +1586 /root/SHL/data_generate/merged_sudoku/sudoku_1586.png What is the position of the bear or car relative to the red star? A.left B.top C.top-right D.right A sudoku_location +1587 /root/SHL/data_generate/merged_sudoku/sudoku_1587.png What is the position of the bear or car relative to the red star? A.right B.left C.top-right D.bottom B sudoku_location +1588 /root/SHL/data_generate/merged_sudoku/sudoku_1588.png What is the position of the bear or car relative to the red star? A.right B.left C.top-right D.bottom-right B sudoku_location +1589 /root/SHL/data_generate/merged_sudoku/sudoku_1589.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom D.left D sudoku_location +1590 /root/SHL/data_generate/merged_sudoku/sudoku_1590.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.bottom-right C sudoku_location +1591 /root/SHL/data_generate/merged_sudoku/sudoku_1591.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom A sudoku_location +1592 /root/SHL/data_generate/merged_sudoku/sudoku_1592.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.right C sudoku_location +1593 /root/SHL/data_generate/merged_sudoku/sudoku_1593.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-right D.top B sudoku_location +1594 /root/SHL/data_generate/merged_sudoku/sudoku_1594.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom B sudoku_location +1595 /root/SHL/data_generate/merged_sudoku/sudoku_1595.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.bottom A sudoku_location +1596 /root/SHL/data_generate/merged_sudoku/sudoku_1596.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-right D.left D sudoku_location +1597 /root/SHL/data_generate/merged_sudoku/sudoku_1597.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-right D.top A sudoku_location +1598 /root/SHL/data_generate/merged_sudoku/sudoku_1598.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right B sudoku_location +1599 /root/SHL/data_generate/merged_sudoku/sudoku_1599.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.right A sudoku_location +1600 /root/SHL/data_generate/merged_sudoku/sudoku_1600.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.bottom-right C sudoku_location +1601 /root/SHL/data_generate/merged_sudoku/sudoku_1601.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-left A sudoku_location +1602 /root/SHL/data_generate/merged_sudoku/sudoku_1602.png What is the position of the bear or car relative to the red star? A.top B.top-left C.left D.right D sudoku_location +1603 /root/SHL/data_generate/merged_sudoku/sudoku_1603.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.top-left C sudoku_location +1604 /root/SHL/data_generate/merged_sudoku/sudoku_1604.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-left D.right D sudoku_location +1605 /root/SHL/data_generate/merged_sudoku/sudoku_1605.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.left C sudoku_location +1606 /root/SHL/data_generate/merged_sudoku/sudoku_1606.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.bottom-left C sudoku_location +1607 /root/SHL/data_generate/merged_sudoku/sudoku_1607.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.left B sudoku_location +1608 /root/SHL/data_generate/merged_sudoku/sudoku_1608.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.left A sudoku_location +1609 /root/SHL/data_generate/merged_sudoku/sudoku_1609.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-left B sudoku_location +1610 /root/SHL/data_generate/merged_sudoku/sudoku_1610.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.top-left A sudoku_location +1611 /root/SHL/data_generate/merged_sudoku/sudoku_1611.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.bottom-left B sudoku_location +1612 /root/SHL/data_generate/merged_sudoku/sudoku_1612.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top D.right D sudoku_location +1613 /root/SHL/data_generate/merged_sudoku/sudoku_1613.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right D sudoku_location +1614 /root/SHL/data_generate/merged_sudoku/sudoku_1614.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.bottom C sudoku_location +1615 /root/SHL/data_generate/merged_sudoku/sudoku_1615.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.right D.top-left C sudoku_location +1616 /root/SHL/data_generate/merged_sudoku/sudoku_1616.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom-left C sudoku_location +1617 /root/SHL/data_generate/merged_sudoku/sudoku_1617.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right D sudoku_location +1618 /root/SHL/data_generate/merged_sudoku/sudoku_1618.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom D.top-left A sudoku_location +1619 /root/SHL/data_generate/merged_sudoku/sudoku_1619.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.left C sudoku_location +1620 /root/SHL/data_generate/merged_sudoku/sudoku_1620.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top-left A sudoku_location +1621 /root/SHL/data_generate/merged_sudoku/sudoku_1621.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.right D sudoku_location +1622 /root/SHL/data_generate/merged_sudoku/sudoku_1622.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.bottom-left B sudoku_location +1623 /root/SHL/data_generate/merged_sudoku/sudoku_1623.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top C sudoku_location +1624 /root/SHL/data_generate/merged_sudoku/sudoku_1624.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.right D.top-left C sudoku_location +1625 /root/SHL/data_generate/merged_sudoku/sudoku_1625.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right D sudoku_location +1626 /root/SHL/data_generate/merged_sudoku/sudoku_1626.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.bottom-left B sudoku_location +1627 /root/SHL/data_generate/merged_sudoku/sudoku_1627.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom-left B sudoku_location +1628 /root/SHL/data_generate/merged_sudoku/sudoku_1628.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom B sudoku_location +1629 /root/SHL/data_generate/merged_sudoku/sudoku_1629.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top-left C sudoku_location +1630 /root/SHL/data_generate/merged_sudoku/sudoku_1630.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.left B sudoku_location +1631 /root/SHL/data_generate/merged_sudoku/sudoku_1631.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left C sudoku_location +1632 /root/SHL/data_generate/merged_sudoku/sudoku_1632.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.right D sudoku_location +1633 /root/SHL/data_generate/merged_sudoku/sudoku_1633.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.right D sudoku_location +1634 /root/SHL/data_generate/merged_sudoku/sudoku_1634.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right D sudoku_location +1635 /root/SHL/data_generate/merged_sudoku/sudoku_1635.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.right D sudoku_location +1636 /root/SHL/data_generate/merged_sudoku/sudoku_1636.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.left D.right D sudoku_location +1637 /root/SHL/data_generate/merged_sudoku/sudoku_1637.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.top-left B sudoku_location +1638 /root/SHL/data_generate/merged_sudoku/sudoku_1638.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-left D.right D sudoku_location +1639 /root/SHL/data_generate/merged_sudoku/sudoku_1639.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top-left A sudoku_location +1640 /root/SHL/data_generate/merged_sudoku/sudoku_1640.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.left C sudoku_location +1641 /root/SHL/data_generate/merged_sudoku/sudoku_1641.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom D.top-left B sudoku_location +1642 /root/SHL/data_generate/merged_sudoku/sudoku_1642.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-left C sudoku_location +1643 /root/SHL/data_generate/merged_sudoku/sudoku_1643.png What is the position of the bear or car relative to the red star? A.bottom B.right C.bottom-left D.top-left B sudoku_location +1644 /root/SHL/data_generate/merged_sudoku/sudoku_1644.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.left C sudoku_location +1645 /root/SHL/data_generate/merged_sudoku/sudoku_1645.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.top C sudoku_location +1646 /root/SHL/data_generate/merged_sudoku/sudoku_1646.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-left C sudoku_location +1647 /root/SHL/data_generate/merged_sudoku/sudoku_1647.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.right D sudoku_location +1648 /root/SHL/data_generate/merged_sudoku/sudoku_1648.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.bottom-left B sudoku_location +1649 /root/SHL/data_generate/merged_sudoku/sudoku_1649.png What is the position of the bear or car relative to the red star? A.left B.top-left C.right D.bottom-left C sudoku_location +1650 /root/SHL/data_generate/merged_sudoku/sudoku_1650.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom C sudoku_location +1651 /root/SHL/data_generate/merged_sudoku/sudoku_1651.png What is the position of the bear or car relative to the red star? A.left B.top C.top-left D.right D sudoku_location +1652 /root/SHL/data_generate/merged_sudoku/sudoku_1652.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top-left C sudoku_location +1653 /root/SHL/data_generate/merged_sudoku/sudoku_1653.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.bottom-left A sudoku_location +1654 /root/SHL/data_generate/merged_sudoku/sudoku_1654.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-left D.right D sudoku_location +1655 /root/SHL/data_generate/merged_sudoku/sudoku_1655.png What is the position of the bear or car relative to the red star? A.bottom B.left C.bottom-left D.right D sudoku_location +1656 /root/SHL/data_generate/merged_sudoku/sudoku_1656.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-left C sudoku_location +1657 /root/SHL/data_generate/merged_sudoku/sudoku_1657.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.bottom-left B sudoku_location +1658 /root/SHL/data_generate/merged_sudoku/sudoku_1658.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.right D sudoku_location +1659 /root/SHL/data_generate/merged_sudoku/sudoku_1659.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top-left C sudoku_location +1660 /root/SHL/data_generate/merged_sudoku/sudoku_1660.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom B sudoku_location +1661 /root/SHL/data_generate/merged_sudoku/sudoku_1661.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.right D sudoku_location +1662 /root/SHL/data_generate/merged_sudoku/sudoku_1662.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom-left B sudoku_location +1663 /root/SHL/data_generate/merged_sudoku/sudoku_1663.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.bottom-left B sudoku_location +1664 /root/SHL/data_generate/merged_sudoku/sudoku_1664.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-left D.right D sudoku_location +1665 /root/SHL/data_generate/merged_sudoku/sudoku_1665.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-left A sudoku_location +1666 /root/SHL/data_generate/merged_sudoku/sudoku_1666.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.bottom-left C sudoku_location +1667 /root/SHL/data_generate/merged_sudoku/sudoku_1667.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom A sudoku_location +1668 /root/SHL/data_generate/merged_sudoku/sudoku_1668.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.top-left C sudoku_location +1669 /root/SHL/data_generate/merged_sudoku/sudoku_1669.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.bottom C sudoku_location +1670 /root/SHL/data_generate/merged_sudoku/sudoku_1670.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left A sudoku_location +1671 /root/SHL/data_generate/merged_sudoku/sudoku_1671.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-left C sudoku_location +1672 /root/SHL/data_generate/merged_sudoku/sudoku_1672.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom C sudoku_location +1673 /root/SHL/data_generate/merged_sudoku/sudoku_1673.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.right D sudoku_location +1674 /root/SHL/data_generate/merged_sudoku/sudoku_1674.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.right D sudoku_location +1675 /root/SHL/data_generate/merged_sudoku/sudoku_1675.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top D.right D sudoku_location +1676 /root/SHL/data_generate/merged_sudoku/sudoku_1676.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.top A sudoku_location +1677 /root/SHL/data_generate/merged_sudoku/sudoku_1677.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.right D sudoku_location +1678 /root/SHL/data_generate/merged_sudoku/sudoku_1678.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.right D sudoku_location +1679 /root/SHL/data_generate/merged_sudoku/sudoku_1679.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-left D.right D sudoku_location +1680 /root/SHL/data_generate/merged_sudoku/sudoku_1680.png What is the position of the bear or car relative to the red star? A.top B.top-left C.left D.right D sudoku_location +1681 /root/SHL/data_generate/merged_sudoku/sudoku_1681.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom B sudoku_location +1682 /root/SHL/data_generate/merged_sudoku/sudoku_1682.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left B sudoku_location +1683 /root/SHL/data_generate/merged_sudoku/sudoku_1683.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.top-left C sudoku_location +1684 /root/SHL/data_generate/merged_sudoku/sudoku_1684.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.top-left C sudoku_location +1685 /root/SHL/data_generate/merged_sudoku/sudoku_1685.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.right D sudoku_location +1686 /root/SHL/data_generate/merged_sudoku/sudoku_1686.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.left B sudoku_location +1687 /root/SHL/data_generate/merged_sudoku/sudoku_1687.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-left D.right D sudoku_location +1688 /root/SHL/data_generate/merged_sudoku/sudoku_1688.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left B sudoku_location +1689 /root/SHL/data_generate/merged_sudoku/sudoku_1689.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom-left B sudoku_location +1690 /root/SHL/data_generate/merged_sudoku/sudoku_1690.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.left A sudoku_location +1691 /root/SHL/data_generate/merged_sudoku/sudoku_1691.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right D sudoku_location +1692 /root/SHL/data_generate/merged_sudoku/sudoku_1692.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.right D sudoku_location +1693 /root/SHL/data_generate/merged_sudoku/sudoku_1693.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.left B sudoku_location +1694 /root/SHL/data_generate/merged_sudoku/sudoku_1694.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.right D sudoku_location +1695 /root/SHL/data_generate/merged_sudoku/sudoku_1695.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.right D sudoku_location +1696 /root/SHL/data_generate/merged_sudoku/sudoku_1696.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.right D sudoku_location +1697 /root/SHL/data_generate/merged_sudoku/sudoku_1697.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.bottom A sudoku_location +1698 /root/SHL/data_generate/merged_sudoku/sudoku_1698.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.bottom C sudoku_location +1699 /root/SHL/data_generate/merged_sudoku/sudoku_1699.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.left C sudoku_location +1700 /root/SHL/data_generate/merged_sudoku/sudoku_1700.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top D.bottom A sudoku_location +1701 /root/SHL/data_generate/merged_sudoku/sudoku_1701.png What is the position of the bear or car relative to the red star? A.right B.top C.top-left D.bottom-left A sudoku_location +1702 /root/SHL/data_generate/merged_sudoku/sudoku_1702.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-left C sudoku_location +1703 /root/SHL/data_generate/merged_sudoku/sudoku_1703.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom-left B sudoku_location +1704 /root/SHL/data_generate/merged_sudoku/sudoku_1704.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left C sudoku_location +1705 /root/SHL/data_generate/merged_sudoku/sudoku_1705.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom-left B sudoku_location +1706 /root/SHL/data_generate/merged_sudoku/sudoku_1706.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom B sudoku_location +1707 /root/SHL/data_generate/merged_sudoku/sudoku_1707.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.left B sudoku_location +1708 /root/SHL/data_generate/merged_sudoku/sudoku_1708.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right D sudoku_location +1709 /root/SHL/data_generate/merged_sudoku/sudoku_1709.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.left C sudoku_location +1710 /root/SHL/data_generate/merged_sudoku/sudoku_1710.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.top A sudoku_location +1711 /root/SHL/data_generate/merged_sudoku/sudoku_1711.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.right D sudoku_location +1712 /root/SHL/data_generate/merged_sudoku/sudoku_1712.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.right D sudoku_location +1713 /root/SHL/data_generate/merged_sudoku/sudoku_1713.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.left B sudoku_location +1714 /root/SHL/data_generate/merged_sudoku/sudoku_1714.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.right D sudoku_location +1715 /root/SHL/data_generate/merged_sudoku/sudoku_1715.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.top-left C sudoku_location +1716 /root/SHL/data_generate/merged_sudoku/sudoku_1716.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top C sudoku_location +1717 /root/SHL/data_generate/merged_sudoku/sudoku_1717.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-left C sudoku_location +1718 /root/SHL/data_generate/merged_sudoku/sudoku_1718.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.bottom-left B sudoku_location +1719 /root/SHL/data_generate/merged_sudoku/sudoku_1719.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right D sudoku_location +1720 /root/SHL/data_generate/merged_sudoku/sudoku_1720.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.top C sudoku_location +1721 /root/SHL/data_generate/merged_sudoku/sudoku_1721.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.right D.top-left C sudoku_location +1722 /root/SHL/data_generate/merged_sudoku/sudoku_1722.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.right D sudoku_location +1723 /root/SHL/data_generate/merged_sudoku/sudoku_1723.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top C sudoku_location +1724 /root/SHL/data_generate/merged_sudoku/sudoku_1724.png What is the position of the bear or car relative to the red star? A.right B.top C.top-left D.bottom A sudoku_location +1725 /root/SHL/data_generate/merged_sudoku/sudoku_1725.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.bottom-left B sudoku_location +1726 /root/SHL/data_generate/merged_sudoku/sudoku_1726.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right D sudoku_location +1727 /root/SHL/data_generate/merged_sudoku/sudoku_1727.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.top-left C sudoku_location +1728 /root/SHL/data_generate/merged_sudoku/sudoku_1728.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom-left C sudoku_location +1729 /root/SHL/data_generate/merged_sudoku/sudoku_1729.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.right D sudoku_location +1730 /root/SHL/data_generate/merged_sudoku/sudoku_1730.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.bottom B sudoku_location +1731 /root/SHL/data_generate/merged_sudoku/sudoku_1731.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.bottom-left B sudoku_location +1732 /root/SHL/data_generate/merged_sudoku/sudoku_1732.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.bottom-left B sudoku_location +1733 /root/SHL/data_generate/merged_sudoku/sudoku_1733.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.right D sudoku_location +1734 /root/SHL/data_generate/merged_sudoku/sudoku_1734.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.bottom B sudoku_location +1735 /root/SHL/data_generate/merged_sudoku/sudoku_1735.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.top A sudoku_location +1736 /root/SHL/data_generate/merged_sudoku/sudoku_1736.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom A sudoku_location +1737 /root/SHL/data_generate/merged_sudoku/sudoku_1737.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.top-left A sudoku_location +1738 /root/SHL/data_generate/merged_sudoku/sudoku_1738.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.top A sudoku_location +1739 /root/SHL/data_generate/merged_sudoku/sudoku_1739.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.right D sudoku_location +1740 /root/SHL/data_generate/merged_sudoku/sudoku_1740.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.top B sudoku_location +1741 /root/SHL/data_generate/merged_sudoku/sudoku_1741.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom-left B sudoku_location +1742 /root/SHL/data_generate/merged_sudoku/sudoku_1742.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.top-left A sudoku_location +1743 /root/SHL/data_generate/merged_sudoku/sudoku_1743.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.bottom-left C sudoku_location +1744 /root/SHL/data_generate/merged_sudoku/sudoku_1744.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top D.bottom-left A sudoku_location +1745 /root/SHL/data_generate/merged_sudoku/sudoku_1745.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom-left C sudoku_location +1746 /root/SHL/data_generate/merged_sudoku/sudoku_1746.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.left A sudoku_location +1747 /root/SHL/data_generate/merged_sudoku/sudoku_1747.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right D sudoku_location +1748 /root/SHL/data_generate/merged_sudoku/sudoku_1748.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left B sudoku_location +1749 /root/SHL/data_generate/merged_sudoku/sudoku_1749.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right D sudoku_location +1750 /root/SHL/data_generate/merged_sudoku/sudoku_1750.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom A sudoku_location +1751 /root/SHL/data_generate/merged_sudoku/sudoku_1751.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-left B sudoku_location +1752 /root/SHL/data_generate/merged_sudoku/sudoku_1752.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-left D.right D sudoku_location +1753 /root/SHL/data_generate/merged_sudoku/sudoku_1753.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.left A sudoku_location +1754 /root/SHL/data_generate/merged_sudoku/sudoku_1754.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.left C sudoku_location +1755 /root/SHL/data_generate/merged_sudoku/sudoku_1755.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.left B sudoku_location +1756 /root/SHL/data_generate/merged_sudoku/sudoku_1756.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.left A sudoku_location +1757 /root/SHL/data_generate/merged_sudoku/sudoku_1757.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.left B sudoku_location +1758 /root/SHL/data_generate/merged_sudoku/sudoku_1758.png What is the position of the bear or car relative to the red star? A.left B.top-left C.right D.bottom C sudoku_location +1759 /root/SHL/data_generate/merged_sudoku/sudoku_1759.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom-left A sudoku_location +1760 /root/SHL/data_generate/merged_sudoku/sudoku_1760.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.right D sudoku_location +1761 /root/SHL/data_generate/merged_sudoku/sudoku_1761.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left C sudoku_location +1762 /root/SHL/data_generate/merged_sudoku/sudoku_1762.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom C sudoku_location +1763 /root/SHL/data_generate/merged_sudoku/sudoku_1763.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.right D sudoku_location +1764 /root/SHL/data_generate/merged_sudoku/sudoku_1764.png What is the position of the bear or car relative to the red star? A.left B.top-left C.right D.bottom C sudoku_location +1765 /root/SHL/data_generate/merged_sudoku/sudoku_1765.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.right D sudoku_location +1766 /root/SHL/data_generate/merged_sudoku/sudoku_1766.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-left C sudoku_location +1767 /root/SHL/data_generate/merged_sudoku/sudoku_1767.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.left D.right D sudoku_location +1768 /root/SHL/data_generate/merged_sudoku/sudoku_1768.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.left C sudoku_location +1769 /root/SHL/data_generate/merged_sudoku/sudoku_1769.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.bottom-left B sudoku_location +1770 /root/SHL/data_generate/merged_sudoku/sudoku_1770.png What is the position of the bear or car relative to the red star? A.left B.top-left C.right D.bottom C sudoku_location +1771 /root/SHL/data_generate/merged_sudoku/sudoku_1771.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-left B sudoku_location +1772 /root/SHL/data_generate/merged_sudoku/sudoku_1772.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.right D sudoku_location +1773 /root/SHL/data_generate/merged_sudoku/sudoku_1773.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.right D sudoku_location +1774 /root/SHL/data_generate/merged_sudoku/sudoku_1774.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.left C sudoku_location +1775 /root/SHL/data_generate/merged_sudoku/sudoku_1775.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.right D sudoku_location +1776 /root/SHL/data_generate/merged_sudoku/sudoku_1776.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.bottom B sudoku_location +1777 /root/SHL/data_generate/merged_sudoku/sudoku_1777.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.right D sudoku_location +1778 /root/SHL/data_generate/merged_sudoku/sudoku_1778.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.bottom-left A sudoku_location +1779 /root/SHL/data_generate/merged_sudoku/sudoku_1779.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right D sudoku_location +1780 /root/SHL/data_generate/merged_sudoku/sudoku_1780.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.left B sudoku_location +1781 /root/SHL/data_generate/merged_sudoku/sudoku_1781.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom D.right D sudoku_location +1782 /root/SHL/data_generate/merged_sudoku/sudoku_1782.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top A sudoku_location +1783 /root/SHL/data_generate/merged_sudoku/sudoku_1783.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.bottom-left B sudoku_location +1784 /root/SHL/data_generate/merged_sudoku/sudoku_1784.png What is the position of the bear or car relative to the red star? A.top-left B.right C.left D.top B sudoku_location +1785 /root/SHL/data_generate/merged_sudoku/sudoku_1785.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.left B sudoku_location +1786 /root/SHL/data_generate/merged_sudoku/sudoku_1786.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.right D sudoku_location +1787 /root/SHL/data_generate/merged_sudoku/sudoku_1787.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.bottom A sudoku_location +1788 /root/SHL/data_generate/merged_sudoku/sudoku_1788.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.bottom-left A sudoku_location +1789 /root/SHL/data_generate/merged_sudoku/sudoku_1789.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top-left C sudoku_location +1790 /root/SHL/data_generate/merged_sudoku/sudoku_1790.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.bottom-left B sudoku_location +1791 /root/SHL/data_generate/merged_sudoku/sudoku_1791.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom D.right D sudoku_location +1792 /root/SHL/data_generate/merged_sudoku/sudoku_1792.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.right D sudoku_location +1793 /root/SHL/data_generate/merged_sudoku/sudoku_1793.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom B sudoku_location +1794 /root/SHL/data_generate/merged_sudoku/sudoku_1794.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.right D sudoku_location +1795 /root/SHL/data_generate/merged_sudoku/sudoku_1795.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom C sudoku_location +1796 /root/SHL/data_generate/merged_sudoku/sudoku_1796.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.top C sudoku_location +1797 /root/SHL/data_generate/merged_sudoku/sudoku_1797.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom D.top A sudoku_location +1798 /root/SHL/data_generate/merged_sudoku/sudoku_1798.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.top-left A sudoku_location +1799 /root/SHL/data_generate/merged_sudoku/sudoku_1799.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.left B sudoku_location +1800 /root/SHL/data_generate/merged_sudoku/sudoku_1800.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom-left C sudoku_location +1801 /root/SHL/data_generate/merged_sudoku/sudoku_1801.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.bottom-left B sudoku_location +1802 /root/SHL/data_generate/merged_sudoku/sudoku_1802.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-left B sudoku_location +1803 /root/SHL/data_generate/merged_sudoku/sudoku_1803.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.top-left A sudoku_location +1804 /root/SHL/data_generate/merged_sudoku/sudoku_1804.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-left D.bottom B sudoku_location +1805 /root/SHL/data_generate/merged_sudoku/sudoku_1805.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.left C sudoku_location +1806 /root/SHL/data_generate/merged_sudoku/sudoku_1806.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.right D sudoku_location +1807 /root/SHL/data_generate/merged_sudoku/sudoku_1807.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.right D sudoku_location +1808 /root/SHL/data_generate/merged_sudoku/sudoku_1808.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-left D.right D sudoku_location +1809 /root/SHL/data_generate/merged_sudoku/sudoku_1809.png What is the position of the bear or car relative to the red star? A.top-left B.top C.left D.right D sudoku_location +1810 /root/SHL/data_generate/merged_sudoku/sudoku_1810.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.right D sudoku_location +1811 /root/SHL/data_generate/merged_sudoku/sudoku_1811.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom B sudoku_location +1812 /root/SHL/data_generate/merged_sudoku/sudoku_1812.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-left D.bottom A sudoku_location +1813 /root/SHL/data_generate/merged_sudoku/sudoku_1813.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.top A sudoku_location +1814 /root/SHL/data_generate/merged_sudoku/sudoku_1814.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top B sudoku_location +1815 /root/SHL/data_generate/merged_sudoku/sudoku_1815.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.right D sudoku_location +1816 /root/SHL/data_generate/merged_sudoku/sudoku_1816.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.top A sudoku_location +1817 /root/SHL/data_generate/merged_sudoku/sudoku_1817.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.top-left A sudoku_location +1818 /root/SHL/data_generate/merged_sudoku/sudoku_1818.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom A sudoku_location +1819 /root/SHL/data_generate/merged_sudoku/sudoku_1819.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom B sudoku_location +1820 /root/SHL/data_generate/merged_sudoku/sudoku_1820.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top-left D.right D sudoku_location +1821 /root/SHL/data_generate/merged_sudoku/sudoku_1821.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.bottom B sudoku_location +1822 /root/SHL/data_generate/merged_sudoku/sudoku_1822.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-left C sudoku_location +1823 /root/SHL/data_generate/merged_sudoku/sudoku_1823.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom-left A sudoku_location +1824 /root/SHL/data_generate/merged_sudoku/sudoku_1824.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.right D.top C sudoku_location +1825 /root/SHL/data_generate/merged_sudoku/sudoku_1825.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.top-left A sudoku_location +1826 /root/SHL/data_generate/merged_sudoku/sudoku_1826.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.right D sudoku_location +1827 /root/SHL/data_generate/merged_sudoku/sudoku_1827.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.top B sudoku_location +1828 /root/SHL/data_generate/merged_sudoku/sudoku_1828.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom-left C sudoku_location +1829 /root/SHL/data_generate/merged_sudoku/sudoku_1829.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.bottom A sudoku_location +1830 /root/SHL/data_generate/merged_sudoku/sudoku_1830.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right D sudoku_location +1831 /root/SHL/data_generate/merged_sudoku/sudoku_1831.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.left B sudoku_location +1832 /root/SHL/data_generate/merged_sudoku/sudoku_1832.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom-left B sudoku_location +1833 /root/SHL/data_generate/merged_sudoku/sudoku_1833.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.bottom A sudoku_location +1834 /root/SHL/data_generate/merged_sudoku/sudoku_1834.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-left C sudoku_location +1835 /root/SHL/data_generate/merged_sudoku/sudoku_1835.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.left A sudoku_location +1836 /root/SHL/data_generate/merged_sudoku/sudoku_1836.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.bottom-left A sudoku_location +1837 /root/SHL/data_generate/merged_sudoku/sudoku_1837.png What is the position of the bear or car relative to the red star? A.right B.top C.left D.bottom-left A sudoku_location +1838 /root/SHL/data_generate/merged_sudoku/sudoku_1838.png What is the position of the bear or car relative to the red star? A.top-left B.right C.left D.bottom-left B sudoku_location +1839 /root/SHL/data_generate/merged_sudoku/sudoku_1839.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top A sudoku_location +1840 /root/SHL/data_generate/merged_sudoku/sudoku_1840.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.top A sudoku_location +1841 /root/SHL/data_generate/merged_sudoku/sudoku_1841.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.left B sudoku_location +1842 /root/SHL/data_generate/merged_sudoku/sudoku_1842.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.bottom-left B sudoku_location +1843 /root/SHL/data_generate/merged_sudoku/sudoku_1843.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top A sudoku_location +1844 /root/SHL/data_generate/merged_sudoku/sudoku_1844.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.bottom-left A sudoku_location +1845 /root/SHL/data_generate/merged_sudoku/sudoku_1845.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top C sudoku_location +1846 /root/SHL/data_generate/merged_sudoku/sudoku_1846.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.bottom A sudoku_location +1847 /root/SHL/data_generate/merged_sudoku/sudoku_1847.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-left D.right D sudoku_location +1848 /root/SHL/data_generate/merged_sudoku/sudoku_1848.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.left B sudoku_location +1849 /root/SHL/data_generate/merged_sudoku/sudoku_1849.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.bottom-left C sudoku_location +1850 /root/SHL/data_generate/merged_sudoku/sudoku_1850.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right D sudoku_location +1851 /root/SHL/data_generate/merged_sudoku/sudoku_1851.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left C sudoku_location +1852 /root/SHL/data_generate/merged_sudoku/sudoku_1852.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom-left B sudoku_location +1853 /root/SHL/data_generate/merged_sudoku/sudoku_1853.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top A sudoku_location +1854 /root/SHL/data_generate/merged_sudoku/sudoku_1854.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.left B sudoku_location +1855 /root/SHL/data_generate/merged_sudoku/sudoku_1855.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.top A sudoku_location +1856 /root/SHL/data_generate/merged_sudoku/sudoku_1856.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.right D.bottom C sudoku_location +1857 /root/SHL/data_generate/merged_sudoku/sudoku_1857.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-left D.top B sudoku_location +1858 /root/SHL/data_generate/merged_sudoku/sudoku_1858.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.top-left C sudoku_location +1859 /root/SHL/data_generate/merged_sudoku/sudoku_1859.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.right D sudoku_location +1860 /root/SHL/data_generate/merged_sudoku/sudoku_1860.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.left D.bottom A sudoku_location +1861 /root/SHL/data_generate/merged_sudoku/sudoku_1861.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.bottom B sudoku_location +1862 /root/SHL/data_generate/merged_sudoku/sudoku_1862.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.left B sudoku_location +1863 /root/SHL/data_generate/merged_sudoku/sudoku_1863.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom C sudoku_location +1864 /root/SHL/data_generate/merged_sudoku/sudoku_1864.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.right D.bottom C sudoku_location +1865 /root/SHL/data_generate/merged_sudoku/sudoku_1865.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.bottom C sudoku_location +1866 /root/SHL/data_generate/merged_sudoku/sudoku_1866.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.left A sudoku_location +1867 /root/SHL/data_generate/merged_sudoku/sudoku_1867.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-left D.right D sudoku_location +1868 /root/SHL/data_generate/merged_sudoku/sudoku_1868.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.right D sudoku_location +1869 /root/SHL/data_generate/merged_sudoku/sudoku_1869.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.left B sudoku_location +1870 /root/SHL/data_generate/merged_sudoku/sudoku_1870.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.left D.top-left B sudoku_location +1871 /root/SHL/data_generate/merged_sudoku/sudoku_1871.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom-left C sudoku_location +1872 /root/SHL/data_generate/merged_sudoku/sudoku_1872.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.top A sudoku_location +1873 /root/SHL/data_generate/merged_sudoku/sudoku_1873.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-left D.right D sudoku_location +1874 /root/SHL/data_generate/merged_sudoku/sudoku_1874.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.right D sudoku_location +1875 /root/SHL/data_generate/merged_sudoku/sudoku_1875.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.top-left B sudoku_location +1876 /root/SHL/data_generate/merged_sudoku/sudoku_1876.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.bottom C sudoku_location +1877 /root/SHL/data_generate/merged_sudoku/sudoku_1877.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.bottom-left C sudoku_location +1878 /root/SHL/data_generate/merged_sudoku/sudoku_1878.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.bottom A sudoku_location +1879 /root/SHL/data_generate/merged_sudoku/sudoku_1879.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.bottom C sudoku_location +1880 /root/SHL/data_generate/merged_sudoku/sudoku_1880.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right D sudoku_location +1881 /root/SHL/data_generate/merged_sudoku/sudoku_1881.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.top A sudoku_location +1882 /root/SHL/data_generate/merged_sudoku/sudoku_1882.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.top A sudoku_location +1883 /root/SHL/data_generate/merged_sudoku/sudoku_1883.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.bottom-left A sudoku_location +1884 /root/SHL/data_generate/merged_sudoku/sudoku_1884.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.top-left A sudoku_location +1885 /root/SHL/data_generate/merged_sudoku/sudoku_1885.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.top C sudoku_location +1886 /root/SHL/data_generate/merged_sudoku/sudoku_1886.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.bottom B sudoku_location +1887 /root/SHL/data_generate/merged_sudoku/sudoku_1887.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-left A sudoku_location +1888 /root/SHL/data_generate/merged_sudoku/sudoku_1888.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom D.right D sudoku_location +1889 /root/SHL/data_generate/merged_sudoku/sudoku_1889.png What is the position of the bear or car relative to the red star? A.top B.bottom C.bottom-left D.right D sudoku_location +1890 /root/SHL/data_generate/merged_sudoku/sudoku_1890.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.right D sudoku_location +1891 /root/SHL/data_generate/merged_sudoku/sudoku_1891.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left B sudoku_location +1892 /root/SHL/data_generate/merged_sudoku/sudoku_1892.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.left A sudoku_location +1893 /root/SHL/data_generate/merged_sudoku/sudoku_1893.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left B sudoku_location +1894 /root/SHL/data_generate/merged_sudoku/sudoku_1894.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top-left C sudoku_location +1895 /root/SHL/data_generate/merged_sudoku/sudoku_1895.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.left D.right D sudoku_location +1896 /root/SHL/data_generate/merged_sudoku/sudoku_1896.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.right D sudoku_location +1897 /root/SHL/data_generate/merged_sudoku/sudoku_1897.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-left B sudoku_location +1898 /root/SHL/data_generate/merged_sudoku/sudoku_1898.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.top-left A sudoku_location +1899 /root/SHL/data_generate/merged_sudoku/sudoku_1899.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top-left C sudoku_location +1900 /root/SHL/data_generate/merged_sudoku/sudoku_1900.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right D sudoku_location +1901 /root/SHL/data_generate/merged_sudoku/sudoku_1901.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top C sudoku_location +1902 /root/SHL/data_generate/merged_sudoku/sudoku_1902.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.top-left A sudoku_location +1903 /root/SHL/data_generate/merged_sudoku/sudoku_1903.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom B sudoku_location +1904 /root/SHL/data_generate/merged_sudoku/sudoku_1904.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.left C sudoku_location +1905 /root/SHL/data_generate/merged_sudoku/sudoku_1905.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.top-left C sudoku_location +1906 /root/SHL/data_generate/merged_sudoku/sudoku_1906.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.left C sudoku_location +1907 /root/SHL/data_generate/merged_sudoku/sudoku_1907.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.left B sudoku_location +1908 /root/SHL/data_generate/merged_sudoku/sudoku_1908.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-left A sudoku_location +1909 /root/SHL/data_generate/merged_sudoku/sudoku_1909.png What is the position of the bear or car relative to the red star? A.left B.bottom C.bottom-left D.right D sudoku_location +1910 /root/SHL/data_generate/merged_sudoku/sudoku_1910.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.right D sudoku_location +1911 /root/SHL/data_generate/merged_sudoku/sudoku_1911.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left A sudoku_location +1912 /root/SHL/data_generate/merged_sudoku/sudoku_1912.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top D.right D sudoku_location +1913 /root/SHL/data_generate/merged_sudoku/sudoku_1913.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.top A sudoku_location +1914 /root/SHL/data_generate/merged_sudoku/sudoku_1914.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom C sudoku_location +1915 /root/SHL/data_generate/merged_sudoku/sudoku_1915.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top D.right D sudoku_location +1916 /root/SHL/data_generate/merged_sudoku/sudoku_1916.png What is the position of the bear or car relative to the red star? A.right B.bottom C.bottom-left D.top A sudoku_location +1917 /root/SHL/data_generate/merged_sudoku/sudoku_1917.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.bottom C sudoku_location +1918 /root/SHL/data_generate/merged_sudoku/sudoku_1918.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.top C sudoku_location +1919 /root/SHL/data_generate/merged_sudoku/sudoku_1919.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom-left B sudoku_location +1920 /root/SHL/data_generate/merged_sudoku/sudoku_1920.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.top C sudoku_location +1921 /root/SHL/data_generate/merged_sudoku/sudoku_1921.png What is the position of the bear or car relative to the red star? A.top B.left C.top-left D.right D sudoku_location +1922 /root/SHL/data_generate/merged_sudoku/sudoku_1922.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.bottom C sudoku_location +1923 /root/SHL/data_generate/merged_sudoku/sudoku_1923.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.left B sudoku_location +1924 /root/SHL/data_generate/merged_sudoku/sudoku_1924.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.bottom-left B sudoku_location +1925 /root/SHL/data_generate/merged_sudoku/sudoku_1925.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-left D.right D sudoku_location +1926 /root/SHL/data_generate/merged_sudoku/sudoku_1926.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom D.left B sudoku_location +1927 /root/SHL/data_generate/merged_sudoku/sudoku_1927.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left B sudoku_location +1928 /root/SHL/data_generate/merged_sudoku/sudoku_1928.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom D.right D sudoku_location +1929 /root/SHL/data_generate/merged_sudoku/sudoku_1929.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top D.right D sudoku_location +1930 /root/SHL/data_generate/merged_sudoku/sudoku_1930.png What is the position of the bear or car relative to the red star? A.top B.top-left C.right D.bottom-left C sudoku_location +1931 /root/SHL/data_generate/merged_sudoku/sudoku_1931.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-left C sudoku_location +1932 /root/SHL/data_generate/merged_sudoku/sudoku_1932.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.bottom C sudoku_location +1933 /root/SHL/data_generate/merged_sudoku/sudoku_1933.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.right D sudoku_location +1934 /root/SHL/data_generate/merged_sudoku/sudoku_1934.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom C sudoku_location +1935 /root/SHL/data_generate/merged_sudoku/sudoku_1935.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.top B sudoku_location +1936 /root/SHL/data_generate/merged_sudoku/sudoku_1936.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.right D sudoku_location +1937 /root/SHL/data_generate/merged_sudoku/sudoku_1937.png What is the position of the bear or car relative to the red star? A.bottom B.bottom-left C.top D.right D sudoku_location +1938 /root/SHL/data_generate/merged_sudoku/sudoku_1938.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.top-left B sudoku_location +1939 /root/SHL/data_generate/merged_sudoku/sudoku_1939.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top D.bottom-left A sudoku_location +1940 /root/SHL/data_generate/merged_sudoku/sudoku_1940.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.bottom-left C sudoku_location +1941 /root/SHL/data_generate/merged_sudoku/sudoku_1941.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom D.left B sudoku_location +1942 /root/SHL/data_generate/merged_sudoku/sudoku_1942.png What is the position of the bear or car relative to the red star? A.right B.top C.top-left D.bottom-left A sudoku_location +1943 /root/SHL/data_generate/merged_sudoku/sudoku_1943.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.bottom B sudoku_location +1944 /root/SHL/data_generate/merged_sudoku/sudoku_1944.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.right D sudoku_location +1945 /root/SHL/data_generate/merged_sudoku/sudoku_1945.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.right D.top C sudoku_location +1946 /root/SHL/data_generate/merged_sudoku/sudoku_1946.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.top A sudoku_location +1947 /root/SHL/data_generate/merged_sudoku/sudoku_1947.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.bottom-left A sudoku_location +1948 /root/SHL/data_generate/merged_sudoku/sudoku_1948.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-left D.top-left B sudoku_location +1949 /root/SHL/data_generate/merged_sudoku/sudoku_1949.png What is the position of the bear or car relative to the red star? A.top-left B.right C.left D.bottom B sudoku_location +1950 /root/SHL/data_generate/merged_sudoku/sudoku_1950.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top C sudoku_location +1951 /root/SHL/data_generate/merged_sudoku/sudoku_1951.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.left A sudoku_location +1952 /root/SHL/data_generate/merged_sudoku/sudoku_1952.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.bottom-left B sudoku_location +1953 /root/SHL/data_generate/merged_sudoku/sudoku_1953.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-left D.right D sudoku_location +1954 /root/SHL/data_generate/merged_sudoku/sudoku_1954.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.top A sudoku_location +1955 /root/SHL/data_generate/merged_sudoku/sudoku_1955.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top-left A sudoku_location +1956 /root/SHL/data_generate/merged_sudoku/sudoku_1956.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.left A sudoku_location +1957 /root/SHL/data_generate/merged_sudoku/sudoku_1957.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.top-left B sudoku_location +1958 /root/SHL/data_generate/merged_sudoku/sudoku_1958.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.bottom-left D.right D sudoku_location +1959 /root/SHL/data_generate/merged_sudoku/sudoku_1959.png What is the position of the bear or car relative to the red star? A.top B.top-left C.right D.left C sudoku_location +1960 /root/SHL/data_generate/merged_sudoku/sudoku_1960.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left A sudoku_location +1961 /root/SHL/data_generate/merged_sudoku/sudoku_1961.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.right D sudoku_location +1962 /root/SHL/data_generate/merged_sudoku/sudoku_1962.png What is the position of the bear or car relative to the red star? A.top B.left C.top-left D.right D sudoku_location +1963 /root/SHL/data_generate/merged_sudoku/sudoku_1963.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.right D.top C sudoku_location +1964 /root/SHL/data_generate/merged_sudoku/sudoku_1964.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom-left B sudoku_location +1965 /root/SHL/data_generate/merged_sudoku/sudoku_1965.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.bottom-left D.right D sudoku_location +1966 /root/SHL/data_generate/merged_sudoku/sudoku_1966.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.top B sudoku_location +1967 /root/SHL/data_generate/merged_sudoku/sudoku_1967.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-left D.bottom B sudoku_location +1968 /root/SHL/data_generate/merged_sudoku/sudoku_1968.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.bottom A sudoku_location +1969 /root/SHL/data_generate/merged_sudoku/sudoku_1969.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.right D sudoku_location +1970 /root/SHL/data_generate/merged_sudoku/sudoku_1970.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.top C sudoku_location +1971 /root/SHL/data_generate/merged_sudoku/sudoku_1971.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.left A sudoku_location +1972 /root/SHL/data_generate/merged_sudoku/sudoku_1972.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom D.right D sudoku_location +1973 /root/SHL/data_generate/merged_sudoku/sudoku_1973.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom-left D.top-left A sudoku_location +1974 /root/SHL/data_generate/merged_sudoku/sudoku_1974.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.top A sudoku_location +1975 /root/SHL/data_generate/merged_sudoku/sudoku_1975.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top C sudoku_location +1976 /root/SHL/data_generate/merged_sudoku/sudoku_1976.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom-left B sudoku_location +1977 /root/SHL/data_generate/merged_sudoku/sudoku_1977.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom D.right D sudoku_location +1978 /root/SHL/data_generate/merged_sudoku/sudoku_1978.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.right D sudoku_location +1979 /root/SHL/data_generate/merged_sudoku/sudoku_1979.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top C sudoku_location +1980 /root/SHL/data_generate/merged_sudoku/sudoku_1980.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom-left D.top-left B sudoku_location +1981 /root/SHL/data_generate/merged_sudoku/sudoku_1981.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom-left B sudoku_location +1982 /root/SHL/data_generate/merged_sudoku/sudoku_1982.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.bottom-left B sudoku_location +1983 /root/SHL/data_generate/merged_sudoku/sudoku_1983.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top C sudoku_location +1984 /root/SHL/data_generate/merged_sudoku/sudoku_1984.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right D sudoku_location +1985 /root/SHL/data_generate/merged_sudoku/sudoku_1985.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.bottom-left B sudoku_location +1986 /root/SHL/data_generate/merged_sudoku/sudoku_1986.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.right D.left C sudoku_location +1987 /root/SHL/data_generate/merged_sudoku/sudoku_1987.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom-left B sudoku_location +1988 /root/SHL/data_generate/merged_sudoku/sudoku_1988.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.bottom-left A sudoku_location +1989 /root/SHL/data_generate/merged_sudoku/sudoku_1989.png What is the position of the bear or car relative to the red star? A.right B.top C.top-left D.left A sudoku_location +1990 /root/SHL/data_generate/merged_sudoku/sudoku_1990.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top C sudoku_location +1991 /root/SHL/data_generate/merged_sudoku/sudoku_1991.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.right D sudoku_location +1992 /root/SHL/data_generate/merged_sudoku/sudoku_1992.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.bottom-left A sudoku_location +1993 /root/SHL/data_generate/merged_sudoku/sudoku_1993.png What is the position of the bear or car relative to the red star? A.top B.top-left C.right D.bottom-left C sudoku_location +1994 /root/SHL/data_generate/merged_sudoku/sudoku_1994.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top-left B sudoku_location +1995 /root/SHL/data_generate/merged_sudoku/sudoku_1995.png What is the position of the bear or car relative to the red star? A.top-left B.right C.left D.top B sudoku_location +1996 /root/SHL/data_generate/merged_sudoku/sudoku_1996.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom C.top D.right D sudoku_location +1997 /root/SHL/data_generate/merged_sudoku/sudoku_1997.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.right D sudoku_location +1998 /root/SHL/data_generate/merged_sudoku/sudoku_1998.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom B sudoku_location +1999 /root/SHL/data_generate/merged_sudoku/sudoku_1999.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.right D.top-left C sudoku_location +2000 /root/SHL/data_generate/merged_sudoku/sudoku_2000.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.top A sudoku_location +2001 /root/SHL/data_generate/merged_sudoku/sudoku_2001.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top A sudoku_location +2002 /root/SHL/data_generate/merged_sudoku/sudoku_2002.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.right C sudoku_location +2003 /root/SHL/data_generate/merged_sudoku/sudoku_2003.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom-right B sudoku_location +2004 /root/SHL/data_generate/merged_sudoku/sudoku_2004.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.bottom-left D sudoku_location +2005 /root/SHL/data_generate/merged_sudoku/sudoku_2005.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right C sudoku_location +2006 /root/SHL/data_generate/merged_sudoku/sudoku_2006.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.top-left A sudoku_location +2007 /root/SHL/data_generate/merged_sudoku/sudoku_2007.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right B sudoku_location +2008 /root/SHL/data_generate/merged_sudoku/sudoku_2008.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left B sudoku_location +2009 /root/SHL/data_generate/merged_sudoku/sudoku_2009.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.bottom-left D sudoku_location +2010 /root/SHL/data_generate/merged_sudoku/sudoku_2010.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right B sudoku_location +2011 /root/SHL/data_generate/merged_sudoku/sudoku_2011.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top A sudoku_location +2012 /root/SHL/data_generate/merged_sudoku/sudoku_2012.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.bottom-left D sudoku_location +2013 /root/SHL/data_generate/merged_sudoku/sudoku_2013.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.right A sudoku_location +2014 /root/SHL/data_generate/merged_sudoku/sudoku_2014.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top B sudoku_location +2015 /root/SHL/data_generate/merged_sudoku/sudoku_2015.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom-left D sudoku_location +2016 /root/SHL/data_generate/merged_sudoku/sudoku_2016.png What is the position of the bear or car relative to the red star? A.top B.top-left C.right D.bottom-left D sudoku_location +2017 /root/SHL/data_generate/merged_sudoku/sudoku_2017.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right B sudoku_location +2018 /root/SHL/data_generate/merged_sudoku/sudoku_2018.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.right B sudoku_location +2019 /root/SHL/data_generate/merged_sudoku/sudoku_2019.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.bottom-left D sudoku_location +2020 /root/SHL/data_generate/merged_sudoku/sudoku_2020.png What is the position of the bear or car relative to the red star? A.top B.top-left C.right D.bottom-left D sudoku_location +2021 /root/SHL/data_generate/merged_sudoku/sudoku_2021.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.right C sudoku_location +2022 /root/SHL/data_generate/merged_sudoku/sudoku_2022.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom-right D.top-left B sudoku_location +2023 /root/SHL/data_generate/merged_sudoku/sudoku_2023.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.right A sudoku_location +2024 /root/SHL/data_generate/merged_sudoku/sudoku_2024.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.bottom-right A sudoku_location +2025 /root/SHL/data_generate/merged_sudoku/sudoku_2025.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-left D.right C sudoku_location +2026 /root/SHL/data_generate/merged_sudoku/sudoku_2026.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top B sudoku_location +2027 /root/SHL/data_generate/merged_sudoku/sudoku_2027.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top B sudoku_location +2028 /root/SHL/data_generate/merged_sudoku/sudoku_2028.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.top-right B sudoku_location +2029 /root/SHL/data_generate/merged_sudoku/sudoku_2029.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom-left D sudoku_location +2030 /root/SHL/data_generate/merged_sudoku/sudoku_2030.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top C sudoku_location +2031 /root/SHL/data_generate/merged_sudoku/sudoku_2031.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-right A sudoku_location +2032 /root/SHL/data_generate/merged_sudoku/sudoku_2032.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.top A sudoku_location +2033 /root/SHL/data_generate/merged_sudoku/sudoku_2033.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-left D.top-left C sudoku_location +2034 /root/SHL/data_generate/merged_sudoku/sudoku_2034.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.right D.top-left B sudoku_location +2035 /root/SHL/data_generate/merged_sudoku/sudoku_2035.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.top-left A sudoku_location +2036 /root/SHL/data_generate/merged_sudoku/sudoku_2036.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.bottom-left D sudoku_location +2037 /root/SHL/data_generate/merged_sudoku/sudoku_2037.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left D sudoku_location +2038 /root/SHL/data_generate/merged_sudoku/sudoku_2038.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2039 /root/SHL/data_generate/merged_sudoku/sudoku_2039.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top B sudoku_location +2040 /root/SHL/data_generate/merged_sudoku/sudoku_2040.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2041 /root/SHL/data_generate/merged_sudoku/sudoku_2041.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.bottom-left D sudoku_location +2042 /root/SHL/data_generate/merged_sudoku/sudoku_2042.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.top C sudoku_location +2043 /root/SHL/data_generate/merged_sudoku/sudoku_2043.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.top-right C sudoku_location +2044 /root/SHL/data_generate/merged_sudoku/sudoku_2044.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2045 /root/SHL/data_generate/merged_sudoku/sudoku_2045.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.bottom-left D sudoku_location +2046 /root/SHL/data_generate/merged_sudoku/sudoku_2046.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.bottom-left D sudoku_location +2047 /root/SHL/data_generate/merged_sudoku/sudoku_2047.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.right A sudoku_location +2048 /root/SHL/data_generate/merged_sudoku/sudoku_2048.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right B sudoku_location +2049 /root/SHL/data_generate/merged_sudoku/sudoku_2049.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-left B sudoku_location +2050 /root/SHL/data_generate/merged_sudoku/sudoku_2050.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top D.bottom-right B sudoku_location +2051 /root/SHL/data_generate/merged_sudoku/sudoku_2051.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-right A sudoku_location +2052 /root/SHL/data_generate/merged_sudoku/sudoku_2052.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.right D.bottom-left D sudoku_location +2053 /root/SHL/data_generate/merged_sudoku/sudoku_2053.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.bottom-right C sudoku_location +2054 /root/SHL/data_generate/merged_sudoku/sudoku_2054.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top-right D.bottom-left D sudoku_location +2055 /root/SHL/data_generate/merged_sudoku/sudoku_2055.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom-left D sudoku_location +2056 /root/SHL/data_generate/merged_sudoku/sudoku_2056.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom-right A sudoku_location +2057 /root/SHL/data_generate/merged_sudoku/sudoku_2057.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.bottom-right C sudoku_location +2058 /root/SHL/data_generate/merged_sudoku/sudoku_2058.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.right C sudoku_location +2059 /root/SHL/data_generate/merged_sudoku/sudoku_2059.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right B sudoku_location +2060 /root/SHL/data_generate/merged_sudoku/sudoku_2060.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top B sudoku_location +2061 /root/SHL/data_generate/merged_sudoku/sudoku_2061.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-right D.right A sudoku_location +2062 /root/SHL/data_generate/merged_sudoku/sudoku_2062.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.right B sudoku_location +2063 /root/SHL/data_generate/merged_sudoku/sudoku_2063.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-right C sudoku_location +2064 /root/SHL/data_generate/merged_sudoku/sudoku_2064.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-right D.top-left B sudoku_location +2065 /root/SHL/data_generate/merged_sudoku/sudoku_2065.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2066 /root/SHL/data_generate/merged_sudoku/sudoku_2066.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.bottom-left D sudoku_location +2067 /root/SHL/data_generate/merged_sudoku/sudoku_2067.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2068 /root/SHL/data_generate/merged_sudoku/sudoku_2068.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top-right C sudoku_location +2069 /root/SHL/data_generate/merged_sudoku/sudoku_2069.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-left A sudoku_location +2070 /root/SHL/data_generate/merged_sudoku/sudoku_2070.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left D sudoku_location +2071 /root/SHL/data_generate/merged_sudoku/sudoku_2071.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.right A sudoku_location +2072 /root/SHL/data_generate/merged_sudoku/sudoku_2072.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left D sudoku_location +2073 /root/SHL/data_generate/merged_sudoku/sudoku_2073.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.right B sudoku_location +2074 /root/SHL/data_generate/merged_sudoku/sudoku_2074.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top C sudoku_location +2075 /root/SHL/data_generate/merged_sudoku/sudoku_2075.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.right A sudoku_location +2076 /root/SHL/data_generate/merged_sudoku/sudoku_2076.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left A sudoku_location +2077 /root/SHL/data_generate/merged_sudoku/sudoku_2077.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top A sudoku_location +2078 /root/SHL/data_generate/merged_sudoku/sudoku_2078.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom-left D sudoku_location +2079 /root/SHL/data_generate/merged_sudoku/sudoku_2079.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.top C sudoku_location +2080 /root/SHL/data_generate/merged_sudoku/sudoku_2080.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-left D.top-left C sudoku_location +2081 /root/SHL/data_generate/merged_sudoku/sudoku_2081.png What is the position of the bear or car relative to the red star? A.right B.top C.top-left D.bottom-left D sudoku_location +2082 /root/SHL/data_generate/merged_sudoku/sudoku_2082.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left D sudoku_location +2083 /root/SHL/data_generate/merged_sudoku/sudoku_2083.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.top C sudoku_location +2084 /root/SHL/data_generate/merged_sudoku/sudoku_2084.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-left A sudoku_location +2085 /root/SHL/data_generate/merged_sudoku/sudoku_2085.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom-left D sudoku_location +2086 /root/SHL/data_generate/merged_sudoku/sudoku_2086.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.right D.top-left B sudoku_location +2087 /root/SHL/data_generate/merged_sudoku/sudoku_2087.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.right D.bottom-left D sudoku_location +2088 /root/SHL/data_generate/merged_sudoku/sudoku_2088.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right C sudoku_location +2089 /root/SHL/data_generate/merged_sudoku/sudoku_2089.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom-right A sudoku_location +2090 /root/SHL/data_generate/merged_sudoku/sudoku_2090.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.right C sudoku_location +2091 /root/SHL/data_generate/merged_sudoku/sudoku_2091.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.top-right A sudoku_location +2092 /root/SHL/data_generate/merged_sudoku/sudoku_2092.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.bottom-right B sudoku_location +2093 /root/SHL/data_generate/merged_sudoku/sudoku_2093.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.bottom-right B sudoku_location +2094 /root/SHL/data_generate/merged_sudoku/sudoku_2094.png What is the position of the bear or car relative to the red star? A.top B.right C.top-right D.bottom-left D sudoku_location +2095 /root/SHL/data_generate/merged_sudoku/sudoku_2095.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left D sudoku_location +2096 /root/SHL/data_generate/merged_sudoku/sudoku_2096.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.right D.bottom-right B sudoku_location +2097 /root/SHL/data_generate/merged_sudoku/sudoku_2097.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top D.bottom-left D sudoku_location +2098 /root/SHL/data_generate/merged_sudoku/sudoku_2098.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top A sudoku_location +2099 /root/SHL/data_generate/merged_sudoku/sudoku_2099.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom-left D sudoku_location +2100 /root/SHL/data_generate/merged_sudoku/sudoku_2100.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left A sudoku_location +2101 /root/SHL/data_generate/merged_sudoku/sudoku_2101.png What is the position of the bear or car relative to the red star? A.top-right B.top C.top-left D.bottom-left D sudoku_location +2102 /root/SHL/data_generate/merged_sudoku/sudoku_2102.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left A sudoku_location +2103 /root/SHL/data_generate/merged_sudoku/sudoku_2103.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.right A sudoku_location +2104 /root/SHL/data_generate/merged_sudoku/sudoku_2104.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.right A sudoku_location +2105 /root/SHL/data_generate/merged_sudoku/sudoku_2105.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom-left D sudoku_location +2106 /root/SHL/data_generate/merged_sudoku/sudoku_2106.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom-left D.top-right C sudoku_location +2107 /root/SHL/data_generate/merged_sudoku/sudoku_2107.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left D sudoku_location +2108 /root/SHL/data_generate/merged_sudoku/sudoku_2108.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top A sudoku_location +2109 /root/SHL/data_generate/merged_sudoku/sudoku_2109.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left A sudoku_location +2110 /root/SHL/data_generate/merged_sudoku/sudoku_2110.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-left B sudoku_location +2111 /root/SHL/data_generate/merged_sudoku/sudoku_2111.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.right D.top B sudoku_location +2112 /root/SHL/data_generate/merged_sudoku/sudoku_2112.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-right D.bottom-left D sudoku_location +2113 /root/SHL/data_generate/merged_sudoku/sudoku_2113.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2114 /root/SHL/data_generate/merged_sudoku/sudoku_2114.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left A sudoku_location +2115 /root/SHL/data_generate/merged_sudoku/sudoku_2115.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-right D.bottom-left D sudoku_location +2116 /root/SHL/data_generate/merged_sudoku/sudoku_2116.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left B sudoku_location +2117 /root/SHL/data_generate/merged_sudoku/sudoku_2117.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right C sudoku_location +2118 /root/SHL/data_generate/merged_sudoku/sudoku_2118.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left A sudoku_location +2119 /root/SHL/data_generate/merged_sudoku/sudoku_2119.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.right A sudoku_location +2120 /root/SHL/data_generate/merged_sudoku/sudoku_2120.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.top C sudoku_location +2121 /root/SHL/data_generate/merged_sudoku/sudoku_2121.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom-left D sudoku_location +2122 /root/SHL/data_generate/merged_sudoku/sudoku_2122.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.bottom-right A sudoku_location +2123 /root/SHL/data_generate/merged_sudoku/sudoku_2123.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2124 /root/SHL/data_generate/merged_sudoku/sudoku_2124.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.right C sudoku_location +2125 /root/SHL/data_generate/merged_sudoku/sudoku_2125.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top-right C sudoku_location +2126 /root/SHL/data_generate/merged_sudoku/sudoku_2126.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.right D.bottom-left D sudoku_location +2127 /root/SHL/data_generate/merged_sudoku/sudoku_2127.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom-right A sudoku_location +2128 /root/SHL/data_generate/merged_sudoku/sudoku_2128.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom-left D.top-right C sudoku_location +2129 /root/SHL/data_generate/merged_sudoku/sudoku_2129.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-right A sudoku_location +2130 /root/SHL/data_generate/merged_sudoku/sudoku_2130.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top D.bottom-left D sudoku_location +2131 /root/SHL/data_generate/merged_sudoku/sudoku_2131.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.top-right C sudoku_location +2132 /root/SHL/data_generate/merged_sudoku/sudoku_2132.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.bottom-left D sudoku_location +2133 /root/SHL/data_generate/merged_sudoku/sudoku_2133.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top D.bottom-left D sudoku_location +2134 /root/SHL/data_generate/merged_sudoku/sudoku_2134.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top-right D.bottom-left D sudoku_location +2135 /root/SHL/data_generate/merged_sudoku/sudoku_2135.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top-right A sudoku_location +2136 /root/SHL/data_generate/merged_sudoku/sudoku_2136.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.right A sudoku_location +2137 /root/SHL/data_generate/merged_sudoku/sudoku_2137.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top C sudoku_location +2138 /root/SHL/data_generate/merged_sudoku/sudoku_2138.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left D sudoku_location +2139 /root/SHL/data_generate/merged_sudoku/sudoku_2139.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left D sudoku_location +2140 /root/SHL/data_generate/merged_sudoku/sudoku_2140.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-left B sudoku_location +2141 /root/SHL/data_generate/merged_sudoku/sudoku_2141.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top D.right A sudoku_location +2142 /root/SHL/data_generate/merged_sudoku/sudoku_2142.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.top-right A sudoku_location +2143 /root/SHL/data_generate/merged_sudoku/sudoku_2143.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom-left D sudoku_location +2144 /root/SHL/data_generate/merged_sudoku/sudoku_2144.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.right A sudoku_location +2145 /root/SHL/data_generate/merged_sudoku/sudoku_2145.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-right B sudoku_location +2146 /root/SHL/data_generate/merged_sudoku/sudoku_2146.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right B sudoku_location +2147 /root/SHL/data_generate/merged_sudoku/sudoku_2147.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.top C sudoku_location +2148 /root/SHL/data_generate/merged_sudoku/sudoku_2148.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top-right D.bottom-left D sudoku_location +2149 /root/SHL/data_generate/merged_sudoku/sudoku_2149.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top D.right B sudoku_location +2150 /root/SHL/data_generate/merged_sudoku/sudoku_2150.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top-left C sudoku_location +2151 /root/SHL/data_generate/merged_sudoku/sudoku_2151.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.top-right C sudoku_location +2152 /root/SHL/data_generate/merged_sudoku/sudoku_2152.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-left D.right C sudoku_location +2153 /root/SHL/data_generate/merged_sudoku/sudoku_2153.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-left D.bottom-right C sudoku_location +2154 /root/SHL/data_generate/merged_sudoku/sudoku_2154.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.top-right B sudoku_location +2155 /root/SHL/data_generate/merged_sudoku/sudoku_2155.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-left A sudoku_location +2156 /root/SHL/data_generate/merged_sudoku/sudoku_2156.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.bottom-left D sudoku_location +2157 /root/SHL/data_generate/merged_sudoku/sudoku_2157.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top B sudoku_location +2158 /root/SHL/data_generate/merged_sudoku/sudoku_2158.png What is the position of the bear or car relative to the red star? A.top B.top-right C.right D.bottom-left D sudoku_location +2159 /root/SHL/data_generate/merged_sudoku/sudoku_2159.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.top C sudoku_location +2160 /root/SHL/data_generate/merged_sudoku/sudoku_2160.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top B sudoku_location +2161 /root/SHL/data_generate/merged_sudoku/sudoku_2161.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-right A sudoku_location +2162 /root/SHL/data_generate/merged_sudoku/sudoku_2162.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.right D.bottom-left D sudoku_location +2163 /root/SHL/data_generate/merged_sudoku/sudoku_2163.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-left D.bottom-right B sudoku_location +2164 /root/SHL/data_generate/merged_sudoku/sudoku_2164.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom-right D.top A sudoku_location +2165 /root/SHL/data_generate/merged_sudoku/sudoku_2165.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2166 /root/SHL/data_generate/merged_sudoku/sudoku_2166.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-right D.bottom-left D sudoku_location +2167 /root/SHL/data_generate/merged_sudoku/sudoku_2167.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left A sudoku_location +2168 /root/SHL/data_generate/merged_sudoku/sudoku_2168.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-left D.top-right B sudoku_location +2169 /root/SHL/data_generate/merged_sudoku/sudoku_2169.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom-right D.top B sudoku_location +2170 /root/SHL/data_generate/merged_sudoku/sudoku_2170.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom-left D sudoku_location +2171 /root/SHL/data_generate/merged_sudoku/sudoku_2171.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom-left D.top C sudoku_location +2172 /root/SHL/data_generate/merged_sudoku/sudoku_2172.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top A sudoku_location +2173 /root/SHL/data_generate/merged_sudoku/sudoku_2173.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.bottom-left D sudoku_location +2174 /root/SHL/data_generate/merged_sudoku/sudoku_2174.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top A sudoku_location +2175 /root/SHL/data_generate/merged_sudoku/sudoku_2175.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom-right A sudoku_location +2176 /root/SHL/data_generate/merged_sudoku/sudoku_2176.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-right D.bottom-left D sudoku_location +2177 /root/SHL/data_generate/merged_sudoku/sudoku_2177.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.top-right C sudoku_location +2178 /root/SHL/data_generate/merged_sudoku/sudoku_2178.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left A sudoku_location +2179 /root/SHL/data_generate/merged_sudoku/sudoku_2179.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top-right C sudoku_location +2180 /root/SHL/data_generate/merged_sudoku/sudoku_2180.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.top B sudoku_location +2181 /root/SHL/data_generate/merged_sudoku/sudoku_2181.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.right A sudoku_location +2182 /root/SHL/data_generate/merged_sudoku/sudoku_2182.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top B sudoku_location +2183 /root/SHL/data_generate/merged_sudoku/sudoku_2183.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right B sudoku_location +2184 /root/SHL/data_generate/merged_sudoku/sudoku_2184.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top B sudoku_location +2185 /root/SHL/data_generate/merged_sudoku/sudoku_2185.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.bottom-right A sudoku_location +2186 /root/SHL/data_generate/merged_sudoku/sudoku_2186.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top D.bottom-left D sudoku_location +2187 /root/SHL/data_generate/merged_sudoku/sudoku_2187.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top-left C sudoku_location +2188 /root/SHL/data_generate/merged_sudoku/sudoku_2188.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left D sudoku_location +2189 /root/SHL/data_generate/merged_sudoku/sudoku_2189.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left B sudoku_location +2190 /root/SHL/data_generate/merged_sudoku/sudoku_2190.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top C sudoku_location +2191 /root/SHL/data_generate/merged_sudoku/sudoku_2191.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top-left C sudoku_location +2192 /root/SHL/data_generate/merged_sudoku/sudoku_2192.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.top C sudoku_location +2193 /root/SHL/data_generate/merged_sudoku/sudoku_2193.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.top-right C sudoku_location +2194 /root/SHL/data_generate/merged_sudoku/sudoku_2194.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left A sudoku_location +2195 /root/SHL/data_generate/merged_sudoku/sudoku_2195.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.top D.bottom-left D sudoku_location +2196 /root/SHL/data_generate/merged_sudoku/sudoku_2196.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.right C sudoku_location +2197 /root/SHL/data_generate/merged_sudoku/sudoku_2197.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.top A sudoku_location +2198 /root/SHL/data_generate/merged_sudoku/sudoku_2198.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom-right C sudoku_location +2199 /root/SHL/data_generate/merged_sudoku/sudoku_2199.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.bottom-left D sudoku_location +2200 /root/SHL/data_generate/merged_sudoku/sudoku_2200.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2201 /root/SHL/data_generate/merged_sudoku/sudoku_2201.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.right A sudoku_location +2202 /root/SHL/data_generate/merged_sudoku/sudoku_2202.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.top D.bottom-left D sudoku_location +2203 /root/SHL/data_generate/merged_sudoku/sudoku_2203.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-right A sudoku_location +2204 /root/SHL/data_generate/merged_sudoku/sudoku_2204.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-right B sudoku_location +2205 /root/SHL/data_generate/merged_sudoku/sudoku_2205.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.right A sudoku_location +2206 /root/SHL/data_generate/merged_sudoku/sudoku_2206.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom-left D sudoku_location +2207 /root/SHL/data_generate/merged_sudoku/sudoku_2207.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.top-right B sudoku_location +2208 /root/SHL/data_generate/merged_sudoku/sudoku_2208.png What is the position of the bear or car relative to the red star? A.top-left B.top C.top-right D.bottom-left D sudoku_location +2209 /root/SHL/data_generate/merged_sudoku/sudoku_2209.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.top A sudoku_location +2210 /root/SHL/data_generate/merged_sudoku/sudoku_2210.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-left D.top B sudoku_location +2211 /root/SHL/data_generate/merged_sudoku/sudoku_2211.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-left D.top-right C sudoku_location +2212 /root/SHL/data_generate/merged_sudoku/sudoku_2212.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.top-left A sudoku_location +2213 /root/SHL/data_generate/merged_sudoku/sudoku_2213.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.top A sudoku_location +2214 /root/SHL/data_generate/merged_sudoku/sudoku_2214.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.right B sudoku_location +2215 /root/SHL/data_generate/merged_sudoku/sudoku_2215.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.top B sudoku_location +2216 /root/SHL/data_generate/merged_sudoku/sudoku_2216.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top-right D.top-left B sudoku_location +2217 /root/SHL/data_generate/merged_sudoku/sudoku_2217.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.bottom-left D sudoku_location +2218 /root/SHL/data_generate/merged_sudoku/sudoku_2218.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.top-right C sudoku_location +2219 /root/SHL/data_generate/merged_sudoku/sudoku_2219.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.top-left B sudoku_location +2220 /root/SHL/data_generate/merged_sudoku/sudoku_2220.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.top-left C sudoku_location +2221 /root/SHL/data_generate/merged_sudoku/sudoku_2221.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right C sudoku_location +2222 /root/SHL/data_generate/merged_sudoku/sudoku_2222.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-left D.top-left C sudoku_location +2223 /root/SHL/data_generate/merged_sudoku/sudoku_2223.png What is the position of the bear or car relative to the red star? A.top B.top-right C.top-left D.bottom-left D sudoku_location +2224 /root/SHL/data_generate/merged_sudoku/sudoku_2224.png What is the position of the bear or car relative to the red star? A.top B.top-right C.right D.bottom-left D sudoku_location +2225 /root/SHL/data_generate/merged_sudoku/sudoku_2225.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top D.bottom-left D sudoku_location +2226 /root/SHL/data_generate/merged_sudoku/sudoku_2226.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.top-left C sudoku_location +2227 /root/SHL/data_generate/merged_sudoku/sudoku_2227.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom-left D.top-right C sudoku_location +2228 /root/SHL/data_generate/merged_sudoku/sudoku_2228.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.bottom-right C sudoku_location +2229 /root/SHL/data_generate/merged_sudoku/sudoku_2229.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right C sudoku_location +2230 /root/SHL/data_generate/merged_sudoku/sudoku_2230.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.top D.top-left B sudoku_location +2231 /root/SHL/data_generate/merged_sudoku/sudoku_2231.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom-left D sudoku_location +2232 /root/SHL/data_generate/merged_sudoku/sudoku_2232.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom-right D.top-right B sudoku_location +2233 /root/SHL/data_generate/merged_sudoku/sudoku_2233.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right C sudoku_location +2234 /root/SHL/data_generate/merged_sudoku/sudoku_2234.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right C sudoku_location +2235 /root/SHL/data_generate/merged_sudoku/sudoku_2235.png What is the position of the bear or car relative to the red star? A.top-right B.top C.top-left D.bottom-left D sudoku_location +2236 /root/SHL/data_generate/merged_sudoku/sudoku_2236.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top-left D.bottom-right B sudoku_location +2237 /root/SHL/data_generate/merged_sudoku/sudoku_2237.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left D sudoku_location +2238 /root/SHL/data_generate/merged_sudoku/sudoku_2238.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.bottom-left D sudoku_location +2239 /root/SHL/data_generate/merged_sudoku/sudoku_2239.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.right A sudoku_location +2240 /root/SHL/data_generate/merged_sudoku/sudoku_2240.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.right C sudoku_location +2241 /root/SHL/data_generate/merged_sudoku/sudoku_2241.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.bottom-right A sudoku_location +2242 /root/SHL/data_generate/merged_sudoku/sudoku_2242.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top-left A sudoku_location +2243 /root/SHL/data_generate/merged_sudoku/sudoku_2243.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-left B sudoku_location +2244 /root/SHL/data_generate/merged_sudoku/sudoku_2244.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-left C sudoku_location +2245 /root/SHL/data_generate/merged_sudoku/sudoku_2245.png What is the position of the bear or car relative to the red star? A.top-left B.top C.top-right D.bottom-left D sudoku_location +2246 /root/SHL/data_generate/merged_sudoku/sudoku_2246.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right B sudoku_location +2247 /root/SHL/data_generate/merged_sudoku/sudoku_2247.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right C sudoku_location +2248 /root/SHL/data_generate/merged_sudoku/sudoku_2248.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.bottom-left D.top C sudoku_location +2249 /root/SHL/data_generate/merged_sudoku/sudoku_2249.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom-left D sudoku_location +2250 /root/SHL/data_generate/merged_sudoku/sudoku_2250.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.top-right B sudoku_location +2251 /root/SHL/data_generate/merged_sudoku/sudoku_2251.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2252 /root/SHL/data_generate/merged_sudoku/sudoku_2252.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-left D.bottom-right C sudoku_location +2253 /root/SHL/data_generate/merged_sudoku/sudoku_2253.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right B sudoku_location +2254 /root/SHL/data_generate/merged_sudoku/sudoku_2254.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.bottom-left D sudoku_location +2255 /root/SHL/data_generate/merged_sudoku/sudoku_2255.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.right D.bottom-left D sudoku_location +2256 /root/SHL/data_generate/merged_sudoku/sudoku_2256.png What is the position of the bear or car relative to the red star? A.top B.right C.top-right D.bottom-left D sudoku_location +2257 /root/SHL/data_generate/merged_sudoku/sudoku_2257.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top A sudoku_location +2258 /root/SHL/data_generate/merged_sudoku/sudoku_2258.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.right C sudoku_location +2259 /root/SHL/data_generate/merged_sudoku/sudoku_2259.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.bottom-right B sudoku_location +2260 /root/SHL/data_generate/merged_sudoku/sudoku_2260.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-right A sudoku_location +2261 /root/SHL/data_generate/merged_sudoku/sudoku_2261.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right C sudoku_location +2262 /root/SHL/data_generate/merged_sudoku/sudoku_2262.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.top B sudoku_location +2263 /root/SHL/data_generate/merged_sudoku/sudoku_2263.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-right D.right B sudoku_location +2264 /root/SHL/data_generate/merged_sudoku/sudoku_2264.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.right B sudoku_location +2265 /root/SHL/data_generate/merged_sudoku/sudoku_2265.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right B sudoku_location +2266 /root/SHL/data_generate/merged_sudoku/sudoku_2266.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-left B sudoku_location +2267 /root/SHL/data_generate/merged_sudoku/sudoku_2267.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.top A sudoku_location +2268 /root/SHL/data_generate/merged_sudoku/sudoku_2268.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.top C sudoku_location +2269 /root/SHL/data_generate/merged_sudoku/sudoku_2269.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left A sudoku_location +2270 /root/SHL/data_generate/merged_sudoku/sudoku_2270.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.top-right B sudoku_location +2271 /root/SHL/data_generate/merged_sudoku/sudoku_2271.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.bottom-left D sudoku_location +2272 /root/SHL/data_generate/merged_sudoku/sudoku_2272.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom-left D sudoku_location +2273 /root/SHL/data_generate/merged_sudoku/sudoku_2273.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.right A sudoku_location +2274 /root/SHL/data_generate/merged_sudoku/sudoku_2274.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2275 /root/SHL/data_generate/merged_sudoku/sudoku_2275.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left D sudoku_location +2276 /root/SHL/data_generate/merged_sudoku/sudoku_2276.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.right D.top-right B sudoku_location +2277 /root/SHL/data_generate/merged_sudoku/sudoku_2277.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-right D.bottom-left D sudoku_location +2278 /root/SHL/data_generate/merged_sudoku/sudoku_2278.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.right B sudoku_location +2279 /root/SHL/data_generate/merged_sudoku/sudoku_2279.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.right B sudoku_location +2280 /root/SHL/data_generate/merged_sudoku/sudoku_2280.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.right D.bottom-left D sudoku_location +2281 /root/SHL/data_generate/merged_sudoku/sudoku_2281.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-right D.bottom-right A sudoku_location +2282 /root/SHL/data_generate/merged_sudoku/sudoku_2282.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top A sudoku_location +2283 /root/SHL/data_generate/merged_sudoku/sudoku_2283.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right B sudoku_location +2284 /root/SHL/data_generate/merged_sudoku/sudoku_2284.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.top C sudoku_location +2285 /root/SHL/data_generate/merged_sudoku/sudoku_2285.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.top D.bottom-left D sudoku_location +2286 /root/SHL/data_generate/merged_sudoku/sudoku_2286.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom-right A sudoku_location +2287 /root/SHL/data_generate/merged_sudoku/sudoku_2287.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.top-right A sudoku_location +2288 /root/SHL/data_generate/merged_sudoku/sudoku_2288.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.right C sudoku_location +2289 /root/SHL/data_generate/merged_sudoku/sudoku_2289.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top A sudoku_location +2290 /root/SHL/data_generate/merged_sudoku/sudoku_2290.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-right D.top-left A sudoku_location +2291 /root/SHL/data_generate/merged_sudoku/sudoku_2291.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.bottom-right A sudoku_location +2292 /root/SHL/data_generate/merged_sudoku/sudoku_2292.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.right C sudoku_location +2293 /root/SHL/data_generate/merged_sudoku/sudoku_2293.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.right B sudoku_location +2294 /root/SHL/data_generate/merged_sudoku/sudoku_2294.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.right A sudoku_location +2295 /root/SHL/data_generate/merged_sudoku/sudoku_2295.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.top-right C sudoku_location +2296 /root/SHL/data_generate/merged_sudoku/sudoku_2296.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.top A sudoku_location +2297 /root/SHL/data_generate/merged_sudoku/sudoku_2297.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top D.bottom-left D sudoku_location +2298 /root/SHL/data_generate/merged_sudoku/sudoku_2298.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-left D.top C sudoku_location +2299 /root/SHL/data_generate/merged_sudoku/sudoku_2299.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left D sudoku_location +2300 /root/SHL/data_generate/merged_sudoku/sudoku_2300.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left D sudoku_location +2301 /root/SHL/data_generate/merged_sudoku/sudoku_2301.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom-left D sudoku_location +2302 /root/SHL/data_generate/merged_sudoku/sudoku_2302.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-right D.top-left A sudoku_location +2303 /root/SHL/data_generate/merged_sudoku/sudoku_2303.png What is the position of the bear or car relative to the red star? A.right B.bottom-right C.top D.bottom-left D sudoku_location +2304 /root/SHL/data_generate/merged_sudoku/sudoku_2304.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-right A sudoku_location +2305 /root/SHL/data_generate/merged_sudoku/sudoku_2305.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2306 /root/SHL/data_generate/merged_sudoku/sudoku_2306.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-right A sudoku_location +2307 /root/SHL/data_generate/merged_sudoku/sudoku_2307.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top D.top-left A sudoku_location +2308 /root/SHL/data_generate/merged_sudoku/sudoku_2308.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.bottom-right D.top-left A sudoku_location +2309 /root/SHL/data_generate/merged_sudoku/sudoku_2309.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom-right A sudoku_location +2310 /root/SHL/data_generate/merged_sudoku/sudoku_2310.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom-left D sudoku_location +2311 /root/SHL/data_generate/merged_sudoku/sudoku_2311.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.top C sudoku_location +2312 /root/SHL/data_generate/merged_sudoku/sudoku_2312.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.right A sudoku_location +2313 /root/SHL/data_generate/merged_sudoku/sudoku_2313.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.bottom-left D sudoku_location +2314 /root/SHL/data_generate/merged_sudoku/sudoku_2314.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.bottom-right A sudoku_location +2315 /root/SHL/data_generate/merged_sudoku/sudoku_2315.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.top A sudoku_location +2316 /root/SHL/data_generate/merged_sudoku/sudoku_2316.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.right D.top A sudoku_location +2317 /root/SHL/data_generate/merged_sudoku/sudoku_2317.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top-right C sudoku_location +2318 /root/SHL/data_generate/merged_sudoku/sudoku_2318.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.top-right B sudoku_location +2319 /root/SHL/data_generate/merged_sudoku/sudoku_2319.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-left D.bottom-right C sudoku_location +2320 /root/SHL/data_generate/merged_sudoku/sudoku_2320.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.top C sudoku_location +2321 /root/SHL/data_generate/merged_sudoku/sudoku_2321.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.bottom-left D sudoku_location +2322 /root/SHL/data_generate/merged_sudoku/sudoku_2322.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-right C sudoku_location +2323 /root/SHL/data_generate/merged_sudoku/sudoku_2323.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top-left A sudoku_location +2324 /root/SHL/data_generate/merged_sudoku/sudoku_2324.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right A sudoku_location +2325 /root/SHL/data_generate/merged_sudoku/sudoku_2325.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.bottom-left D sudoku_location +2326 /root/SHL/data_generate/merged_sudoku/sudoku_2326.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top D.bottom-left D sudoku_location +2327 /root/SHL/data_generate/merged_sudoku/sudoku_2327.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom-right D.bottom-left D sudoku_location +2328 /root/SHL/data_generate/merged_sudoku/sudoku_2328.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right B sudoku_location +2329 /root/SHL/data_generate/merged_sudoku/sudoku_2329.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right B sudoku_location +2330 /root/SHL/data_generate/merged_sudoku/sudoku_2330.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top D.bottom-right B sudoku_location +2331 /root/SHL/data_generate/merged_sudoku/sudoku_2331.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.right D.top A sudoku_location +2332 /root/SHL/data_generate/merged_sudoku/sudoku_2332.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom-right A sudoku_location +2333 /root/SHL/data_generate/merged_sudoku/sudoku_2333.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.bottom-left D sudoku_location +2334 /root/SHL/data_generate/merged_sudoku/sudoku_2334.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.top-right B sudoku_location +2335 /root/SHL/data_generate/merged_sudoku/sudoku_2335.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top-right A sudoku_location +2336 /root/SHL/data_generate/merged_sudoku/sudoku_2336.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-right D.top-left B sudoku_location +2337 /root/SHL/data_generate/merged_sudoku/sudoku_2337.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-right D.bottom-left D sudoku_location +2338 /root/SHL/data_generate/merged_sudoku/sudoku_2338.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2339 /root/SHL/data_generate/merged_sudoku/sudoku_2339.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-left D.bottom-right C sudoku_location +2340 /root/SHL/data_generate/merged_sudoku/sudoku_2340.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.right D.top-right B sudoku_location +2341 /root/SHL/data_generate/merged_sudoku/sudoku_2341.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.right C sudoku_location +2342 /root/SHL/data_generate/merged_sudoku/sudoku_2342.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top A sudoku_location +2343 /root/SHL/data_generate/merged_sudoku/sudoku_2343.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top C sudoku_location +2344 /root/SHL/data_generate/merged_sudoku/sudoku_2344.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top D.bottom-right A sudoku_location +2345 /root/SHL/data_generate/merged_sudoku/sudoku_2345.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-left D.right C sudoku_location +2346 /root/SHL/data_generate/merged_sudoku/sudoku_2346.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-right D.bottom-left D sudoku_location +2347 /root/SHL/data_generate/merged_sudoku/sudoku_2347.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.right C sudoku_location +2348 /root/SHL/data_generate/merged_sudoku/sudoku_2348.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.top C sudoku_location +2349 /root/SHL/data_generate/merged_sudoku/sudoku_2349.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-right A sudoku_location +2350 /root/SHL/data_generate/merged_sudoku/sudoku_2350.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom-right D.bottom-left D sudoku_location +2351 /root/SHL/data_generate/merged_sudoku/sudoku_2351.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top-right A sudoku_location +2352 /root/SHL/data_generate/merged_sudoku/sudoku_2352.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.right C sudoku_location +2353 /root/SHL/data_generate/merged_sudoku/sudoku_2353.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.right D.bottom-right B sudoku_location +2354 /root/SHL/data_generate/merged_sudoku/sudoku_2354.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-right D.bottom-left D sudoku_location +2355 /root/SHL/data_generate/merged_sudoku/sudoku_2355.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom-left D sudoku_location +2356 /root/SHL/data_generate/merged_sudoku/sudoku_2356.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.top-right C sudoku_location +2357 /root/SHL/data_generate/merged_sudoku/sudoku_2357.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-right D.bottom-left D sudoku_location +2358 /root/SHL/data_generate/merged_sudoku/sudoku_2358.png What is the position of the bear or car relative to the red star? A.top-right B.right C.top-left D.bottom-left D sudoku_location +2359 /root/SHL/data_generate/merged_sudoku/sudoku_2359.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-left D.right C sudoku_location +2360 /root/SHL/data_generate/merged_sudoku/sudoku_2360.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.bottom-right A sudoku_location +2361 /root/SHL/data_generate/merged_sudoku/sudoku_2361.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.right D.bottom-right B sudoku_location +2362 /root/SHL/data_generate/merged_sudoku/sudoku_2362.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left D sudoku_location +2363 /root/SHL/data_generate/merged_sudoku/sudoku_2363.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.right A sudoku_location +2364 /root/SHL/data_generate/merged_sudoku/sudoku_2364.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.bottom-left D sudoku_location +2365 /root/SHL/data_generate/merged_sudoku/sudoku_2365.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top A sudoku_location +2366 /root/SHL/data_generate/merged_sudoku/sudoku_2366.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.right C sudoku_location +2367 /root/SHL/data_generate/merged_sudoku/sudoku_2367.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top D.top-left A sudoku_location +2368 /root/SHL/data_generate/merged_sudoku/sudoku_2368.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-right D.right B sudoku_location +2369 /root/SHL/data_generate/merged_sudoku/sudoku_2369.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.right C sudoku_location +2370 /root/SHL/data_generate/merged_sudoku/sudoku_2370.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top A sudoku_location +2371 /root/SHL/data_generate/merged_sudoku/sudoku_2371.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.right B sudoku_location +2372 /root/SHL/data_generate/merged_sudoku/sudoku_2372.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom-left D.top C sudoku_location +2373 /root/SHL/data_generate/merged_sudoku/sudoku_2373.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top C sudoku_location +2374 /root/SHL/data_generate/merged_sudoku/sudoku_2374.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.top D.bottom-left D sudoku_location +2375 /root/SHL/data_generate/merged_sudoku/sudoku_2375.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.right D.bottom-right A sudoku_location +2376 /root/SHL/data_generate/merged_sudoku/sudoku_2376.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom-right C sudoku_location +2377 /root/SHL/data_generate/merged_sudoku/sudoku_2377.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom-left D sudoku_location +2378 /root/SHL/data_generate/merged_sudoku/sudoku_2378.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom-right D.bottom-left D sudoku_location +2379 /root/SHL/data_generate/merged_sudoku/sudoku_2379.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom-left D sudoku_location +2380 /root/SHL/data_generate/merged_sudoku/sudoku_2380.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.right B sudoku_location +2381 /root/SHL/data_generate/merged_sudoku/sudoku_2381.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-left C sudoku_location +2382 /root/SHL/data_generate/merged_sudoku/sudoku_2382.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top D.bottom-right B sudoku_location +2383 /root/SHL/data_generate/merged_sudoku/sudoku_2383.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top D.right A sudoku_location +2384 /root/SHL/data_generate/merged_sudoku/sudoku_2384.png What is the position of the bear or car relative to the red star? A.bottom-right B.right C.bottom-left D.top C sudoku_location +2385 /root/SHL/data_generate/merged_sudoku/sudoku_2385.png What is the position of the bear or car relative to the red star? A.right B.bottom-left C.bottom-right D.top-right B sudoku_location +2386 /root/SHL/data_generate/merged_sudoku/sudoku_2386.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-right D.bottom-right A sudoku_location +2387 /root/SHL/data_generate/merged_sudoku/sudoku_2387.png What is the position of the bear or car relative to the red star? A.top B.top-right C.top-left D.bottom-left D sudoku_location +2388 /root/SHL/data_generate/merged_sudoku/sudoku_2388.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.top A sudoku_location +2389 /root/SHL/data_generate/merged_sudoku/sudoku_2389.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.top C sudoku_location +2390 /root/SHL/data_generate/merged_sudoku/sudoku_2390.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom-left D.bottom-right C sudoku_location +2391 /root/SHL/data_generate/merged_sudoku/sudoku_2391.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.top C sudoku_location +2392 /root/SHL/data_generate/merged_sudoku/sudoku_2392.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.right C sudoku_location +2393 /root/SHL/data_generate/merged_sudoku/sudoku_2393.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.right B sudoku_location +2394 /root/SHL/data_generate/merged_sudoku/sudoku_2394.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.right B sudoku_location +2395 /root/SHL/data_generate/merged_sudoku/sudoku_2395.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left D sudoku_location +2396 /root/SHL/data_generate/merged_sudoku/sudoku_2396.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.right C sudoku_location +2397 /root/SHL/data_generate/merged_sudoku/sudoku_2397.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.right D.top-left A sudoku_location +2398 /root/SHL/data_generate/merged_sudoku/sudoku_2398.png What is the position of the bear or car relative to the red star? A.bottom-left B.right C.top-left D.top-right A sudoku_location +2399 /root/SHL/data_generate/merged_sudoku/sudoku_2399.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top D.top-left A sudoku_location +2400 /root/SHL/data_generate/merged_sudoku/sudoku_2400.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom-left D.bottom-right C sudoku_location +2401 /root/SHL/data_generate/merged_sudoku/sudoku_2401.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.top-left C sudoku_location +2402 /root/SHL/data_generate/merged_sudoku/sudoku_2402.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.right D.left A sudoku_location +2403 /root/SHL/data_generate/merged_sudoku/sudoku_2403.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom D sudoku_location +2404 /root/SHL/data_generate/merged_sudoku/sudoku_2404.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left B sudoku_location +2405 /root/SHL/data_generate/merged_sudoku/sudoku_2405.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.left C sudoku_location +2406 /root/SHL/data_generate/merged_sudoku/sudoku_2406.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.right B sudoku_location +2407 /root/SHL/data_generate/merged_sudoku/sudoku_2407.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.right C sudoku_location +2408 /root/SHL/data_generate/merged_sudoku/sudoku_2408.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-right C sudoku_location +2409 /root/SHL/data_generate/merged_sudoku/sudoku_2409.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.top-right C sudoku_location +2410 /root/SHL/data_generate/merged_sudoku/sudoku_2410.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right A sudoku_location +2411 /root/SHL/data_generate/merged_sudoku/sudoku_2411.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-right A sudoku_location +2412 /root/SHL/data_generate/merged_sudoku/sudoku_2412.png What is the position of the bear or car relative to the red star? A.top-right B.top C.top-left D.bottom D sudoku_location +2413 /root/SHL/data_generate/merged_sudoku/sudoku_2413.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom D sudoku_location +2414 /root/SHL/data_generate/merged_sudoku/sudoku_2414.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.top A sudoku_location +2415 /root/SHL/data_generate/merged_sudoku/sudoku_2415.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top D.bottom D sudoku_location +2416 /root/SHL/data_generate/merged_sudoku/sudoku_2416.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom D.left C sudoku_location +2417 /root/SHL/data_generate/merged_sudoku/sudoku_2417.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom D sudoku_location +2418 /root/SHL/data_generate/merged_sudoku/sudoku_2418.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.bottom D sudoku_location +2419 /root/SHL/data_generate/merged_sudoku/sudoku_2419.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-right D.left B sudoku_location +2420 /root/SHL/data_generate/merged_sudoku/sudoku_2420.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom D sudoku_location +2421 /root/SHL/data_generate/merged_sudoku/sudoku_2421.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.left A sudoku_location +2422 /root/SHL/data_generate/merged_sudoku/sudoku_2422.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.top B sudoku_location +2423 /root/SHL/data_generate/merged_sudoku/sudoku_2423.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.top C sudoku_location +2424 /root/SHL/data_generate/merged_sudoku/sudoku_2424.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right C sudoku_location +2425 /root/SHL/data_generate/merged_sudoku/sudoku_2425.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.top-right C sudoku_location +2426 /root/SHL/data_generate/merged_sudoku/sudoku_2426.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.left B sudoku_location +2427 /root/SHL/data_generate/merged_sudoku/sudoku_2427.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.right C sudoku_location +2428 /root/SHL/data_generate/merged_sudoku/sudoku_2428.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.left B sudoku_location +2429 /root/SHL/data_generate/merged_sudoku/sudoku_2429.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom D sudoku_location +2430 /root/SHL/data_generate/merged_sudoku/sudoku_2430.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom D sudoku_location +2431 /root/SHL/data_generate/merged_sudoku/sudoku_2431.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.top-left B sudoku_location +2432 /root/SHL/data_generate/merged_sudoku/sudoku_2432.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.right D.top A sudoku_location +2433 /root/SHL/data_generate/merged_sudoku/sudoku_2433.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.top-left C sudoku_location +2434 /root/SHL/data_generate/merged_sudoku/sudoku_2434.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.top A sudoku_location +2435 /root/SHL/data_generate/merged_sudoku/sudoku_2435.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.right C sudoku_location +2436 /root/SHL/data_generate/merged_sudoku/sudoku_2436.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-right B sudoku_location +2437 /root/SHL/data_generate/merged_sudoku/sudoku_2437.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top D.left A sudoku_location +2438 /root/SHL/data_generate/merged_sudoku/sudoku_2438.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.top C sudoku_location +2439 /root/SHL/data_generate/merged_sudoku/sudoku_2439.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-left A sudoku_location +2440 /root/SHL/data_generate/merged_sudoku/sudoku_2440.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-right A sudoku_location +2441 /root/SHL/data_generate/merged_sudoku/sudoku_2441.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.top-right A sudoku_location +2442 /root/SHL/data_generate/merged_sudoku/sudoku_2442.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2443 /root/SHL/data_generate/merged_sudoku/sudoku_2443.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.left C sudoku_location +2444 /root/SHL/data_generate/merged_sudoku/sudoku_2444.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.top-right B sudoku_location +2445 /root/SHL/data_generate/merged_sudoku/sudoku_2445.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right A sudoku_location +2446 /root/SHL/data_generate/merged_sudoku/sudoku_2446.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.left B sudoku_location +2447 /root/SHL/data_generate/merged_sudoku/sudoku_2447.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.top A sudoku_location +2448 /root/SHL/data_generate/merged_sudoku/sudoku_2448.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right A sudoku_location +2449 /root/SHL/data_generate/merged_sudoku/sudoku_2449.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top-left A sudoku_location +2450 /root/SHL/data_generate/merged_sudoku/sudoku_2450.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left A sudoku_location +2451 /root/SHL/data_generate/merged_sudoku/sudoku_2451.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom D sudoku_location +2452 /root/SHL/data_generate/merged_sudoku/sudoku_2452.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.right B sudoku_location +2453 /root/SHL/data_generate/merged_sudoku/sudoku_2453.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.left A sudoku_location +2454 /root/SHL/data_generate/merged_sudoku/sudoku_2454.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-right C sudoku_location +2455 /root/SHL/data_generate/merged_sudoku/sudoku_2455.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right A sudoku_location +2456 /root/SHL/data_generate/merged_sudoku/sudoku_2456.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left A sudoku_location +2457 /root/SHL/data_generate/merged_sudoku/sudoku_2457.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top D.left A sudoku_location +2458 /root/SHL/data_generate/merged_sudoku/sudoku_2458.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.right C sudoku_location +2459 /root/SHL/data_generate/merged_sudoku/sudoku_2459.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.top B sudoku_location +2460 /root/SHL/data_generate/merged_sudoku/sudoku_2460.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.right B sudoku_location +2461 /root/SHL/data_generate/merged_sudoku/sudoku_2461.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-left B sudoku_location +2462 /root/SHL/data_generate/merged_sudoku/sudoku_2462.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-right A sudoku_location +2463 /root/SHL/data_generate/merged_sudoku/sudoku_2463.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-right C sudoku_location +2464 /root/SHL/data_generate/merged_sudoku/sudoku_2464.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.left B sudoku_location +2465 /root/SHL/data_generate/merged_sudoku/sudoku_2465.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top-left C sudoku_location +2466 /root/SHL/data_generate/merged_sudoku/sudoku_2466.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-right D.right A sudoku_location +2467 /root/SHL/data_generate/merged_sudoku/sudoku_2467.png What is the position of the bear or car relative to the red star? A.top-left B.top C.left D.bottom D sudoku_location +2468 /root/SHL/data_generate/merged_sudoku/sudoku_2468.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.right C sudoku_location +2469 /root/SHL/data_generate/merged_sudoku/sudoku_2469.png What is the position of the bear or car relative to the red star? A.right B.top C.top-right D.bottom D sudoku_location +2470 /root/SHL/data_generate/merged_sudoku/sudoku_2470.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom D sudoku_location +2471 /root/SHL/data_generate/merged_sudoku/sudoku_2471.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom D sudoku_location +2472 /root/SHL/data_generate/merged_sudoku/sudoku_2472.png What is the position of the bear or car relative to the red star? A.top-left B.top C.left D.bottom D sudoku_location +2473 /root/SHL/data_generate/merged_sudoku/sudoku_2473.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-right D.top-left B sudoku_location +2474 /root/SHL/data_generate/merged_sudoku/sudoku_2474.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-right C sudoku_location +2475 /root/SHL/data_generate/merged_sudoku/sudoku_2475.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.right B sudoku_location +2476 /root/SHL/data_generate/merged_sudoku/sudoku_2476.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.left C sudoku_location +2477 /root/SHL/data_generate/merged_sudoku/sudoku_2477.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.top-right B sudoku_location +2478 /root/SHL/data_generate/merged_sudoku/sudoku_2478.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right C sudoku_location +2479 /root/SHL/data_generate/merged_sudoku/sudoku_2479.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top B sudoku_location +2480 /root/SHL/data_generate/merged_sudoku/sudoku_2480.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.bottom D sudoku_location +2481 /root/SHL/data_generate/merged_sudoku/sudoku_2481.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.bottom D sudoku_location +2482 /root/SHL/data_generate/merged_sudoku/sudoku_2482.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom D sudoku_location +2483 /root/SHL/data_generate/merged_sudoku/sudoku_2483.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.top-left A sudoku_location +2484 /root/SHL/data_generate/merged_sudoku/sudoku_2484.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.left B sudoku_location +2485 /root/SHL/data_generate/merged_sudoku/sudoku_2485.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.top-left C sudoku_location +2486 /root/SHL/data_generate/merged_sudoku/sudoku_2486.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-left B sudoku_location +2487 /root/SHL/data_generate/merged_sudoku/sudoku_2487.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.left A sudoku_location +2488 /root/SHL/data_generate/merged_sudoku/sudoku_2488.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.top-right B sudoku_location +2489 /root/SHL/data_generate/merged_sudoku/sudoku_2489.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom D sudoku_location +2490 /root/SHL/data_generate/merged_sudoku/sudoku_2490.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom D sudoku_location +2491 /root/SHL/data_generate/merged_sudoku/sudoku_2491.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top D.bottom D sudoku_location +2492 /root/SHL/data_generate/merged_sudoku/sudoku_2492.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.bottom D sudoku_location +2493 /root/SHL/data_generate/merged_sudoku/sudoku_2493.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom D sudoku_location +2494 /root/SHL/data_generate/merged_sudoku/sudoku_2494.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom D sudoku_location +2495 /root/SHL/data_generate/merged_sudoku/sudoku_2495.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.top C sudoku_location +2496 /root/SHL/data_generate/merged_sudoku/sudoku_2496.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.top-left A sudoku_location +2497 /root/SHL/data_generate/merged_sudoku/sudoku_2497.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.right A sudoku_location +2498 /root/SHL/data_generate/merged_sudoku/sudoku_2498.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.left C sudoku_location +2499 /root/SHL/data_generate/merged_sudoku/sudoku_2499.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.top-left C sudoku_location +2500 /root/SHL/data_generate/merged_sudoku/sudoku_2500.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-left D.top-right B sudoku_location +2501 /root/SHL/data_generate/merged_sudoku/sudoku_2501.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-right B sudoku_location +2502 /root/SHL/data_generate/merged_sudoku/sudoku_2502.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.left A sudoku_location +2503 /root/SHL/data_generate/merged_sudoku/sudoku_2503.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.top-right B sudoku_location +2504 /root/SHL/data_generate/merged_sudoku/sudoku_2504.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.top B sudoku_location +2505 /root/SHL/data_generate/merged_sudoku/sudoku_2505.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.top-right C sudoku_location +2506 /root/SHL/data_generate/merged_sudoku/sudoku_2506.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.left B sudoku_location +2507 /root/SHL/data_generate/merged_sudoku/sudoku_2507.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right B sudoku_location +2508 /root/SHL/data_generate/merged_sudoku/sudoku_2508.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top-left C sudoku_location +2509 /root/SHL/data_generate/merged_sudoku/sudoku_2509.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom D.left C sudoku_location +2510 /root/SHL/data_generate/merged_sudoku/sudoku_2510.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-left B sudoku_location +2511 /root/SHL/data_generate/merged_sudoku/sudoku_2511.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.left A sudoku_location +2512 /root/SHL/data_generate/merged_sudoku/sudoku_2512.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-right A sudoku_location +2513 /root/SHL/data_generate/merged_sudoku/sudoku_2513.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.left C sudoku_location +2514 /root/SHL/data_generate/merged_sudoku/sudoku_2514.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left C sudoku_location +2515 /root/SHL/data_generate/merged_sudoku/sudoku_2515.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.top B sudoku_location +2516 /root/SHL/data_generate/merged_sudoku/sudoku_2516.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.left A sudoku_location +2517 /root/SHL/data_generate/merged_sudoku/sudoku_2517.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2518 /root/SHL/data_generate/merged_sudoku/sudoku_2518.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.bottom D sudoku_location +2519 /root/SHL/data_generate/merged_sudoku/sudoku_2519.png What is the position of the bear or car relative to the red star? A.right B.left C.top D.bottom D sudoku_location +2520 /root/SHL/data_generate/merged_sudoku/sudoku_2520.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.left C sudoku_location +2521 /root/SHL/data_generate/merged_sudoku/sudoku_2521.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.top C sudoku_location +2522 /root/SHL/data_generate/merged_sudoku/sudoku_2522.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.right A sudoku_location +2523 /root/SHL/data_generate/merged_sudoku/sudoku_2523.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right A sudoku_location +2524 /root/SHL/data_generate/merged_sudoku/sudoku_2524.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left C sudoku_location +2525 /root/SHL/data_generate/merged_sudoku/sudoku_2525.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.left A sudoku_location +2526 /root/SHL/data_generate/merged_sudoku/sudoku_2526.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.right C sudoku_location +2527 /root/SHL/data_generate/merged_sudoku/sudoku_2527.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.top-left C sudoku_location +2528 /root/SHL/data_generate/merged_sudoku/sudoku_2528.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.top-right B sudoku_location +2529 /root/SHL/data_generate/merged_sudoku/sudoku_2529.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom D sudoku_location +2530 /root/SHL/data_generate/merged_sudoku/sudoku_2530.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom D sudoku_location +2531 /root/SHL/data_generate/merged_sudoku/sudoku_2531.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.top-left C sudoku_location +2532 /root/SHL/data_generate/merged_sudoku/sudoku_2532.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom D sudoku_location +2533 /root/SHL/data_generate/merged_sudoku/sudoku_2533.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.left D.top A sudoku_location +2534 /root/SHL/data_generate/merged_sudoku/sudoku_2534.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top C sudoku_location +2535 /root/SHL/data_generate/merged_sudoku/sudoku_2535.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.top-left B sudoku_location +2536 /root/SHL/data_generate/merged_sudoku/sudoku_2536.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom D sudoku_location +2537 /root/SHL/data_generate/merged_sudoku/sudoku_2537.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.top-right C sudoku_location +2538 /root/SHL/data_generate/merged_sudoku/sudoku_2538.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom D sudoku_location +2539 /root/SHL/data_generate/merged_sudoku/sudoku_2539.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.left C sudoku_location +2540 /root/SHL/data_generate/merged_sudoku/sudoku_2540.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-left D.top-right A sudoku_location +2541 /root/SHL/data_generate/merged_sudoku/sudoku_2541.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left B sudoku_location +2542 /root/SHL/data_generate/merged_sudoku/sudoku_2542.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.left A sudoku_location +2543 /root/SHL/data_generate/merged_sudoku/sudoku_2543.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.top-right C sudoku_location +2544 /root/SHL/data_generate/merged_sudoku/sudoku_2544.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-left C sudoku_location +2545 /root/SHL/data_generate/merged_sudoku/sudoku_2545.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.top A sudoku_location +2546 /root/SHL/data_generate/merged_sudoku/sudoku_2546.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left C sudoku_location +2547 /root/SHL/data_generate/merged_sudoku/sudoku_2547.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top-right C sudoku_location +2548 /root/SHL/data_generate/merged_sudoku/sudoku_2548.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.left C sudoku_location +2549 /root/SHL/data_generate/merged_sudoku/sudoku_2549.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.right B sudoku_location +2550 /root/SHL/data_generate/merged_sudoku/sudoku_2550.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top B sudoku_location +2551 /root/SHL/data_generate/merged_sudoku/sudoku_2551.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.right C sudoku_location +2552 /root/SHL/data_generate/merged_sudoku/sudoku_2552.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.right D.top A sudoku_location +2553 /root/SHL/data_generate/merged_sudoku/sudoku_2553.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.top A sudoku_location +2554 /root/SHL/data_generate/merged_sudoku/sudoku_2554.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.top-right C sudoku_location +2555 /root/SHL/data_generate/merged_sudoku/sudoku_2555.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.top B sudoku_location +2556 /root/SHL/data_generate/merged_sudoku/sudoku_2556.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom D sudoku_location +2557 /root/SHL/data_generate/merged_sudoku/sudoku_2557.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right C sudoku_location +2558 /root/SHL/data_generate/merged_sudoku/sudoku_2558.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left A sudoku_location +2559 /root/SHL/data_generate/merged_sudoku/sudoku_2559.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left C sudoku_location +2560 /root/SHL/data_generate/merged_sudoku/sudoku_2560.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.top-right C sudoku_location +2561 /root/SHL/data_generate/merged_sudoku/sudoku_2561.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.top A sudoku_location +2562 /root/SHL/data_generate/merged_sudoku/sudoku_2562.png What is the position of the bear or car relative to the red star? A.top-right B.top C.left D.bottom D sudoku_location +2563 /root/SHL/data_generate/merged_sudoku/sudoku_2563.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.top-left C sudoku_location +2564 /root/SHL/data_generate/merged_sudoku/sudoku_2564.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2565 /root/SHL/data_generate/merged_sudoku/sudoku_2565.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.top C sudoku_location +2566 /root/SHL/data_generate/merged_sudoku/sudoku_2566.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left A sudoku_location +2567 /root/SHL/data_generate/merged_sudoku/sudoku_2567.png What is the position of the bear or car relative to the red star? A.right B.bottom C.left D.top B sudoku_location +2568 /root/SHL/data_generate/merged_sudoku/sudoku_2568.png What is the position of the bear or car relative to the red star? A.right B.top-right C.top-left D.bottom D sudoku_location +2569 /root/SHL/data_generate/merged_sudoku/sudoku_2569.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.bottom D sudoku_location +2570 /root/SHL/data_generate/merged_sudoku/sudoku_2570.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-right C sudoku_location +2571 /root/SHL/data_generate/merged_sudoku/sudoku_2571.png What is the position of the bear or car relative to the red star? A.top B.right C.left D.bottom D sudoku_location +2572 /root/SHL/data_generate/merged_sudoku/sudoku_2572.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.top A sudoku_location +2573 /root/SHL/data_generate/merged_sudoku/sudoku_2573.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top-left B sudoku_location +2574 /root/SHL/data_generate/merged_sudoku/sudoku_2574.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-right B sudoku_location +2575 /root/SHL/data_generate/merged_sudoku/sudoku_2575.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.left A sudoku_location +2576 /root/SHL/data_generate/merged_sudoku/sudoku_2576.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.top-left C sudoku_location +2577 /root/SHL/data_generate/merged_sudoku/sudoku_2577.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.top-right C sudoku_location +2578 /root/SHL/data_generate/merged_sudoku/sudoku_2578.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.bottom D sudoku_location +2579 /root/SHL/data_generate/merged_sudoku/sudoku_2579.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top C sudoku_location +2580 /root/SHL/data_generate/merged_sudoku/sudoku_2580.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.right C sudoku_location +2581 /root/SHL/data_generate/merged_sudoku/sudoku_2581.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.top-right C sudoku_location +2582 /root/SHL/data_generate/merged_sudoku/sudoku_2582.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.top-right A sudoku_location +2583 /root/SHL/data_generate/merged_sudoku/sudoku_2583.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.top-right B sudoku_location +2584 /root/SHL/data_generate/merged_sudoku/sudoku_2584.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom D sudoku_location +2585 /root/SHL/data_generate/merged_sudoku/sudoku_2585.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-left A sudoku_location +2586 /root/SHL/data_generate/merged_sudoku/sudoku_2586.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-left A sudoku_location +2587 /root/SHL/data_generate/merged_sudoku/sudoku_2587.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.top-right B sudoku_location +2588 /root/SHL/data_generate/merged_sudoku/sudoku_2588.png What is the position of the bear or car relative to the red star? A.top-left B.top C.right D.bottom D sudoku_location +2589 /root/SHL/data_generate/merged_sudoku/sudoku_2589.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-right D.left A sudoku_location +2590 /root/SHL/data_generate/merged_sudoku/sudoku_2590.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2591 /root/SHL/data_generate/merged_sudoku/sudoku_2591.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.right B sudoku_location +2592 /root/SHL/data_generate/merged_sudoku/sudoku_2592.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-right A sudoku_location +2593 /root/SHL/data_generate/merged_sudoku/sudoku_2593.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top-left A sudoku_location +2594 /root/SHL/data_generate/merged_sudoku/sudoku_2594.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.left D.top A sudoku_location +2595 /root/SHL/data_generate/merged_sudoku/sudoku_2595.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left C sudoku_location +2596 /root/SHL/data_generate/merged_sudoku/sudoku_2596.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.left C sudoku_location +2597 /root/SHL/data_generate/merged_sudoku/sudoku_2597.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top D.top-left A sudoku_location +2598 /root/SHL/data_generate/merged_sudoku/sudoku_2598.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.right D.bottom D sudoku_location +2599 /root/SHL/data_generate/merged_sudoku/sudoku_2599.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top A sudoku_location +2600 /root/SHL/data_generate/merged_sudoku/sudoku_2600.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.right C sudoku_location +2601 /root/SHL/data_generate/merged_sudoku/sudoku_2601.png What is the position of the bear or car relative to the red star? A.right B.left C.top-left D.bottom D sudoku_location +2602 /root/SHL/data_generate/merged_sudoku/sudoku_2602.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left C sudoku_location +2603 /root/SHL/data_generate/merged_sudoku/sudoku_2603.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.left B sudoku_location +2604 /root/SHL/data_generate/merged_sudoku/sudoku_2604.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom D.left C sudoku_location +2605 /root/SHL/data_generate/merged_sudoku/sudoku_2605.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.top-right B sudoku_location +2606 /root/SHL/data_generate/merged_sudoku/sudoku_2606.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.top-left B sudoku_location +2607 /root/SHL/data_generate/merged_sudoku/sudoku_2607.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top D.right A sudoku_location +2608 /root/SHL/data_generate/merged_sudoku/sudoku_2608.png What is the position of the bear or car relative to the red star? A.top B.left C.right D.bottom D sudoku_location +2609 /root/SHL/data_generate/merged_sudoku/sudoku_2609.png What is the position of the bear or car relative to the red star? A.top B.top-left C.right D.bottom D sudoku_location +2610 /root/SHL/data_generate/merged_sudoku/sudoku_2610.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-left D.top-right B sudoku_location +2611 /root/SHL/data_generate/merged_sudoku/sudoku_2611.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left A sudoku_location +2612 /root/SHL/data_generate/merged_sudoku/sudoku_2612.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.top D.bottom D sudoku_location +2613 /root/SHL/data_generate/merged_sudoku/sudoku_2613.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top D.top-right A sudoku_location +2614 /root/SHL/data_generate/merged_sudoku/sudoku_2614.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom D sudoku_location +2615 /root/SHL/data_generate/merged_sudoku/sudoku_2615.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.top-left A sudoku_location +2616 /root/SHL/data_generate/merged_sudoku/sudoku_2616.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.left D.top-left B sudoku_location +2617 /root/SHL/data_generate/merged_sudoku/sudoku_2617.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.left A sudoku_location +2618 /root/SHL/data_generate/merged_sudoku/sudoku_2618.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right C sudoku_location +2619 /root/SHL/data_generate/merged_sudoku/sudoku_2619.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom D sudoku_location +2620 /root/SHL/data_generate/merged_sudoku/sudoku_2620.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.top B sudoku_location +2621 /root/SHL/data_generate/merged_sudoku/sudoku_2621.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top D.bottom D sudoku_location +2622 /root/SHL/data_generate/merged_sudoku/sudoku_2622.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom D.left C sudoku_location +2623 /root/SHL/data_generate/merged_sudoku/sudoku_2623.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-left A sudoku_location +2624 /root/SHL/data_generate/merged_sudoku/sudoku_2624.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2625 /root/SHL/data_generate/merged_sudoku/sudoku_2625.png What is the position of the bear or car relative to the red star? A.top-left B.left C.right D.bottom D sudoku_location +2626 /root/SHL/data_generate/merged_sudoku/sudoku_2626.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.top-right A sudoku_location +2627 /root/SHL/data_generate/merged_sudoku/sudoku_2627.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right C sudoku_location +2628 /root/SHL/data_generate/merged_sudoku/sudoku_2628.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.left A sudoku_location +2629 /root/SHL/data_generate/merged_sudoku/sudoku_2629.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.top C sudoku_location +2630 /root/SHL/data_generate/merged_sudoku/sudoku_2630.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.right B sudoku_location +2631 /root/SHL/data_generate/merged_sudoku/sudoku_2631.png What is the position of the bear or car relative to the red star? A.right B.top C.top-right D.bottom D sudoku_location +2632 /root/SHL/data_generate/merged_sudoku/sudoku_2632.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left B sudoku_location +2633 /root/SHL/data_generate/merged_sudoku/sudoku_2633.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom D sudoku_location +2634 /root/SHL/data_generate/merged_sudoku/sudoku_2634.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top D.top-right A sudoku_location +2635 /root/SHL/data_generate/merged_sudoku/sudoku_2635.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom D sudoku_location +2636 /root/SHL/data_generate/merged_sudoku/sudoku_2636.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.right B sudoku_location +2637 /root/SHL/data_generate/merged_sudoku/sudoku_2637.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-right D.top-left A sudoku_location +2638 /root/SHL/data_generate/merged_sudoku/sudoku_2638.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.right C sudoku_location +2639 /root/SHL/data_generate/merged_sudoku/sudoku_2639.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.right C sudoku_location +2640 /root/SHL/data_generate/merged_sudoku/sudoku_2640.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.left D.bottom D sudoku_location +2641 /root/SHL/data_generate/merged_sudoku/sudoku_2641.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-right D.top-left A sudoku_location +2642 /root/SHL/data_generate/merged_sudoku/sudoku_2642.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.top B sudoku_location +2643 /root/SHL/data_generate/merged_sudoku/sudoku_2643.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top-right D.bottom D sudoku_location +2644 /root/SHL/data_generate/merged_sudoku/sudoku_2644.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom D.left C sudoku_location +2645 /root/SHL/data_generate/merged_sudoku/sudoku_2645.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.right B sudoku_location +2646 /root/SHL/data_generate/merged_sudoku/sudoku_2646.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-right C sudoku_location +2647 /root/SHL/data_generate/merged_sudoku/sudoku_2647.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left A sudoku_location +2648 /root/SHL/data_generate/merged_sudoku/sudoku_2648.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.left B sudoku_location +2649 /root/SHL/data_generate/merged_sudoku/sudoku_2649.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.top B sudoku_location +2650 /root/SHL/data_generate/merged_sudoku/sudoku_2650.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom D sudoku_location +2651 /root/SHL/data_generate/merged_sudoku/sudoku_2651.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.right C sudoku_location +2652 /root/SHL/data_generate/merged_sudoku/sudoku_2652.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.top A sudoku_location +2653 /root/SHL/data_generate/merged_sudoku/sudoku_2653.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top A sudoku_location +2654 /root/SHL/data_generate/merged_sudoku/sudoku_2654.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.left C sudoku_location +2655 /root/SHL/data_generate/merged_sudoku/sudoku_2655.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top A sudoku_location +2656 /root/SHL/data_generate/merged_sudoku/sudoku_2656.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-right D.left B sudoku_location +2657 /root/SHL/data_generate/merged_sudoku/sudoku_2657.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.left B sudoku_location +2658 /root/SHL/data_generate/merged_sudoku/sudoku_2658.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.right B sudoku_location +2659 /root/SHL/data_generate/merged_sudoku/sudoku_2659.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.left B sudoku_location +2660 /root/SHL/data_generate/merged_sudoku/sudoku_2660.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom D sudoku_location +2661 /root/SHL/data_generate/merged_sudoku/sudoku_2661.png What is the position of the bear or car relative to the red star? A.top-right B.top C.top-left D.bottom D sudoku_location +2662 /root/SHL/data_generate/merged_sudoku/sudoku_2662.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.right C sudoku_location +2663 /root/SHL/data_generate/merged_sudoku/sudoku_2663.png What is the position of the bear or car relative to the red star? A.top B.right C.top-left D.bottom D sudoku_location +2664 /root/SHL/data_generate/merged_sudoku/sudoku_2664.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top C sudoku_location +2665 /root/SHL/data_generate/merged_sudoku/sudoku_2665.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.top-right C sudoku_location +2666 /root/SHL/data_generate/merged_sudoku/sudoku_2666.png What is the position of the bear or car relative to the red star? A.bottom B.top C.right D.top-right A sudoku_location +2667 /root/SHL/data_generate/merged_sudoku/sudoku_2667.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.bottom D sudoku_location +2668 /root/SHL/data_generate/merged_sudoku/sudoku_2668.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top D.left A sudoku_location +2669 /root/SHL/data_generate/merged_sudoku/sudoku_2669.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left C sudoku_location +2670 /root/SHL/data_generate/merged_sudoku/sudoku_2670.png What is the position of the bear or car relative to the red star? A.left B.right C.top-right D.bottom D sudoku_location +2671 /root/SHL/data_generate/merged_sudoku/sudoku_2671.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left A sudoku_location +2672 /root/SHL/data_generate/merged_sudoku/sudoku_2672.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.top B sudoku_location +2673 /root/SHL/data_generate/merged_sudoku/sudoku_2673.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.top B sudoku_location +2674 /root/SHL/data_generate/merged_sudoku/sudoku_2674.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.top C sudoku_location +2675 /root/SHL/data_generate/merged_sudoku/sudoku_2675.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-right D.top-left A sudoku_location +2676 /root/SHL/data_generate/merged_sudoku/sudoku_2676.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top-left A sudoku_location +2677 /root/SHL/data_generate/merged_sudoku/sudoku_2677.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.left A sudoku_location +2678 /root/SHL/data_generate/merged_sudoku/sudoku_2678.png What is the position of the bear or car relative to the red star? A.top B.top-right C.left D.bottom D sudoku_location +2679 /root/SHL/data_generate/merged_sudoku/sudoku_2679.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.top B sudoku_location +2680 /root/SHL/data_generate/merged_sudoku/sudoku_2680.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.top-left C sudoku_location +2681 /root/SHL/data_generate/merged_sudoku/sudoku_2681.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.right C sudoku_location +2682 /root/SHL/data_generate/merged_sudoku/sudoku_2682.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.top-left A sudoku_location +2683 /root/SHL/data_generate/merged_sudoku/sudoku_2683.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.right C sudoku_location +2684 /root/SHL/data_generate/merged_sudoku/sudoku_2684.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right A sudoku_location +2685 /root/SHL/data_generate/merged_sudoku/sudoku_2685.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom D sudoku_location +2686 /root/SHL/data_generate/merged_sudoku/sudoku_2686.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.right D.left A sudoku_location +2687 /root/SHL/data_generate/merged_sudoku/sudoku_2687.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2688 /root/SHL/data_generate/merged_sudoku/sudoku_2688.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.top-right C sudoku_location +2689 /root/SHL/data_generate/merged_sudoku/sudoku_2689.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.right C sudoku_location +2690 /root/SHL/data_generate/merged_sudoku/sudoku_2690.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top-right D.left A sudoku_location +2691 /root/SHL/data_generate/merged_sudoku/sudoku_2691.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.top-right C sudoku_location +2692 /root/SHL/data_generate/merged_sudoku/sudoku_2692.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top D.bottom D sudoku_location +2693 /root/SHL/data_generate/merged_sudoku/sudoku_2693.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-left D.top-right B sudoku_location +2694 /root/SHL/data_generate/merged_sudoku/sudoku_2694.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.right C sudoku_location +2695 /root/SHL/data_generate/merged_sudoku/sudoku_2695.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left C sudoku_location +2696 /root/SHL/data_generate/merged_sudoku/sudoku_2696.png What is the position of the bear or car relative to the red star? A.left B.right C.top-left D.bottom D sudoku_location +2697 /root/SHL/data_generate/merged_sudoku/sudoku_2697.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.bottom D sudoku_location +2698 /root/SHL/data_generate/merged_sudoku/sudoku_2698.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.right A sudoku_location +2699 /root/SHL/data_generate/merged_sudoku/sudoku_2699.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.left D.top-right B sudoku_location +2700 /root/SHL/data_generate/merged_sudoku/sudoku_2700.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.top C sudoku_location +2701 /root/SHL/data_generate/merged_sudoku/sudoku_2701.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.left B sudoku_location +2702 /root/SHL/data_generate/merged_sudoku/sudoku_2702.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.top-right C sudoku_location +2703 /root/SHL/data_generate/merged_sudoku/sudoku_2703.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top D.bottom D sudoku_location +2704 /root/SHL/data_generate/merged_sudoku/sudoku_2704.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left C sudoku_location +2705 /root/SHL/data_generate/merged_sudoku/sudoku_2705.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.top-left C sudoku_location +2706 /root/SHL/data_generate/merged_sudoku/sudoku_2706.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.right A sudoku_location +2707 /root/SHL/data_generate/merged_sudoku/sudoku_2707.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom D sudoku_location +2708 /root/SHL/data_generate/merged_sudoku/sudoku_2708.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom D.right C sudoku_location +2709 /root/SHL/data_generate/merged_sudoku/sudoku_2709.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.bottom D sudoku_location +2710 /root/SHL/data_generate/merged_sudoku/sudoku_2710.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-right D.right A sudoku_location +2711 /root/SHL/data_generate/merged_sudoku/sudoku_2711.png What is the position of the bear or car relative to the red star? A.top B.bottom C.left D.top-right B sudoku_location +2712 /root/SHL/data_generate/merged_sudoku/sudoku_2712.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom D sudoku_location +2713 /root/SHL/data_generate/merged_sudoku/sudoku_2713.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.left D.right A sudoku_location +2714 /root/SHL/data_generate/merged_sudoku/sudoku_2714.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom D.right C sudoku_location +2715 /root/SHL/data_generate/merged_sudoku/sudoku_2715.png What is the position of the bear or car relative to the red star? A.top-left B.right C.bottom D.top-right C sudoku_location +2716 /root/SHL/data_generate/merged_sudoku/sudoku_2716.png What is the position of the bear or car relative to the red star? A.top-left B.right C.left D.bottom D sudoku_location +2717 /root/SHL/data_generate/merged_sudoku/sudoku_2717.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top D.left A sudoku_location +2718 /root/SHL/data_generate/merged_sudoku/sudoku_2718.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top D.top-left B sudoku_location +2719 /root/SHL/data_generate/merged_sudoku/sudoku_2719.png What is the position of the bear or car relative to the red star? A.bottom B.left C.right D.top-right A sudoku_location +2720 /root/SHL/data_generate/merged_sudoku/sudoku_2720.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.top-left A sudoku_location +2721 /root/SHL/data_generate/merged_sudoku/sudoku_2721.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top C sudoku_location +2722 /root/SHL/data_generate/merged_sudoku/sudoku_2722.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2723 /root/SHL/data_generate/merged_sudoku/sudoku_2723.png What is the position of the bear or car relative to the red star? A.left B.right C.bottom D.top-left C sudoku_location +2724 /root/SHL/data_generate/merged_sudoku/sudoku_2724.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom D.top-right C sudoku_location +2725 /root/SHL/data_generate/merged_sudoku/sudoku_2725.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.top A sudoku_location +2726 /root/SHL/data_generate/merged_sudoku/sudoku_2726.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top-right D.bottom D sudoku_location +2727 /root/SHL/data_generate/merged_sudoku/sudoku_2727.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom D sudoku_location +2728 /root/SHL/data_generate/merged_sudoku/sudoku_2728.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.top-right C sudoku_location +2729 /root/SHL/data_generate/merged_sudoku/sudoku_2729.png What is the position of the bear or car relative to the red star? A.right B.top-left C.top D.bottom D sudoku_location +2730 /root/SHL/data_generate/merged_sudoku/sudoku_2730.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top-left B sudoku_location +2731 /root/SHL/data_generate/merged_sudoku/sudoku_2731.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.bottom D sudoku_location +2732 /root/SHL/data_generate/merged_sudoku/sudoku_2732.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top D.top-left B sudoku_location +2733 /root/SHL/data_generate/merged_sudoku/sudoku_2733.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.right B sudoku_location +2734 /root/SHL/data_generate/merged_sudoku/sudoku_2734.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-right D.top-left B sudoku_location +2735 /root/SHL/data_generate/merged_sudoku/sudoku_2735.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top D.bottom D sudoku_location +2736 /root/SHL/data_generate/merged_sudoku/sudoku_2736.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom D sudoku_location +2737 /root/SHL/data_generate/merged_sudoku/sudoku_2737.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.top-right A sudoku_location +2738 /root/SHL/data_generate/merged_sudoku/sudoku_2738.png What is the position of the bear or car relative to the red star? A.right B.left C.bottom D.top-left C sudoku_location +2739 /root/SHL/data_generate/merged_sudoku/sudoku_2739.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.left D.top A sudoku_location +2740 /root/SHL/data_generate/merged_sudoku/sudoku_2740.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.right D.left B sudoku_location +2741 /root/SHL/data_generate/merged_sudoku/sudoku_2741.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.right C sudoku_location +2742 /root/SHL/data_generate/merged_sudoku/sudoku_2742.png What is the position of the bear or car relative to the red star? A.right B.top-left C.left D.bottom D sudoku_location +2743 /root/SHL/data_generate/merged_sudoku/sudoku_2743.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom D.top-left C sudoku_location +2744 /root/SHL/data_generate/merged_sudoku/sudoku_2744.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.left C sudoku_location +2745 /root/SHL/data_generate/merged_sudoku/sudoku_2745.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-left D.right B sudoku_location +2746 /root/SHL/data_generate/merged_sudoku/sudoku_2746.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.right D.left B sudoku_location +2747 /root/SHL/data_generate/merged_sudoku/sudoku_2747.png What is the position of the bear or car relative to the red star? A.top-right B.right C.bottom D.top C sudoku_location +2748 /root/SHL/data_generate/merged_sudoku/sudoku_2748.png What is the position of the bear or car relative to the red star? A.right B.top-right C.left D.bottom D sudoku_location +2749 /root/SHL/data_generate/merged_sudoku/sudoku_2749.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right A sudoku_location +2750 /root/SHL/data_generate/merged_sudoku/sudoku_2750.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom D.top-left C sudoku_location +2751 /root/SHL/data_generate/merged_sudoku/sudoku_2751.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top-left A sudoku_location +2752 /root/SHL/data_generate/merged_sudoku/sudoku_2752.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom D sudoku_location +2753 /root/SHL/data_generate/merged_sudoku/sudoku_2753.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.left C sudoku_location +2754 /root/SHL/data_generate/merged_sudoku/sudoku_2754.png What is the position of the bear or car relative to the red star? A.right B.top-left C.bottom D.top-right C sudoku_location +2755 /root/SHL/data_generate/merged_sudoku/sudoku_2755.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom D.top-right C sudoku_location +2756 /root/SHL/data_generate/merged_sudoku/sudoku_2756.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top-right D.right B sudoku_location +2757 /root/SHL/data_generate/merged_sudoku/sudoku_2757.png What is the position of the bear or car relative to the red star? A.left B.bottom C.right D.top B sudoku_location +2758 /root/SHL/data_generate/merged_sudoku/sudoku_2758.png What is the position of the bear or car relative to the red star? A.left B.top-left C.right D.bottom D sudoku_location +2759 /root/SHL/data_generate/merged_sudoku/sudoku_2759.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.top-right A sudoku_location +2760 /root/SHL/data_generate/merged_sudoku/sudoku_2760.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right A sudoku_location +2761 /root/SHL/data_generate/merged_sudoku/sudoku_2761.png What is the position of the bear or car relative to the red star? A.bottom B.right C.top-right D.top A sudoku_location +2762 /root/SHL/data_generate/merged_sudoku/sudoku_2762.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.top D.top-right A sudoku_location +2763 /root/SHL/data_generate/merged_sudoku/sudoku_2763.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom D.right C sudoku_location +2764 /root/SHL/data_generate/merged_sudoku/sudoku_2764.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top-left D.right B sudoku_location +2765 /root/SHL/data_generate/merged_sudoku/sudoku_2765.png What is the position of the bear or car relative to the red star? A.top-left B.right C.top-right D.bottom D sudoku_location +2766 /root/SHL/data_generate/merged_sudoku/sudoku_2766.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.top-left D.top A sudoku_location +2767 /root/SHL/data_generate/merged_sudoku/sudoku_2767.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top D.top-left A sudoku_location +2768 /root/SHL/data_generate/merged_sudoku/sudoku_2768.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.top-right A sudoku_location +2769 /root/SHL/data_generate/merged_sudoku/sudoku_2769.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom D sudoku_location +2770 /root/SHL/data_generate/merged_sudoku/sudoku_2770.png What is the position of the bear or car relative to the red star? A.top-left B.bottom C.top D.left B sudoku_location +2771 /root/SHL/data_generate/merged_sudoku/sudoku_2771.png What is the position of the bear or car relative to the red star? A.bottom B.top C.top-left D.left A sudoku_location +2772 /root/SHL/data_generate/merged_sudoku/sudoku_2772.png What is the position of the bear or car relative to the red star? A.left B.top-left C.right D.bottom D sudoku_location +2773 /root/SHL/data_generate/merged_sudoku/sudoku_2773.png What is the position of the bear or car relative to the red star? A.bottom B.top-left C.right D.top-right A sudoku_location +2774 /root/SHL/data_generate/merged_sudoku/sudoku_2774.png What is the position of the bear or car relative to the red star? A.bottom B.top-right C.left D.top A sudoku_location +2775 /root/SHL/data_generate/merged_sudoku/sudoku_2775.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top-right A sudoku_location +2776 /root/SHL/data_generate/merged_sudoku/sudoku_2776.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-left C sudoku_location +2777 /root/SHL/data_generate/merged_sudoku/sudoku_2777.png What is the position of the bear or car relative to the red star? A.top-right B.bottom C.top D.left B sudoku_location +2778 /root/SHL/data_generate/merged_sudoku/sudoku_2778.png What is the position of the bear or car relative to the red star? A.right B.top C.bottom D.top-right C sudoku_location +2779 /root/SHL/data_generate/merged_sudoku/sudoku_2779.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-left C sudoku_location +2780 /root/SHL/data_generate/merged_sudoku/sudoku_2780.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-right D.left B sudoku_location +2781 /root/SHL/data_generate/merged_sudoku/sudoku_2781.png What is the position of the bear or car relative to the red star? A.right B.bottom C.top-right D.top B sudoku_location +2782 /root/SHL/data_generate/merged_sudoku/sudoku_2782.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom D sudoku_location +2783 /root/SHL/data_generate/merged_sudoku/sudoku_2783.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom D.top-left C sudoku_location +2784 /root/SHL/data_generate/merged_sudoku/sudoku_2784.png What is the position of the bear or car relative to the red star? A.left B.top-right C.right D.bottom D sudoku_location +2785 /root/SHL/data_generate/merged_sudoku/sudoku_2785.png What is the position of the bear or car relative to the red star? A.right B.top-right C.bottom D.top C sudoku_location +2786 /root/SHL/data_generate/merged_sudoku/sudoku_2786.png What is the position of the bear or car relative to the red star? A.left B.bottom C.top-left D.top-right B sudoku_location +2787 /root/SHL/data_generate/merged_sudoku/sudoku_2787.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom D.top-right C sudoku_location +2788 /root/SHL/data_generate/merged_sudoku/sudoku_2788.png What is the position of the bear or car relative to the red star? A.top-right B.top C.right D.bottom D sudoku_location +2789 /root/SHL/data_generate/merged_sudoku/sudoku_2789.png What is the position of the bear or car relative to the red star? A.bottom B.left C.top-left D.top A sudoku_location +2790 /root/SHL/data_generate/merged_sudoku/sudoku_2790.png What is the position of the bear or car relative to the red star? A.bottom B.top C.left D.right A sudoku_location +2791 /root/SHL/data_generate/merged_sudoku/sudoku_2791.png What is the position of the bear or car relative to the red star? A.bottom B.right C.left D.top A sudoku_location +2792 /root/SHL/data_generate/merged_sudoku/sudoku_2792.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom D.top-right C sudoku_location +2793 /root/SHL/data_generate/merged_sudoku/sudoku_2793.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom D.left C sudoku_location +2794 /root/SHL/data_generate/merged_sudoku/sudoku_2794.png What is the position of the bear or car relative to the red star? A.top-left B.top C.left D.bottom D sudoku_location +2795 /root/SHL/data_generate/merged_sudoku/sudoku_2795.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top D.bottom D sudoku_location +2796 /root/SHL/data_generate/merged_sudoku/sudoku_2796.png What is the position of the bear or car relative to the red star? A.left B.right C.top D.bottom D sudoku_location +2797 /root/SHL/data_generate/merged_sudoku/sudoku_2797.png What is the position of the bear or car relative to the red star? A.top B.bottom C.right D.left B sudoku_location +2798 /root/SHL/data_generate/merged_sudoku/sudoku_2798.png What is the position of the bear or car relative to the red star? A.left B.top C.right D.bottom D sudoku_location +2799 /root/SHL/data_generate/merged_sudoku/sudoku_2799.png What is the position of the bear or car relative to the red star? A.top B.right C.bottom D.top-left C sudoku_location +2800 /root/SHL/data_generate/merged_sudoku/sudoku_2800.png What is the position of the bear or car relative to the red star? A.top B.bottom C.top-left D.top-right B sudoku_location +2801 /root/SHL/data_generate/merged_sudoku/sudoku_2801.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left A sudoku_location +2802 /root/SHL/data_generate/merged_sudoku/sudoku_2802.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.left B sudoku_location +2803 /root/SHL/data_generate/merged_sudoku/sudoku_2803.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.top-left A sudoku_location +2804 /root/SHL/data_generate/merged_sudoku/sudoku_2804.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.top-right A sudoku_location +2805 /root/SHL/data_generate/merged_sudoku/sudoku_2805.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.top A sudoku_location +2806 /root/SHL/data_generate/merged_sudoku/sudoku_2806.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-right B sudoku_location +2807 /root/SHL/data_generate/merged_sudoku/sudoku_2807.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.left C sudoku_location +2808 /root/SHL/data_generate/merged_sudoku/sudoku_2808.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.bottom-right D sudoku_location +2809 /root/SHL/data_generate/merged_sudoku/sudoku_2809.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-left B sudoku_location +2810 /root/SHL/data_generate/merged_sudoku/sudoku_2810.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.bottom-right D sudoku_location +2811 /root/SHL/data_generate/merged_sudoku/sudoku_2811.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-right A sudoku_location +2812 /root/SHL/data_generate/merged_sudoku/sudoku_2812.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom-right D sudoku_location +2813 /root/SHL/data_generate/merged_sudoku/sudoku_2813.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.left C sudoku_location +2814 /root/SHL/data_generate/merged_sudoku/sudoku_2814.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-left D.bottom-left B sudoku_location +2815 /root/SHL/data_generate/merged_sudoku/sudoku_2815.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.left A sudoku_location +2816 /root/SHL/data_generate/merged_sudoku/sudoku_2816.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left A sudoku_location +2817 /root/SHL/data_generate/merged_sudoku/sudoku_2817.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.top-left B sudoku_location +2818 /root/SHL/data_generate/merged_sudoku/sudoku_2818.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.top-right C sudoku_location +2819 /root/SHL/data_generate/merged_sudoku/sudoku_2819.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.top-right A sudoku_location +2820 /root/SHL/data_generate/merged_sudoku/sudoku_2820.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.bottom-left C sudoku_location +2821 /root/SHL/data_generate/merged_sudoku/sudoku_2821.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.left B sudoku_location +2822 /root/SHL/data_generate/merged_sudoku/sudoku_2822.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-left D.bottom-left B sudoku_location +2823 /root/SHL/data_generate/merged_sudoku/sudoku_2823.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.left B sudoku_location +2824 /root/SHL/data_generate/merged_sudoku/sudoku_2824.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.left D.top-right A sudoku_location +2825 /root/SHL/data_generate/merged_sudoku/sudoku_2825.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.left D.top-right B sudoku_location +2826 /root/SHL/data_generate/merged_sudoku/sudoku_2826.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.top D.bottom-right D sudoku_location +2827 /root/SHL/data_generate/merged_sudoku/sudoku_2827.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top-left C sudoku_location +2828 /root/SHL/data_generate/merged_sudoku/sudoku_2828.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.bottom-right D.top-right C sudoku_location +2829 /root/SHL/data_generate/merged_sudoku/sudoku_2829.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.top-right A sudoku_location +2830 /root/SHL/data_generate/merged_sudoku/sudoku_2830.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom-right D sudoku_location +2831 /root/SHL/data_generate/merged_sudoku/sudoku_2831.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-right C sudoku_location +2832 /root/SHL/data_generate/merged_sudoku/sudoku_2832.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right D sudoku_location +2833 /root/SHL/data_generate/merged_sudoku/sudoku_2833.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.bottom-left B sudoku_location +2834 /root/SHL/data_generate/merged_sudoku/sudoku_2834.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.top B sudoku_location +2835 /root/SHL/data_generate/merged_sudoku/sudoku_2835.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.bottom-left B sudoku_location +2836 /root/SHL/data_generate/merged_sudoku/sudoku_2836.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.top-left B sudoku_location +2837 /root/SHL/data_generate/merged_sudoku/sudoku_2837.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.left A sudoku_location +2838 /root/SHL/data_generate/merged_sudoku/sudoku_2838.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.bottom-right D sudoku_location +2839 /root/SHL/data_generate/merged_sudoku/sudoku_2839.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.left C sudoku_location +2840 /root/SHL/data_generate/merged_sudoku/sudoku_2840.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.left D.top-right B sudoku_location +2841 /root/SHL/data_generate/merged_sudoku/sudoku_2841.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +2842 /root/SHL/data_generate/merged_sudoku/sudoku_2842.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top B sudoku_location +2843 /root/SHL/data_generate/merged_sudoku/sudoku_2843.png What is the position of the bear or car relative to the red star? A.top B.left C.top-right D.bottom-right D sudoku_location +2844 /root/SHL/data_generate/merged_sudoku/sudoku_2844.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left B sudoku_location +2845 /root/SHL/data_generate/merged_sudoku/sudoku_2845.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.left C sudoku_location +2846 /root/SHL/data_generate/merged_sudoku/sudoku_2846.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-left B sudoku_location +2847 /root/SHL/data_generate/merged_sudoku/sudoku_2847.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left B sudoku_location +2848 /root/SHL/data_generate/merged_sudoku/sudoku_2848.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.top-left B sudoku_location +2849 /root/SHL/data_generate/merged_sudoku/sudoku_2849.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top-left C sudoku_location +2850 /root/SHL/data_generate/merged_sudoku/sudoku_2850.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-left B sudoku_location +2851 /root/SHL/data_generate/merged_sudoku/sudoku_2851.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.bottom-right D sudoku_location +2852 /root/SHL/data_generate/merged_sudoku/sudoku_2852.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.bottom-right D sudoku_location +2853 /root/SHL/data_generate/merged_sudoku/sudoku_2853.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom-left D.top A sudoku_location +2854 /root/SHL/data_generate/merged_sudoku/sudoku_2854.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top A sudoku_location +2855 /root/SHL/data_generate/merged_sudoku/sudoku_2855.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-left C sudoku_location +2856 /root/SHL/data_generate/merged_sudoku/sudoku_2856.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-left B sudoku_location +2857 /root/SHL/data_generate/merged_sudoku/sudoku_2857.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.top-left C sudoku_location +2858 /root/SHL/data_generate/merged_sudoku/sudoku_2858.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.top B sudoku_location +2859 /root/SHL/data_generate/merged_sudoku/sudoku_2859.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top C sudoku_location +2860 /root/SHL/data_generate/merged_sudoku/sudoku_2860.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-right D.bottom-left B sudoku_location +2861 /root/SHL/data_generate/merged_sudoku/sudoku_2861.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.top A sudoku_location +2862 /root/SHL/data_generate/merged_sudoku/sudoku_2862.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.top-right C sudoku_location +2863 /root/SHL/data_generate/merged_sudoku/sudoku_2863.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom-left B sudoku_location +2864 /root/SHL/data_generate/merged_sudoku/sudoku_2864.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.left D.bottom-right D sudoku_location +2865 /root/SHL/data_generate/merged_sudoku/sudoku_2865.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.top-right A sudoku_location +2866 /root/SHL/data_generate/merged_sudoku/sudoku_2866.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +2867 /root/SHL/data_generate/merged_sudoku/sudoku_2867.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.left B sudoku_location +2868 /root/SHL/data_generate/merged_sudoku/sudoku_2868.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left B sudoku_location +2869 /root/SHL/data_generate/merged_sudoku/sudoku_2869.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.top-right A sudoku_location +2870 /root/SHL/data_generate/merged_sudoku/sudoku_2870.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top-right B sudoku_location +2871 /root/SHL/data_generate/merged_sudoku/sudoku_2871.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right B sudoku_location +2872 /root/SHL/data_generate/merged_sudoku/sudoku_2872.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.top C sudoku_location +2873 /root/SHL/data_generate/merged_sudoku/sudoku_2873.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.top B sudoku_location +2874 /root/SHL/data_generate/merged_sudoku/sudoku_2874.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +2875 /root/SHL/data_generate/merged_sudoku/sudoku_2875.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right C sudoku_location +2876 /root/SHL/data_generate/merged_sudoku/sudoku_2876.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.left C sudoku_location +2877 /root/SHL/data_generate/merged_sudoku/sudoku_2877.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.bottom-left C sudoku_location +2878 /root/SHL/data_generate/merged_sudoku/sudoku_2878.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.left A sudoku_location +2879 /root/SHL/data_generate/merged_sudoku/sudoku_2879.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.bottom-left B sudoku_location +2880 /root/SHL/data_generate/merged_sudoku/sudoku_2880.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.top-right C sudoku_location +2881 /root/SHL/data_generate/merged_sudoku/sudoku_2881.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.bottom-right D sudoku_location +2882 /root/SHL/data_generate/merged_sudoku/sudoku_2882.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.left A sudoku_location +2883 /root/SHL/data_generate/merged_sudoku/sudoku_2883.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.top A sudoku_location +2884 /root/SHL/data_generate/merged_sudoku/sudoku_2884.png What is the position of the bear or car relative to the red star? A.top B.top-left C.left D.bottom-right D sudoku_location +2885 /root/SHL/data_generate/merged_sudoku/sudoku_2885.png What is the position of the bear or car relative to the red star? A.top B.top-left C.left D.bottom-right D sudoku_location +2886 /root/SHL/data_generate/merged_sudoku/sudoku_2886.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-right C sudoku_location +2887 /root/SHL/data_generate/merged_sudoku/sudoku_2887.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.left B sudoku_location +2888 /root/SHL/data_generate/merged_sudoku/sudoku_2888.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +2889 /root/SHL/data_generate/merged_sudoku/sudoku_2889.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.bottom-left B sudoku_location +2890 /root/SHL/data_generate/merged_sudoku/sudoku_2890.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.top A sudoku_location +2891 /root/SHL/data_generate/merged_sudoku/sudoku_2891.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left B sudoku_location +2892 /root/SHL/data_generate/merged_sudoku/sudoku_2892.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.top-right C sudoku_location +2893 /root/SHL/data_generate/merged_sudoku/sudoku_2893.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.bottom-left A sudoku_location +2894 /root/SHL/data_generate/merged_sudoku/sudoku_2894.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-left C sudoku_location +2895 /root/SHL/data_generate/merged_sudoku/sudoku_2895.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top-left C sudoku_location +2896 /root/SHL/data_generate/merged_sudoku/sudoku_2896.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.bottom-right D sudoku_location +2897 /root/SHL/data_generate/merged_sudoku/sudoku_2897.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.top-right A sudoku_location +2898 /root/SHL/data_generate/merged_sudoku/sudoku_2898.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom-right D.top C sudoku_location +2899 /root/SHL/data_generate/merged_sudoku/sudoku_2899.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.top-right C sudoku_location +2900 /root/SHL/data_generate/merged_sudoku/sudoku_2900.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.left A sudoku_location +2901 /root/SHL/data_generate/merged_sudoku/sudoku_2901.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-left D.top-right B sudoku_location +2902 /root/SHL/data_generate/merged_sudoku/sudoku_2902.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.left B sudoku_location +2903 /root/SHL/data_generate/merged_sudoku/sudoku_2903.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.left D.bottom-right D sudoku_location +2904 /root/SHL/data_generate/merged_sudoku/sudoku_2904.png What is the position of the bear or car relative to the red star? A.top B.left C.top-left D.bottom-right D sudoku_location +2905 /root/SHL/data_generate/merged_sudoku/sudoku_2905.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.top-left C sudoku_location +2906 /root/SHL/data_generate/merged_sudoku/sudoku_2906.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.top-right A sudoku_location +2907 /root/SHL/data_generate/merged_sudoku/sudoku_2907.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.left C sudoku_location +2908 /root/SHL/data_generate/merged_sudoku/sudoku_2908.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-right B sudoku_location +2909 /root/SHL/data_generate/merged_sudoku/sudoku_2909.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top C sudoku_location +2910 /root/SHL/data_generate/merged_sudoku/sudoku_2910.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.top C sudoku_location +2911 /root/SHL/data_generate/merged_sudoku/sudoku_2911.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom-right D sudoku_location +2912 /root/SHL/data_generate/merged_sudoku/sudoku_2912.png What is the position of the bear or car relative to the red star? A.top-left B.top C.top-right D.bottom-right D sudoku_location +2913 /root/SHL/data_generate/merged_sudoku/sudoku_2913.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.bottom-right D sudoku_location +2914 /root/SHL/data_generate/merged_sudoku/sudoku_2914.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top-right D.bottom-right D sudoku_location +2915 /root/SHL/data_generate/merged_sudoku/sudoku_2915.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top A sudoku_location +2916 /root/SHL/data_generate/merged_sudoku/sudoku_2916.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.bottom-left C sudoku_location +2917 /root/SHL/data_generate/merged_sudoku/sudoku_2917.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-right D.top C sudoku_location +2918 /root/SHL/data_generate/merged_sudoku/sudoku_2918.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.left A sudoku_location +2919 /root/SHL/data_generate/merged_sudoku/sudoku_2919.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-left B sudoku_location +2920 /root/SHL/data_generate/merged_sudoku/sudoku_2920.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-right B sudoku_location +2921 /root/SHL/data_generate/merged_sudoku/sudoku_2921.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.left C sudoku_location +2922 /root/SHL/data_generate/merged_sudoku/sudoku_2922.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-right B sudoku_location +2923 /root/SHL/data_generate/merged_sudoku/sudoku_2923.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.bottom-left A sudoku_location +2924 /root/SHL/data_generate/merged_sudoku/sudoku_2924.png What is the position of the bear or car relative to the red star? A.top B.top-left C.left D.bottom-right D sudoku_location +2925 /root/SHL/data_generate/merged_sudoku/sudoku_2925.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.left B sudoku_location +2926 /root/SHL/data_generate/merged_sudoku/sudoku_2926.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top C sudoku_location +2927 /root/SHL/data_generate/merged_sudoku/sudoku_2927.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.top-left C sudoku_location +2928 /root/SHL/data_generate/merged_sudoku/sudoku_2928.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right A sudoku_location +2929 /root/SHL/data_generate/merged_sudoku/sudoku_2929.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top-left B sudoku_location +2930 /root/SHL/data_generate/merged_sudoku/sudoku_2930.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom-right D sudoku_location +2931 /root/SHL/data_generate/merged_sudoku/sudoku_2931.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.left C sudoku_location +2932 /root/SHL/data_generate/merged_sudoku/sudoku_2932.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top-left D.bottom-right D sudoku_location +2933 /root/SHL/data_generate/merged_sudoku/sudoku_2933.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.left A sudoku_location +2934 /root/SHL/data_generate/merged_sudoku/sudoku_2934.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.left B sudoku_location +2935 /root/SHL/data_generate/merged_sudoku/sudoku_2935.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top-right C sudoku_location +2936 /root/SHL/data_generate/merged_sudoku/sudoku_2936.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left A sudoku_location +2937 /root/SHL/data_generate/merged_sudoku/sudoku_2937.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top-left C sudoku_location +2938 /root/SHL/data_generate/merged_sudoku/sudoku_2938.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.top-right D.bottom-right D sudoku_location +2939 /root/SHL/data_generate/merged_sudoku/sudoku_2939.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.left A sudoku_location +2940 /root/SHL/data_generate/merged_sudoku/sudoku_2940.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-right B sudoku_location +2941 /root/SHL/data_generate/merged_sudoku/sudoku_2941.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.top-left C sudoku_location +2942 /root/SHL/data_generate/merged_sudoku/sudoku_2942.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.left A sudoku_location +2943 /root/SHL/data_generate/merged_sudoku/sudoku_2943.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom-right D sudoku_location +2944 /root/SHL/data_generate/merged_sudoku/sudoku_2944.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom-right D.top-right C sudoku_location +2945 /root/SHL/data_generate/merged_sudoku/sudoku_2945.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top B sudoku_location +2946 /root/SHL/data_generate/merged_sudoku/sudoku_2946.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left A sudoku_location +2947 /root/SHL/data_generate/merged_sudoku/sudoku_2947.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-right D.top C sudoku_location +2948 /root/SHL/data_generate/merged_sudoku/sudoku_2948.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top C sudoku_location +2949 /root/SHL/data_generate/merged_sudoku/sudoku_2949.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.top-left B sudoku_location +2950 /root/SHL/data_generate/merged_sudoku/sudoku_2950.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.bottom-left A sudoku_location +2951 /root/SHL/data_generate/merged_sudoku/sudoku_2951.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-left B sudoku_location +2952 /root/SHL/data_generate/merged_sudoku/sudoku_2952.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.top-left A sudoku_location +2953 /root/SHL/data_generate/merged_sudoku/sudoku_2953.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-left D.bottom-right D sudoku_location +2954 /root/SHL/data_generate/merged_sudoku/sudoku_2954.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.top-right B sudoku_location +2955 /root/SHL/data_generate/merged_sudoku/sudoku_2955.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left B sudoku_location +2956 /root/SHL/data_generate/merged_sudoku/sudoku_2956.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom-right D sudoku_location +2957 /root/SHL/data_generate/merged_sudoku/sudoku_2957.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.top-left B sudoku_location +2958 /root/SHL/data_generate/merged_sudoku/sudoku_2958.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top-right B sudoku_location +2959 /root/SHL/data_generate/merged_sudoku/sudoku_2959.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top B sudoku_location +2960 /root/SHL/data_generate/merged_sudoku/sudoku_2960.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.left A sudoku_location +2961 /root/SHL/data_generate/merged_sudoku/sudoku_2961.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left B sudoku_location +2962 /root/SHL/data_generate/merged_sudoku/sudoku_2962.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.top A sudoku_location +2963 /root/SHL/data_generate/merged_sudoku/sudoku_2963.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right D sudoku_location +2964 /root/SHL/data_generate/merged_sudoku/sudoku_2964.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right A sudoku_location +2965 /root/SHL/data_generate/merged_sudoku/sudoku_2965.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.bottom-left A sudoku_location +2966 /root/SHL/data_generate/merged_sudoku/sudoku_2966.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.top-left A sudoku_location +2967 /root/SHL/data_generate/merged_sudoku/sudoku_2967.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.bottom-left B sudoku_location +2968 /root/SHL/data_generate/merged_sudoku/sudoku_2968.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-left D.bottom-right D sudoku_location +2969 /root/SHL/data_generate/merged_sudoku/sudoku_2969.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.top-right B sudoku_location +2970 /root/SHL/data_generate/merged_sudoku/sudoku_2970.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top-left C sudoku_location +2971 /root/SHL/data_generate/merged_sudoku/sudoku_2971.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left B sudoku_location +2972 /root/SHL/data_generate/merged_sudoku/sudoku_2972.png What is the position of the bear or car relative to the red star? A.left B.top C.top-right D.bottom-right D sudoku_location +2973 /root/SHL/data_generate/merged_sudoku/sudoku_2973.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-left D.top-right B sudoku_location +2974 /root/SHL/data_generate/merged_sudoku/sudoku_2974.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.left A sudoku_location +2975 /root/SHL/data_generate/merged_sudoku/sudoku_2975.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-left A sudoku_location +2976 /root/SHL/data_generate/merged_sudoku/sudoku_2976.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left C sudoku_location +2977 /root/SHL/data_generate/merged_sudoku/sudoku_2977.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.left B sudoku_location +2978 /root/SHL/data_generate/merged_sudoku/sudoku_2978.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.top-right A sudoku_location +2979 /root/SHL/data_generate/merged_sudoku/sudoku_2979.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-left A sudoku_location +2980 /root/SHL/data_generate/merged_sudoku/sudoku_2980.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.top A sudoku_location +2981 /root/SHL/data_generate/merged_sudoku/sudoku_2981.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right D sudoku_location +2982 /root/SHL/data_generate/merged_sudoku/sudoku_2982.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.bottom-right D.top-right C sudoku_location +2983 /root/SHL/data_generate/merged_sudoku/sudoku_2983.png What is the position of the bear or car relative to the red star? A.top-right B.top C.left D.bottom-right D sudoku_location +2984 /root/SHL/data_generate/merged_sudoku/sudoku_2984.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.bottom-left A sudoku_location +2985 /root/SHL/data_generate/merged_sudoku/sudoku_2985.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-right B sudoku_location +2986 /root/SHL/data_generate/merged_sudoku/sudoku_2986.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-left B sudoku_location +2987 /root/SHL/data_generate/merged_sudoku/sudoku_2987.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.top-right B sudoku_location +2988 /root/SHL/data_generate/merged_sudoku/sudoku_2988.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.top A sudoku_location +2989 /root/SHL/data_generate/merged_sudoku/sudoku_2989.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top-left C sudoku_location +2990 /root/SHL/data_generate/merged_sudoku/sudoku_2990.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.bottom-left C sudoku_location +2991 /root/SHL/data_generate/merged_sudoku/sudoku_2991.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-right D.top-right C sudoku_location +2992 /root/SHL/data_generate/merged_sudoku/sudoku_2992.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.left D.bottom-left A sudoku_location +2993 /root/SHL/data_generate/merged_sudoku/sudoku_2993.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.bottom-left B sudoku_location +2994 /root/SHL/data_generate/merged_sudoku/sudoku_2994.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom-right D sudoku_location +2995 /root/SHL/data_generate/merged_sudoku/sudoku_2995.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-left D.bottom-right D sudoku_location +2996 /root/SHL/data_generate/merged_sudoku/sudoku_2996.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.bottom-left A sudoku_location +2997 /root/SHL/data_generate/merged_sudoku/sudoku_2997.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.top-right A sudoku_location +2998 /root/SHL/data_generate/merged_sudoku/sudoku_2998.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +2999 /root/SHL/data_generate/merged_sudoku/sudoku_2999.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.top-right A sudoku_location +3000 /root/SHL/data_generate/merged_sudoku/sudoku_3000.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.left B sudoku_location +3001 /root/SHL/data_generate/merged_sudoku/sudoku_3001.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.left D.top B sudoku_location +3002 /root/SHL/data_generate/merged_sudoku/sudoku_3002.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom-left D.top A sudoku_location +3003 /root/SHL/data_generate/merged_sudoku/sudoku_3003.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.left A sudoku_location +3004 /root/SHL/data_generate/merged_sudoku/sudoku_3004.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.bottom-left D.left A sudoku_location +3005 /root/SHL/data_generate/merged_sudoku/sudoku_3005.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-right D.top-right C sudoku_location +3006 /root/SHL/data_generate/merged_sudoku/sudoku_3006.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.top D.bottom-right D sudoku_location +3007 /root/SHL/data_generate/merged_sudoku/sudoku_3007.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.top-left C sudoku_location +3008 /root/SHL/data_generate/merged_sudoku/sudoku_3008.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.bottom-right D sudoku_location +3009 /root/SHL/data_generate/merged_sudoku/sudoku_3009.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.left C sudoku_location +3010 /root/SHL/data_generate/merged_sudoku/sudoku_3010.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.left B sudoku_location +3011 /root/SHL/data_generate/merged_sudoku/sudoku_3011.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.left B sudoku_location +3012 /root/SHL/data_generate/merged_sudoku/sudoku_3012.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right D sudoku_location +3013 /root/SHL/data_generate/merged_sudoku/sudoku_3013.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top-left A sudoku_location +3014 /root/SHL/data_generate/merged_sudoku/sudoku_3014.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left B sudoku_location +3015 /root/SHL/data_generate/merged_sudoku/sudoku_3015.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-left D.bottom-right D sudoku_location +3016 /root/SHL/data_generate/merged_sudoku/sudoku_3016.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-right D.bottom-left C sudoku_location +3017 /root/SHL/data_generate/merged_sudoku/sudoku_3017.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.top-right B sudoku_location +3018 /root/SHL/data_generate/merged_sudoku/sudoku_3018.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom-right D sudoku_location +3019 /root/SHL/data_generate/merged_sudoku/sudoku_3019.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.bottom-right D sudoku_location +3020 /root/SHL/data_generate/merged_sudoku/sudoku_3020.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top-left B sudoku_location +3021 /root/SHL/data_generate/merged_sudoku/sudoku_3021.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +3022 /root/SHL/data_generate/merged_sudoku/sudoku_3022.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom-left D.top A sudoku_location +3023 /root/SHL/data_generate/merged_sudoku/sudoku_3023.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.bottom-left D.top-right A sudoku_location +3024 /root/SHL/data_generate/merged_sudoku/sudoku_3024.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top D.bottom-right D sudoku_location +3025 /root/SHL/data_generate/merged_sudoku/sudoku_3025.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left A sudoku_location +3026 /root/SHL/data_generate/merged_sudoku/sudoku_3026.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.left D.top-right A sudoku_location +3027 /root/SHL/data_generate/merged_sudoku/sudoku_3027.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.top D.bottom-right D sudoku_location +3028 /root/SHL/data_generate/merged_sudoku/sudoku_3028.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.left A sudoku_location +3029 /root/SHL/data_generate/merged_sudoku/sudoku_3029.png What is the position of the bear or car relative to the red star? A.top-left B.top C.top-right D.bottom-right D sudoku_location +3030 /root/SHL/data_generate/merged_sudoku/sudoku_3030.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top C sudoku_location +3031 /root/SHL/data_generate/merged_sudoku/sudoku_3031.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top D.bottom-right D sudoku_location +3032 /root/SHL/data_generate/merged_sudoku/sudoku_3032.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-left D.bottom-right D sudoku_location +3033 /root/SHL/data_generate/merged_sudoku/sudoku_3033.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right A sudoku_location +3034 /root/SHL/data_generate/merged_sudoku/sudoku_3034.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom-right D sudoku_location +3035 /root/SHL/data_generate/merged_sudoku/sudoku_3035.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.left A sudoku_location +3036 /root/SHL/data_generate/merged_sudoku/sudoku_3036.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.left D.top-left A sudoku_location +3037 /root/SHL/data_generate/merged_sudoku/sudoku_3037.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.bottom-left A sudoku_location +3038 /root/SHL/data_generate/merged_sudoku/sudoku_3038.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +3039 /root/SHL/data_generate/merged_sudoku/sudoku_3039.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right A sudoku_location +3040 /root/SHL/data_generate/merged_sudoku/sudoku_3040.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top D.left A sudoku_location +3041 /root/SHL/data_generate/merged_sudoku/sudoku_3041.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom-right D sudoku_location +3042 /root/SHL/data_generate/merged_sudoku/sudoku_3042.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-left D.bottom-right D sudoku_location +3043 /root/SHL/data_generate/merged_sudoku/sudoku_3043.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top C sudoku_location +3044 /root/SHL/data_generate/merged_sudoku/sudoku_3044.png What is the position of the bear or car relative to the red star? A.left B.top C.bottom-right D.bottom-left C sudoku_location +3045 /root/SHL/data_generate/merged_sudoku/sudoku_3045.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.left B sudoku_location +3046 /root/SHL/data_generate/merged_sudoku/sudoku_3046.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top C sudoku_location +3047 /root/SHL/data_generate/merged_sudoku/sudoku_3047.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.left D.bottom-right D sudoku_location +3048 /root/SHL/data_generate/merged_sudoku/sudoku_3048.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.left A sudoku_location +3049 /root/SHL/data_generate/merged_sudoku/sudoku_3049.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-right D.top-right C sudoku_location +3050 /root/SHL/data_generate/merged_sudoku/sudoku_3050.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.bottom-left B sudoku_location +3051 /root/SHL/data_generate/merged_sudoku/sudoku_3051.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.left B sudoku_location +3052 /root/SHL/data_generate/merged_sudoku/sudoku_3052.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left C sudoku_location +3053 /root/SHL/data_generate/merged_sudoku/sudoku_3053.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.top D.bottom-right D sudoku_location +3054 /root/SHL/data_generate/merged_sudoku/sudoku_3054.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.top D.bottom-right D sudoku_location +3055 /root/SHL/data_generate/merged_sudoku/sudoku_3055.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-left D.bottom-right D sudoku_location +3056 /root/SHL/data_generate/merged_sudoku/sudoku_3056.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.left A sudoku_location +3057 /root/SHL/data_generate/merged_sudoku/sudoku_3057.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left C sudoku_location +3058 /root/SHL/data_generate/merged_sudoku/sudoku_3058.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.left D.bottom-left A sudoku_location +3059 /root/SHL/data_generate/merged_sudoku/sudoku_3059.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.top B sudoku_location +3060 /root/SHL/data_generate/merged_sudoku/sudoku_3060.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.left C sudoku_location +3061 /root/SHL/data_generate/merged_sudoku/sudoku_3061.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-right C sudoku_location +3062 /root/SHL/data_generate/merged_sudoku/sudoku_3062.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.left A sudoku_location +3063 /root/SHL/data_generate/merged_sudoku/sudoku_3063.png What is the position of the bear or car relative to the red star? A.top-left B.top C.left D.bottom-right D sudoku_location +3064 /root/SHL/data_generate/merged_sudoku/sudoku_3064.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.top B sudoku_location +3065 /root/SHL/data_generate/merged_sudoku/sudoku_3065.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top D.bottom-left B sudoku_location +3066 /root/SHL/data_generate/merged_sudoku/sudoku_3066.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.top A sudoku_location +3067 /root/SHL/data_generate/merged_sudoku/sudoku_3067.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-left D.top-right A sudoku_location +3068 /root/SHL/data_generate/merged_sudoku/sudoku_3068.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom-right D.top C sudoku_location +3069 /root/SHL/data_generate/merged_sudoku/sudoku_3069.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-left D.bottom-right D sudoku_location +3070 /root/SHL/data_generate/merged_sudoku/sudoku_3070.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.top B sudoku_location +3071 /root/SHL/data_generate/merged_sudoku/sudoku_3071.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.left B sudoku_location +3072 /root/SHL/data_generate/merged_sudoku/sudoku_3072.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.left A sudoku_location +3073 /root/SHL/data_generate/merged_sudoku/sudoku_3073.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top D.bottom-right D sudoku_location +3074 /root/SHL/data_generate/merged_sudoku/sudoku_3074.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.bottom-left A sudoku_location +3075 /root/SHL/data_generate/merged_sudoku/sudoku_3075.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.bottom-left D.top-left A sudoku_location +3076 /root/SHL/data_generate/merged_sudoku/sudoku_3076.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.top-right B sudoku_location +3077 /root/SHL/data_generate/merged_sudoku/sudoku_3077.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.left C sudoku_location +3078 /root/SHL/data_generate/merged_sudoku/sudoku_3078.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.left C sudoku_location +3079 /root/SHL/data_generate/merged_sudoku/sudoku_3079.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top A sudoku_location +3080 /root/SHL/data_generate/merged_sudoku/sudoku_3080.png What is the position of the bear or car relative to the red star? A.top-right B.top C.left D.bottom-right D sudoku_location +3081 /root/SHL/data_generate/merged_sudoku/sudoku_3081.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.top-left D.bottom-right D sudoku_location +3082 /root/SHL/data_generate/merged_sudoku/sudoku_3082.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left A sudoku_location +3083 /root/SHL/data_generate/merged_sudoku/sudoku_3083.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.top B sudoku_location +3084 /root/SHL/data_generate/merged_sudoku/sudoku_3084.png What is the position of the bear or car relative to the red star? A.top-left B.top C.bottom-right D.top-right C sudoku_location +3085 /root/SHL/data_generate/merged_sudoku/sudoku_3085.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top B sudoku_location +3086 /root/SHL/data_generate/merged_sudoku/sudoku_3086.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.left A sudoku_location +3087 /root/SHL/data_generate/merged_sudoku/sudoku_3087.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top D.left B sudoku_location +3088 /root/SHL/data_generate/merged_sudoku/sudoku_3088.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.top-left D.top-right B sudoku_location +3089 /root/SHL/data_generate/merged_sudoku/sudoku_3089.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.left C sudoku_location +3090 /root/SHL/data_generate/merged_sudoku/sudoku_3090.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left A sudoku_location +3091 /root/SHL/data_generate/merged_sudoku/sudoku_3091.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-left B sudoku_location +3092 /root/SHL/data_generate/merged_sudoku/sudoku_3092.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.bottom-left D.top-left A sudoku_location +3093 /root/SHL/data_generate/merged_sudoku/sudoku_3093.png What is the position of the bear or car relative to the red star? A.top B.bottom-left C.bottom-right D.top-left C sudoku_location +3094 /root/SHL/data_generate/merged_sudoku/sudoku_3094.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.bottom-right D sudoku_location +3095 /root/SHL/data_generate/merged_sudoku/sudoku_3095.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-right D.top-left B sudoku_location +3096 /root/SHL/data_generate/merged_sudoku/sudoku_3096.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top D.bottom-right D sudoku_location +3097 /root/SHL/data_generate/merged_sudoku/sudoku_3097.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top C sudoku_location +3098 /root/SHL/data_generate/merged_sudoku/sudoku_3098.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.top C sudoku_location +3099 /root/SHL/data_generate/merged_sudoku/sudoku_3099.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-left B sudoku_location +3100 /root/SHL/data_generate/merged_sudoku/sudoku_3100.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right A sudoku_location +3101 /root/SHL/data_generate/merged_sudoku/sudoku_3101.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.bottom-left C sudoku_location +3102 /root/SHL/data_generate/merged_sudoku/sudoku_3102.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-right D.top C sudoku_location +3103 /root/SHL/data_generate/merged_sudoku/sudoku_3103.png What is the position of the bear or car relative to the red star? A.top B.top-right C.bottom-right D.bottom-left C sudoku_location +3104 /root/SHL/data_generate/merged_sudoku/sudoku_3104.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom-right D sudoku_location +3105 /root/SHL/data_generate/merged_sudoku/sudoku_3105.png What is the position of the bear or car relative to the red star? A.top B.top-right C.left D.bottom-right D sudoku_location +3106 /root/SHL/data_generate/merged_sudoku/sudoku_3106.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.left B sudoku_location +3107 /root/SHL/data_generate/merged_sudoku/sudoku_3107.png What is the position of the bear or car relative to the red star? A.left B.top-right C.top-left D.bottom-right D sudoku_location +3108 /root/SHL/data_generate/merged_sudoku/sudoku_3108.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom-left B sudoku_location +3109 /root/SHL/data_generate/merged_sudoku/sudoku_3109.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom-right D sudoku_location +3110 /root/SHL/data_generate/merged_sudoku/sudoku_3110.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.left D.top B sudoku_location +3111 /root/SHL/data_generate/merged_sudoku/sudoku_3111.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.bottom-left B sudoku_location +3112 /root/SHL/data_generate/merged_sudoku/sudoku_3112.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-left D.bottom-left A sudoku_location +3113 /root/SHL/data_generate/merged_sudoku/sudoku_3113.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top-right D.top B sudoku_location +3114 /root/SHL/data_generate/merged_sudoku/sudoku_3114.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.top A sudoku_location +3115 /root/SHL/data_generate/merged_sudoku/sudoku_3115.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top D.bottom-right D sudoku_location +3116 /root/SHL/data_generate/merged_sudoku/sudoku_3116.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-left D.top-right B sudoku_location +3117 /root/SHL/data_generate/merged_sudoku/sudoku_3117.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.left B sudoku_location +3118 /root/SHL/data_generate/merged_sudoku/sudoku_3118.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.left A sudoku_location +3119 /root/SHL/data_generate/merged_sudoku/sudoku_3119.png What is the position of the bear or car relative to the red star? A.top B.top-left C.top-right D.bottom-right D sudoku_location +3120 /root/SHL/data_generate/merged_sudoku/sudoku_3120.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.bottom-left D.left B sudoku_location +3121 /root/SHL/data_generate/merged_sudoku/sudoku_3121.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top-left D.top B sudoku_location +3122 /root/SHL/data_generate/merged_sudoku/sudoku_3122.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.bottom-right D sudoku_location +3123 /root/SHL/data_generate/merged_sudoku/sudoku_3123.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-left B sudoku_location +3124 /root/SHL/data_generate/merged_sudoku/sudoku_3124.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-right A sudoku_location +3125 /root/SHL/data_generate/merged_sudoku/sudoku_3125.png What is the position of the bear or car relative to the red star? A.left B.top C.top-right D.bottom-right D sudoku_location +3126 /root/SHL/data_generate/merged_sudoku/sudoku_3126.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top B sudoku_location +3127 /root/SHL/data_generate/merged_sudoku/sudoku_3127.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top D.top-left A sudoku_location +3128 /root/SHL/data_generate/merged_sudoku/sudoku_3128.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top-right D.bottom-left A sudoku_location +3129 /root/SHL/data_generate/merged_sudoku/sudoku_3129.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.top-left D.bottom-left A sudoku_location +3130 /root/SHL/data_generate/merged_sudoku/sudoku_3130.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.top-left A sudoku_location +3131 /root/SHL/data_generate/merged_sudoku/sudoku_3131.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top C sudoku_location +3132 /root/SHL/data_generate/merged_sudoku/sudoku_3132.png What is the position of the bear or car relative to the red star? A.bottom-left B.bottom-right C.top D.top-right B sudoku_location +3133 /root/SHL/data_generate/merged_sudoku/sudoku_3133.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.top B sudoku_location +3134 /root/SHL/data_generate/merged_sudoku/sudoku_3134.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.left B sudoku_location +3135 /root/SHL/data_generate/merged_sudoku/sudoku_3135.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.left D.bottom-right D sudoku_location +3136 /root/SHL/data_generate/merged_sudoku/sudoku_3136.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.bottom-right D.top-right C sudoku_location +3137 /root/SHL/data_generate/merged_sudoku/sudoku_3137.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-right B sudoku_location +3138 /root/SHL/data_generate/merged_sudoku/sudoku_3138.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.bottom-right D sudoku_location +3139 /root/SHL/data_generate/merged_sudoku/sudoku_3139.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.top-right A sudoku_location +3140 /root/SHL/data_generate/merged_sudoku/sudoku_3140.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.bottom-left D.bottom-right D sudoku_location +3141 /root/SHL/data_generate/merged_sudoku/sudoku_3141.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.top-left D.left B sudoku_location +3142 /root/SHL/data_generate/merged_sudoku/sudoku_3142.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom-right D sudoku_location +3143 /root/SHL/data_generate/merged_sudoku/sudoku_3143.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.bottom-left B sudoku_location +3144 /root/SHL/data_generate/merged_sudoku/sudoku_3144.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top-left C sudoku_location +3145 /root/SHL/data_generate/merged_sudoku/sudoku_3145.png What is the position of the bear or car relative to the red star? A.top-right B.left C.bottom-left D.bottom-right D sudoku_location +3146 /root/SHL/data_generate/merged_sudoku/sudoku_3146.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-left C.left D.bottom-right D sudoku_location +3147 /root/SHL/data_generate/merged_sudoku/sudoku_3147.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top D.top-right A sudoku_location +3148 /root/SHL/data_generate/merged_sudoku/sudoku_3148.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.bottom-left D.top-left B sudoku_location +3149 /root/SHL/data_generate/merged_sudoku/sudoku_3149.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-right D.bottom-left C sudoku_location +3150 /root/SHL/data_generate/merged_sudoku/sudoku_3150.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.left A sudoku_location +3151 /root/SHL/data_generate/merged_sudoku/sudoku_3151.png What is the position of the bear or car relative to the red star? A.top-left B.top-right C.top D.bottom-right D sudoku_location +3152 /root/SHL/data_generate/merged_sudoku/sudoku_3152.png What is the position of the bear or car relative to the red star? A.left B.top-right C.bottom-right D.top C sudoku_location +3153 /root/SHL/data_generate/merged_sudoku/sudoku_3153.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.top-right B sudoku_location +3154 /root/SHL/data_generate/merged_sudoku/sudoku_3154.png What is the position of the bear or car relative to the red star? A.top-right B.left C.top-left D.bottom-right D sudoku_location +3155 /root/SHL/data_generate/merged_sudoku/sudoku_3155.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.top A sudoku_location +3156 /root/SHL/data_generate/merged_sudoku/sudoku_3156.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.left C sudoku_location +3157 /root/SHL/data_generate/merged_sudoku/sudoku_3157.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top D.bottom-right D sudoku_location +3158 /root/SHL/data_generate/merged_sudoku/sudoku_3158.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-right D.bottom-left C sudoku_location +3159 /root/SHL/data_generate/merged_sudoku/sudoku_3159.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-right C.left D.top-left B sudoku_location +3160 /root/SHL/data_generate/merged_sudoku/sudoku_3160.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top-left B sudoku_location +3161 /root/SHL/data_generate/merged_sudoku/sudoku_3161.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom-right D sudoku_location +3162 /root/SHL/data_generate/merged_sudoku/sudoku_3162.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.bottom-right D.top C sudoku_location +3163 /root/SHL/data_generate/merged_sudoku/sudoku_3163.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top-right A sudoku_location +3164 /root/SHL/data_generate/merged_sudoku/sudoku_3164.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.bottom-left A sudoku_location +3165 /root/SHL/data_generate/merged_sudoku/sudoku_3165.png What is the position of the bear or car relative to the red star? A.top-right B.top C.bottom-right D.left C sudoku_location +3166 /root/SHL/data_generate/merged_sudoku/sudoku_3166.png What is the position of the bear or car relative to the red star? A.top-right B.bottom-left C.bottom-right D.left C sudoku_location +3167 /root/SHL/data_generate/merged_sudoku/sudoku_3167.png What is the position of the bear or car relative to the red star? A.bottom-left B.top C.bottom-right D.top-left C sudoku_location +3168 /root/SHL/data_generate/merged_sudoku/sudoku_3168.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top-right D.bottom-right D sudoku_location +3169 /root/SHL/data_generate/merged_sudoku/sudoku_3169.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-left C.top D.bottom-left A sudoku_location +3170 /root/SHL/data_generate/merged_sudoku/sudoku_3170.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.left D.bottom-right D sudoku_location +3171 /root/SHL/data_generate/merged_sudoku/sudoku_3171.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.left D.top A sudoku_location +3172 /root/SHL/data_generate/merged_sudoku/sudoku_3172.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top-right D.bottom-right D sudoku_location +3173 /root/SHL/data_generate/merged_sudoku/sudoku_3173.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.bottom-left C sudoku_location +3174 /root/SHL/data_generate/merged_sudoku/sudoku_3174.png What is the position of the bear or car relative to the red star? A.top B.bottom-right C.left D.top-left B sudoku_location +3175 /root/SHL/data_generate/merged_sudoku/sudoku_3175.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.top D.left B sudoku_location +3176 /root/SHL/data_generate/merged_sudoku/sudoku_3176.png What is the position of the bear or car relative to the red star? A.left B.top-left C.top-right D.bottom-right D sudoku_location +3177 /root/SHL/data_generate/merged_sudoku/sudoku_3177.png What is the position of the bear or car relative to the red star? A.bottom-left B.top-right C.bottom-right D.top C sudoku_location +3178 /root/SHL/data_generate/merged_sudoku/sudoku_3178.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.top D.bottom-right D sudoku_location +3179 /root/SHL/data_generate/merged_sudoku/sudoku_3179.png What is the position of the bear or car relative to the red star? A.bottom-left B.left C.top D.bottom-right D sudoku_location +3180 /root/SHL/data_generate/merged_sudoku/sudoku_3180.png What is the position of the bear or car relative to the red star? A.top B.left C.bottom-left D.bottom-right D sudoku_location +3181 /root/SHL/data_generate/merged_sudoku/sudoku_3181.png What is the position of the bear or car relative to the red star? A.top B.top-left C.bottom-right D.bottom-left C sudoku_location +3182 /root/SHL/data_generate/merged_sudoku/sudoku_3182.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-right C.bottom-left D.top B sudoku_location +3183 /root/SHL/data_generate/merged_sudoku/sudoku_3183.png What is the position of the bear or car relative to the red star? A.top-left B.left C.top-right D.bottom-right D sudoku_location +3184 /root/SHL/data_generate/merged_sudoku/sudoku_3184.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.bottom-left D.bottom-right D sudoku_location +3185 /root/SHL/data_generate/merged_sudoku/sudoku_3185.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.bottom-left A sudoku_location +3186 /root/SHL/data_generate/merged_sudoku/sudoku_3186.png What is the position of the bear or car relative to the red star? A.top-right B.top-left C.top D.bottom-right D sudoku_location +3187 /root/SHL/data_generate/merged_sudoku/sudoku_3187.png What is the position of the bear or car relative to the red star? A.left B.top-left C.bottom-left D.bottom-right D sudoku_location +3188 /root/SHL/data_generate/merged_sudoku/sudoku_3188.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.bottom-left D.top B sudoku_location +3189 /root/SHL/data_generate/merged_sudoku/sudoku_3189.png What is the position of the bear or car relative to the red star? A.top-left B.bottom-left C.top-right D.bottom-right D sudoku_location +3190 /root/SHL/data_generate/merged_sudoku/sudoku_3190.png What is the position of the bear or car relative to the red star? A.bottom-right B.bottom-left C.top-right D.top A sudoku_location +3191 /root/SHL/data_generate/merged_sudoku/sudoku_3191.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-left D.top-right A sudoku_location +3192 /root/SHL/data_generate/merged_sudoku/sudoku_3192.png What is the position of the bear or car relative to the red star? A.bottom-right B.top-right C.left D.top-left A sudoku_location +3193 /root/SHL/data_generate/merged_sudoku/sudoku_3193.png What is the position of the bear or car relative to the red star? A.left B.bottom-left C.top D.bottom-right D sudoku_location +3194 /root/SHL/data_generate/merged_sudoku/sudoku_3194.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.top-left A sudoku_location +3195 /root/SHL/data_generate/merged_sudoku/sudoku_3195.png What is the position of the bear or car relative to the red star? A.top-right B.top C.top-left D.bottom-right D sudoku_location +3196 /root/SHL/data_generate/merged_sudoku/sudoku_3196.png What is the position of the bear or car relative to the red star? A.top-left B.left C.bottom-left D.bottom-right D sudoku_location +3197 /root/SHL/data_generate/merged_sudoku/sudoku_3197.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-left D.top-right B sudoku_location +3198 /root/SHL/data_generate/merged_sudoku/sudoku_3198.png What is the position of the bear or car relative to the red star? A.bottom-right B.top C.top-right D.top-left A sudoku_location +3199 /root/SHL/data_generate/merged_sudoku/sudoku_3199.png What is the position of the bear or car relative to the red star? A.left B.bottom-right C.top-right D.top B sudoku_location +3200 /root/SHL/data_generate/merged_sudoku/sudoku_3200.png What is the position of the bear or car relative to the red star? A.bottom-right B.left C.top-right D.top-left A sudoku_location diff --git a/VLMEvalKit-sudoku/.env b/VLMEvalKit-sudoku/.env new file mode 100644 index 0000000000000000000000000000000000000000..79e51fff6dac437a6f0b4f3d60f41ebe9c996935 --- /dev/null +++ b/VLMEvalKit-sudoku/.env @@ -0,0 +1,31 @@ +# # .env 文件，将其放置在 $VLMEvalKit 下 +# # 专有 VLMs 的 API 密钥 +# # QwenVL APIs +# DASHSCOPE_API_KEY= +# # Gemini w. Google Cloud Backends +# GOOGLE_API_KEY= +# # OpenAI API +# # OPENAI_API_KEY=sk-PXKqPaLdZiIOZxeK81D94cC7E27f4d85Aa48Ec458f72A981 +# # OPENAI_API_BASE=https://yeysai.com/v1 +# OPENAI_API_KEY= +# OPENAI_API_BASE= +# # StepAI API +# STEPAI_API_KEY= +# # REKA API +# REKA_API_KEY= +# # GLMV API +# GLMV_API_KEY= +# # CongRong API +# CW_API_BASE= +# CW_API_KEY= +# # SenseChat-V API +# SENSECHAT_AK= +# SENSECHAT_SK= +# # Hunyuan-Vision API +# HUNYUAN_SECRET_KEY= +# HUNYUAN_SECRET_ID= +# # LMDeploy API +# LMDEPLOY_API_BASE= +# # 你可以设置一个评估时代理，评估阶段产生的 API 调用将通过这个代理进行 +# EVAL_PROXY= +LMUData=/root/LMUData \ No newline at end of file diff --git a/VLMEvalKit-sudoku/.pre-commit-config.yaml b/VLMEvalKit-sudoku/.pre-commit-config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a3b9355d5536aa58bdbb813d6d83fa2a9d4a07f --- /dev/null +++ b/VLMEvalKit-sudoku/.pre-commit-config.yaml @@ -0,0 +1,43 @@ +exclude: | + (?x)^( + scripts/| + assets/| + vlmeval/config.py | + vlmeval/dataset/utils/wemath.py | + vlmeval/dataset/OmniDocBench/ | + vlmeval/dataset/utils/megabench/ | + vlmeval/dataset/utils/vgrpbench/ | + vlmeval/dataset/utils/chartmimic/ | + vlmeval/vlm/ola/ | + vlmeval/vlm/ursa/ | + vlmeval/vlm/ovis/ | + vlmeval/dataset/utils/mme_reasoning.py + ) +repos: + - repo: https://github.com/PyCQA/flake8 + rev: 6.1.0 + hooks: + - id: flake8 + args: + [ + "--max-line-length=120", + "--ignore=F401,F403,F405,E402,E722,E741,W503,E231,E702", + ] + exclude: ^configs/ + - repo: https://github.com/pre-commit/mirrors-yapf + rev: v0.30.0 + hooks: + - id: yapf + args: ["--style={column_limit=120}"] + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v3.1.0 + hooks: + - id: trailing-whitespace + - id: check-yaml + - id: end-of-file-fixer + - id: requirements-txt-fixer + - id: check-merge-conflict + - id: fix-encoding-pragma + args: ["--remove"] + - id: mixed-line-ending + args: ["--fix=lf"] diff --git a/VLMEvalKit-sudoku/LICENSE b/VLMEvalKit-sudoku/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..d67ab032b78b96a9ac3fa03cfe62baf4d78b61dc --- /dev/null +++ b/VLMEvalKit-sudoku/LICENSE @@ -0,0 +1,203 @@ +Copyright 2023 VLMEvalKit Authors. All rights reserved. + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. For the purposes of this definition, + "control" means (i) the power, direct or indirect, to cause the + direction or management of such entity, whether by contract or + otherwise, or (ii) ownership of fifty percent (50%) or more of the + outstanding shares, or (iii) beneficial ownership of such entity. + + "You" (or "Your") shall mean an individual or Legal Entity + exercising permissions granted by this License. + + "Source" form shall mean the preferred form for making modifications, + including but not limited to software source code, documentation + source, and configuration files. + + "Object" form shall mean any form resulting from mechanical + transformation or translation of a Source form, including but + not limited to compiled object code, generated documentation, + and conversions to other media types. + + "Work" shall mean the work of authorship, whether in Source or + Object form, made available under the License, as indicated by a + copyright notice that is included in or attached to the work + (an example is provided in the Appendix below). + + "Derivative Works" shall mean any work, whether in Source or Object + form, that is based on (or derived from) the Work and for which the + editorial revisions, annotations, elaborations, or other modifications + represent, as a whole, an original work of authorship. For the purposes + of this License, Derivative Works shall not include works that remain + separable from, or merely link (or bind by name) to the interfaces of, + the Work and Derivative Works thereof. + + "Contribution" shall mean any work of authorship, including + the original version of the Work and any modifications or additions + to that Work or Derivative Works thereof, that is intentionally + submitted to Licensor for inclusion in the Work by the copyright owner + or by an individual or Legal Entity authorized to submit on behalf of + the copyright owner. For the purposes of this definition, "submitted" + means any form of electronic, verbal, or written communication sent + to the Licensor or its representatives, including but not limited to + communication on electronic mailing lists, source code control systems, + and issue tracking systems that are managed by, or on behalf of, the + Licensor for the purpose of discussing and improving the Work, but + excluding communication that is conspicuously marked or otherwise + designated in writing by the copyright owner as "Not a Contribution." + + "Contributor" shall mean Licensor and any individual or Legal Entity + on behalf of whom a Contribution has been received by Licensor and + subsequently incorporated within the Work. + + 2. Grant of Copyright License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + copyright license to reproduce, prepare Derivative Works of, + publicly display, publicly perform, sublicense, and distribute the + Work and such Derivative Works in Source or Object form. + + 3. Grant of Patent License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + (except as stated in this section) patent license to make, have made, + use, offer to sell, sell, import, and otherwise transfer the Work, + where such license applies only to those patent claims licensable + by such Contributor that are necessarily infringed by their + Contribution(s) alone or by combination of their Contribution(s) + with the Work to which such Contribution(s) was submitted. If You + institute patent litigation against any entity (including a + cross-claim or counterclaim in a lawsuit) alleging that the Work + or a Contribution incorporated within the Work constitutes direct + or contributory patent infringement, then any patent licenses + granted to You under this License for that Work shall terminate + as of the date such litigation is filed. + + 4. Redistribution. You may reproduce and distribute copies of the + Work or Derivative Works thereof in any medium, with or without + modifications, and in Source or Object form, provided that You + meet the following conditions: + + (a) You must give any other recipients of the Work or + Derivative Works a copy of this License; and + + (b) You must cause any modified files to carry prominent notices + stating that You changed the files; and + + (c) You must retain, in the Source form of any Derivative Works + that You distribute, all copyright, patent, trademark, and + attribution notices from the Source form of the Work, + excluding those notices that do not pertain to any part of + the Derivative Works; and + + (d) If the Work includes a "NOTICE" text file as part of its + distribution, then any Derivative Works that You distribute must + include a readable copy of the attribution notices contained + within such NOTICE file, excluding those notices that do not + pertain to any part of the Derivative Works, in at least one + of the following places: within a NOTICE text file distributed + as part of the Derivative Works; within the Source form or + documentation, if provided along with the Derivative Works; or, + within a display generated by the Derivative Works, if and + wherever such third-party notices normally appear. The contents + of the NOTICE file are for informational purposes only and + do not modify the License. You may add Your own attribution + notices within Derivative Works that You distribute, alongside + or as an addendum to the NOTICE text from the Work, provided + that such additional attribution notices cannot be construed + as modifying the License. + + You may add Your own copyright statement to Your modifications and + may provide additional or different license terms and conditions + for use, reproduction, or distribution of Your modifications, or + for any such Derivative Works as a whole, provided Your use, + reproduction, and distribution of the Work otherwise complies with + the conditions stated in this License. + + 5. Submission of Contributions. Unless You explicitly state otherwise, + any Contribution intentionally submitted for inclusion in the Work + by You to the Licensor shall be under the terms and conditions of + this License, without any additional terms or conditions. + Notwithstanding the above, nothing herein shall supersede or modify + the terms of any separate license agreement you may have executed + with Licensor regarding such Contributions. + + 6. Trademarks. This License does not grant permission to use the trade + names, trademarks, service marks, or product names of the Licensor, + except as required for reasonable and customary use in describing the + origin of the Work and reproducing the content of the NOTICE file. + + 7. Disclaimer of Warranty. Unless required by applicable law or + agreed to in writing, Licensor provides the Work (and each + Contributor provides its Contributions) on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or + implied, including, without limitation, any warranties or conditions + of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A + PARTICULAR PURPOSE. You are solely responsible for determining the + appropriateness of using or redistributing the Work and assume any + risks associated with Your exercise of permissions under this License. + + 8. Limitation of Liability. In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + APPENDIX: How to apply the Apache License to your work. + + To apply the Apache License to your work, attach the following + boilerplate notice, with the fields enclosed by brackets "[]" + replaced with your own identifying information. (Don't include + the brackets!) The text should be enclosed in the appropriate + comment syntax for the file format. We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2023 VLMEvalKit Authors. + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/VLMEvalKit-sudoku/README.md b/VLMEvalKit-sudoku/README.md new file mode 100644 index 0000000000000000000000000000000000000000..f0a834c56e8c50934631b65b639f3fb60a1b17b7 --- /dev/null +++ b/VLMEvalKit-sudoku/README.md @@ -0,0 +1,155 @@ +![LOGO](http://opencompass.openxlab.space/utils/MMLB.jpg) + +A Toolkit for Evaluating Large Vision-Language Models. + +[![][github-contributors-shield]][github-contributors-link] • [![][github-forks-shield]][github-forks-link] • [![][github-stars-shield]][github-stars-link] • [![][github-issues-shield]][github-issues-link] • [![][github-license-shield]][github-license-link] + +English | [简体中文](/docs/zh-CN/README_zh-CN.md) | [日本語](/docs/ja/README_ja.md) + +🏆 OC Learderboard • +🏗️Quickstart • +📊Datasets & Models • +🛠️Development + +🤗 HF Leaderboard • +🤗 Evaluation Records • +🤗 HF Video Leaderboard • + +🔊 Discord • +📝 Report • +🎯Goal • +🖊️Citation + + +**VLMEvalKit** (the python package name is **vlmeval**) is an **open-source evaluation toolkit** of **large vision-language models (LVLMs)**. It enables **one-command evaluation** of LVLMs on various benchmarks, without the heavy workload of data preparation under multiple repositories. In VLMEvalKit, we adopt **generation-based evaluation** for all LVLMs, and provide the evaluation results obtained with both **exact matching** and **LLM-based answer extraction**. + +## Recent Codebase Changes +- **[2025-09-12]** **Major Update: Improved Handling for Models with Thinking Mode** + + A new feature in [PR 1229](https://github.com/open-compass/VLMEvalKit/pull/1175) that improves support for models with thinking mode. VLMEvalKit now allows for the use of a custom `split_thinking` function. **We strongly recommend this for models with thinking mode to ensure the accuracy of evaluation**. To use this new functionality, please enable the following settings: `SPLIT_THINK=True`. By default, the function will parse content within `...` tags and store it in the `thinking` key of the output. For more advanced customization, you can also create a `split_think` function for model. Please see the InternVL implementation for an example. +- **[2025-09-12]** **Major Update: Improved Handling for Long Response(More than 16k/32k)** + + A new feature in [PR 1229](https://github.com/open-compass/VLMEvalKit/pull/1175) that improves support for models with long response outputs. VLMEvalKit can now save prediction files in TSV format. **Since individual cells in an `.xlsx` file are limited to 32,767 characters, we strongly recommend using this feature for models that generate long responses (e.g., exceeding 16k or 32k tokens) to prevent data truncation.**. To use this new functionality, please enable the following settings: `PRED_FORMAT=tsv`. +- **[2025-08-04]** In [PR 1175](https://github.com/open-compass/VLMEvalKit/pull/1175), we refine the `can_infer_option` and `can_infer_text`, which increasingly route the evaluation to LLM choice extractors and empirically leads to slight performance improvement for MCQ benchmarks. + +## 🆕 News +- **[2025-07-07]** Supported [**SeePhys**](https://seephys.github.io/), which is a ​full spectrum multimodal benchmark for evaluating physics reasoning across different knowledge levels. thanks to [**Quinn777**](https://github.com/Quinn777) 🔥🔥🔥 +- **[2025-07-02]** Supported [**OvisU1**](https://huggingface.co/AIDC-AI/Ovis-U1-3B), thanks to [**liyang-7**](https://github.com/liyang-7) 🔥🔥🔥 +- **[2025-06-16]** Supported [**PhyX**](https://phyx-bench.github.io/), a benchmark aiming to assess capacity for physics-grounded reasoning in visual scenarios. 🔥🔥🔥 +- **[2025-05-24]** To facilitate faster evaluations for large-scale or thinking models, **VLMEvalKit supports multi-node distributed inference** using **LMDeploy** (supports *InternVL Series, QwenVL Series, LLaMa4*) or **VLLM**(supports *QwenVL Series, LLaMa4*). You can activate this feature by adding the ```use_lmdeploy``` or ```use_vllm``` flag to your custom model configuration in [config.py](vlmeval/config.py) . Leverage these tools to significantly speed up your evaluation workflows 🔥🔥🔥 +- **[2025-05-24]** Supported Models: **InternVL3 Series, Gemini-2.5-Pro, Kimi-VL, LLaMA4, NVILA, Qwen2.5-Omni, Phi4, SmolVLM2, Grok, SAIL-VL-1.5, WeThink-Qwen2.5VL-7B, Bailingmm, VLM-R1, Taichu-VLR**. Supported Benchmarks: **HLE-Bench, MMVP, MM-AlignBench, Creation-MMBench, MM-IFEval, OmniDocBench, OCR-Reasoning, EMMA, ChaXiv，MedXpertQA, Physics, MSEarthMCQ, MicroBench, MMSci, VGRP-Bench, wildDoc, TDBench, VisuLogic, CVBench, LEGO-Puzzles, Video-MMLU, QBench-Video, MME-CoT, VLM2Bench, VMCBench, MOAT, Spatial457 Benchmark**. Please refer to [**VLMEvalKit Features**](https://aicarrier.feishu.cn/wiki/Qp7wwSzQ9iK1Y6kNUJVcr6zTnPe?table=tblsdEpLieDoCxtb) for more details. Thanks to all contributors 🔥🔥🔥 +- **[2025-02-20]** Supported Models: **InternVL2.5 Series, Qwen2.5VL Series, QVQ-72B, Doubao-VL, Janus-Pro-7B, MiniCPM-o-2.6, InternVL2-MPO, LLaVA-CoT, Hunyuan-Standard-Vision, Ovis2, Valley, SAIL-VL, Ross, Long-VITA, EMU3, SmolVLM**. Supported Benchmarks: **MMMU-Pro, WeMath, 3DSRBench, LogicVista, VL-RewardBench, CC-OCR, CG-Bench, CMMMU, WorldSense**. Thanks to all contributors 🔥🔥🔥 +- **[2024-12-11]** Supported [**NaturalBench**](https://huggingface.co/datasets/BaiqiL/NaturalBench), a vision-centric VQA benchmark (NeurIPS'24) that challenges vision-language models with simple questions about natural imagery. +- **[2024-12-02]** Supported [**VisOnlyQA**](https://github.com/psunlpgroup/VisOnlyQA/), a benchmark for evaluating the visual perception capabilities 🔥🔥🔥 +- **[2024-11-26]** Supported [**Ovis1.6-Gemma2-27B**](https://huggingface.co/AIDC-AI/Ovis1.6-Gemma2-27B), thanks to [**runninglsy**](https://github.com/runninglsy) 🔥🔥🔥 +- **[2024-11-25]** Create a new flag `VLMEVALKIT_USE_MODELSCOPE`. By setting this environment variable, you can download the video benchmarks supported from [**modelscope**](https://www.modelscope.cn) 🔥🔥🔥 + +## 🏗️ QuickStart + +See [[QuickStart](/docs/en/Quickstart.md) | [快速开始](/docs/zh-CN/Quickstart.md)] for a quick start guide. + +## 📊 Datasets, Models, and Evaluation Results + +### Evaluation Results + +**The performance numbers on our official multi-modal leaderboards can be downloaded from here!** + +[**OpenVLM Leaderboard**](https://huggingface.co/spaces/opencompass/open_vlm_leaderboard): [**Download All DETAILED Results**](http://opencompass.openxlab.space/assets/OpenVLM.json). + +Check **Supported Benchmarks** Tab in [**VLMEvalKit Features**](https://aicarrier.feishu.cn/wiki/Qp7wwSzQ9iK1Y6kNUJVcr6zTnPe?table=tblsdEpLieDoCxtb) to view all supported image & video benchmarks (70+). + +Check **Supported LMMs** Tab in [**VLMEvalKit Features**](https://aicarrier.feishu.cn/wiki/Qp7wwSzQ9iK1Y6kNUJVcr6zTnPe?table=tblsdEpLieDoCxtb) to view all supported LMMs, including commercial APIs, open-source models, and more (200+). + +**Transformers Version Recommendation:** + +Note that some VLMs may not be able to run under certain transformer versions, we recommend the following settings to evaluate each VLM: + +- **Please use** `transformers==4.33.0` **for**: `Qwen series`, `Monkey series`, `InternLM-XComposer Series`, `mPLUG-Owl2`, `OpenFlamingo v2`, `IDEFICS series`, `VisualGLM`, `MMAlaya`, `ShareCaptioner`, `MiniGPT-4 series`, `InstructBLIP series`, `PandaGPT`, `VXVERSE`. +- **Please use** `transformers==4.36.2` **for**: `Moondream1`. +- **Please use** `transformers==4.37.0` **for**: `LLaVA series`, `ShareGPT4V series`, `TransCore-M`, `LLaVA (XTuner)`, `CogVLM Series`, `EMU2 Series`, `Yi-VL Series`, `MiniCPM-[V1/V2]`, `OmniLMM-12B`, `DeepSeek-VL series`, `InternVL series`, `Cambrian Series`, `VILA Series`, `Llama-3-MixSenseV1_1`, `Parrot-7B`, `PLLaVA Series`. +- **Please use** `transformers==4.40.0` **for**: `IDEFICS2`, `Bunny-Llama3`, `MiniCPM-Llama3-V2.5`, `360VL-70B`, `Phi-3-Vision`, `WeMM`. +- **Please use** `transformers==4.42.0` **for**: `AKI`. +- **Please use** `transformers==4.44.0` **for**: `Moondream2`, `H2OVL series`. +- **Please use** `transformers==4.45.0` **for**: `Aria`. +- **Please use** `transformers==latest` **for**: `LLaVA-Next series`, `PaliGemma-3B`, `Chameleon series`, `Video-LLaVA-7B-HF`, `Ovis series`, `Mantis series`, `MiniCPM-V2.6`, `OmChat-v2.0-13B-sinlge-beta`, `Idefics-3`, `GLM-4v-9B`, `VideoChat2-HD`, `RBDash_72b`, `Llama-3.2 series`, `Kosmos series`. + +**Torchvision Version Recommendation:** + +Note that some VLMs may not be able to run under certain torchvision versions, we recommend the following settings to evaluate each VLM: + +- **Please use** `torchvision>=0.16` **for**: `Moondream series` and `Aria` + +**Flash-attn Version Recommendation:** + +Note that some VLMs may not be able to run under certain flash-attention versions, we recommend the following settings to evaluate each VLM: + +- **Please use** `pip install flash-attn --no-build-isolation` **for**: `Aria` + +```python +# Demo +from vlmeval.config import supported_VLM +model = supported_VLM['idefics_9b_instruct']() +# Forward Single Image +ret = model.generate(['assets/apple.jpg', 'What is in this image?']) +print(ret) # The image features a red apple with a leaf on it. +# Forward Multiple Images +ret = model.generate(['assets/apple.jpg', 'assets/apple.jpg', 'How many apples are there in the provided images? ']) +print(ret) # There are two apples in the provided images. +``` + +## 🛠️ Development Guide + +To develop custom benchmarks, VLMs, or simply contribute other codes to **VLMEvalKit**, please refer to [[Development_Guide](/docs/en/Development.md) | [开发指南](/docs/zh-CN/Development.md)]. + +**Call for contributions** + +To promote the contribution from the community and share the corresponding credit (in the next report update): + +- All Contributions will be acknowledged in the report. +- Contributors with 3 or more major contributions (implementing an MLLM, benchmark, or major feature) can join the author list of [VLMEvalKit Technical Report](https://www.arxiv.org/abs/2407.11691) on ArXiv. Eligible contributors can create an issue or dm kennyutc in [VLMEvalKit Discord Channel](https://discord.com/invite/evDT4GZmxN). + +Here is a [contributor list](/docs/en/Contributors.md) we curated based on the records. + +## 🎯 The Goal of VLMEvalKit + +**The codebase is designed to:** + +1. Provide an **easy-to-use**, **opensource evaluation toolkit** to make it convenient for researchers & developers to evaluate existing LVLMs and make evaluation results **easy to reproduce**. +2. Make it easy for VLM developers to evaluate their own models. To evaluate the VLM on multiple supported benchmarks, one just need to **implement a single `generate_inner()` function**, all other workloads (data downloading, data preprocessing, prediction inference, metric calculation) are handled by the codebase. + +**The codebase is not designed to:** + +1. Reproduce the exact accuracy number reported in the original papers of all **3rd party benchmarks**. The reason can be two-fold: + 1. VLMEvalKit uses **generation-based evaluation** for all VLMs (and optionally with **LLM-based answer extraction**). Meanwhile, some benchmarks may use different approaches (SEEDBench uses PPL-based evaluation, *eg.*). For those benchmarks, we compare both scores in the corresponding result. We encourage developers to support other evaluation paradigms in the codebase. + 2. By default, we use the same prompt template for all VLMs to evaluate on a benchmark. Meanwhile, **some VLMs may have their specific prompt templates** (some may not covered by the codebase at this time). We encourage VLM developers to implement their own prompt template in VLMEvalKit, if that is not covered currently. That will help to improve the reproducibility. + +## 🖊️ Citation + +If you find this work helpful, please consider to **star🌟** this repo. Thanks for your support! + +[![Stargazers repo roster for @open-compass/VLMEvalKit](https://reporoster.com/stars/open-compass/VLMEvalKit)](https://github.com/open-compass/VLMEvalKit/stargazers) + +If you use VLMEvalKit in your research or wish to refer to published OpenSource evaluation results, please use the following BibTeX entry and the BibTex entry corresponding to the specific VLM / benchmark you used. + +```bib +@inproceedings{duan2024vlmevalkit, + title={Vlmevalkit: An open-source toolkit for evaluating large multi-modality models}, + author={Duan, Haodong and Yang, Junming and Qiao, Yuxuan and Fang, Xinyu and Chen, Lin and Liu, Yuan and Dong, Xiaoyi and Zang, Yuhang and Zhang, Pan and Wang, Jiaqi and others}, + booktitle={Proceedings of the 32nd ACM International Conference on Multimedia}, + pages={11198--11201}, + year={2024} +} +``` + +

🔝Back to top

+ +[github-contributors-link]: https://github.com/open-compass/VLMEvalKit/graphs/contributors +[github-contributors-shield]: https://img.shields.io/github/contributors/open-compass/VLMEvalKit?color=c4f042&labelColor=black&style=flat-square +[github-forks-link]: https://github.com/open-compass/VLMEvalKit/network/members +[github-forks-shield]: https://img.shields.io/github/forks/open-compass/VLMEvalKit?color=8ae8ff&labelColor=black&style=flat-square +[github-issues-link]: https://github.com/open-compass/VLMEvalKit/issues +[github-issues-shield]: https://img.shields.io/github/issues/open-compass/VLMEvalKit?color=ff80eb&labelColor=black&style=flat-square +[github-license-link]: https://github.com/open-compass/VLMEvalKit/blob/main/LICENSE +[github-license-shield]: https://img.shields.io/github/license/open-compass/VLMEvalKit?color=white&labelColor=black&style=flat-square +[github-stars-link]: https://github.com/open-compass/VLMEvalKit/stargazers +[github-stars-shield]: https://img.shields.io/github/stars/open-compass/VLMEvalKit?color=ffcb47&labelColor=black&style=flat-square diff --git a/VLMEvalKit-sudoku/eval.sh b/VLMEvalKit-sudoku/eval.sh new file mode 100644 index 0000000000000000000000000000000000000000..82d42c61d62747ec0c993a19ac827c7370463d78 --- /dev/null +++ b/VLMEvalKit-sudoku/eval.sh @@ -0,0 +1,7 @@ +#全图 +export HF_ENDPOINT=https://hf-mirror.com +python run.py --data ShapeGrid_sudoku --model llava_uhd_final + +# #切片 +# export HF_ENDPOINT=https://hf-mirror.com +# python run.py --data ShapeGrid_sudoku --model llava_uhd_resampler_query_49 diff --git a/VLMEvalKit-sudoku/requirements.txt b/VLMEvalKit-sudoku/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..17ee830a10dc6f0cb0dc022929bc57851d7dac44 --- /dev/null +++ b/VLMEvalKit-sudoku/requirements.txt @@ -0,0 +1,40 @@ +accelerate +dotenv +einops +# for gemini api +google-genai +gradio +huggingface_hub +imageio +ipdb +json_repair +matplotlib +nltk +numpy +omegaconf +openai +opencv-python>=4.7.0.72 +openpyxl +pandas +pillow +portalocker +protobuf +python-dotenv +qwen_vl_utils +requests +rich +sentencepiece +setuptools +sty +sympy +tabulate +tiktoken +timeout-decorator +timm +torch +torchvision +tqdm +transformers +typing_extensions +validators +xlsxwriter diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/__init__.py b/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/__pycache__/utils.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/__pycache__/utils.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..735a0a91da33987fafb4834327b1e5c89def261b Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/__pycache__/utils.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/requirements.txt b/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c5cbc61f3a46f87a82fe359c84df7822555974d --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/CGAVCounting/requirements.txt @@ -0,0 +1,2 @@ +scipy +word2number diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/EgoExoBench/__init__.py b/VLMEvalKit-sudoku/vlmeval/dataset/EgoExoBench/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..00ab15e060fd5923a171fc83c8ae59588e9a13e4 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/EgoExoBench/__init__.py @@ -0,0 +1 @@ +from .egoexobench import EgoExoBench_MCQ diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/EgoExoBench/__pycache__/egoexobench.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/dataset/EgoExoBench/__pycache__/egoexobench.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..251cf70d4f67e819d767014a2a29262d401642de Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/dataset/EgoExoBench/__pycache__/egoexobench.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/GUI/__pycache__/screenspot.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/dataset/GUI/__pycache__/screenspot.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..2b91bdf99c4d0ebae4f4d60c75076ab8948a5146 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/dataset/GUI/__pycache__/screenspot.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/GUI/screenspot_v2.py b/VLMEvalKit-sudoku/vlmeval/dataset/GUI/screenspot_v2.py new file mode 100644 index 0000000000000000000000000000000000000000..fe420f283c9beabee96f3455ad8d1a8ee3605ccc --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/GUI/screenspot_v2.py @@ -0,0 +1,208 @@ +import os +import re +import tempfile +from functools import partial + +import pandas as pd +import ast + +from ..image_base import img_root_map +from .screenspot import ScreenSpot +from ..utils import build_judge, DEBUG_MESSAGE +from ...smp import * +from ...utils import track_progress_rich +from ipdb import set_trace as st + +logger = get_logger("RUN") + +""" +{ + "img_filename": "web_3b0ad239-da6b-4f6f-8f12-f674dc90ff33.png", + "bbox": [42, 1102, 197, 70], + "instruction": "view the details of the item", + "data_type": "text", + "data_source": "shop" +}, +{ + "img_filename": "web_3b0ad239-da6b-4f6f-8f12-f674dc90ff33.png", + "bbox": [93, 74, 86, 132], + "instruction": "view the previous photo", + "data_type": "icon", + "data_source": "shop" +} +""" + +SYSTEM_PROMPT = """You are a GUI agent. You are given a task and a screenshot of the screen. You need to perform pyautogui click/moveTo action to complete the task. The answer format is `pyautogui.click(x=?, y=?), x and y is necessary`""" # noqa: E501 + +USER_INSTRUCTION = """Please complete the following tasks by clicking using `pyautogui.click`:\n{instruction}""" # noqa: E501 + +SYSTEM_PROMPT_V2 = """You are a GUI agent. You are given a screenshot of the screen and the description of a target element. You need to click the target element using `pyautogui.click`. The answer format is `pyautogui.click(x=?, y=?), x and y is necessary`""" # noqa: E501 +USER_INSTRUCTION_V2 = """Please click the following target element using `pyautogui.click`:\n{description}""" + + +def parse_bbox_aguvis(response): + match = re.search(r"x=([\d.]+), y=([\d.]+)", response) + if match: + click_point = [float(match.group(1)), float(match.group(2))] + else: + click_point = [0.0, 0.0] + return click_point + + +def compute_iou(box1, box2): + """ + Compute the Intersection over Union (IoU) of two bounding boxes. + + Parameters: + - box1 (list of float): Bounding box [x_min, y_min, x_max, y_max]. + - box2 (list of float): Bounding box [x_min, y_min, x_max, y_max]. + + Returns: + - float: IoU of box1 and box2. + """ + # Determine the coordinates of the intersection rectangle + x_left = max(box1[0], box2[0]) + y_top = max(box1[1], box2[1]) + x_right = min(box1[2], box2[2]) + y_bottom = min(box1[3], box2[3]) + + # Compute the area of intersection + intersection_area = max(0, x_right - x_left) * max(0, y_bottom - y_top) + + # Compute the area of both bounding boxes + box1_area = (box1[2] - box1[0]) * (box1[3] - box1[1]) + box2_area = (box2[2] - box2[0]) * (box2[3] - box2[1]) + + # Compute the area of the union + union_area = box1_area + box2_area - intersection_area + + # Compute the Intersection over Union + iou = intersection_area / union_area + + return iou + + +def compute_accuracy(box1, box2, threshold=0.5): + """ + Compute the accuracy of two bounding boxes based on a specified threshold. + + Parameters: + - box1 (list of float): Bounding box [x_min, y_min, x_max, y_max]. + - box2 (list of float): Bounding box [x_min, y_min, x_max, y_max]. + - threshold (float): Threshold for the IoU to consider the prediction correct. + + Returns: + - float: Accuracy of the prediction based on the IoU threshold. + """ + iou = compute_iou(box1, box2) + return iou >= threshold + + +def compute_center_accuracy(box1, box2): + """ + Compute if the center point of box 2 is within box 1. + + Parameters: + - box1 (list of float): Bounding box [x_min, y_min, x_max, y_max]. + - box2 (list of float): Bounding box [x_min, y_min, x_max, y_max]. + + Returns: + - bool: True if the center point of box 2 is within box 1, False otherwise. + """ + # Compute the center point of box 2 + center_x = (box2[0] + box2[2]) / 2 + center_y = (box2[1] + box2[3]) / 2 + + # Check if the center point is within box 1 + return box1[0] <= center_x <= box1[2] and box1[1] <= center_y <= box1[3] + + +def convert_bbox(bbox, image_path): + new_bbox = bbox if isinstance(bbox, list) else ast.literal_eval(bbox) + new_bbox = [ + new_bbox[0], + new_bbox[1], + new_bbox[0] + new_bbox[2], + new_bbox[1] + new_bbox[3], + ] + image = Image.open(image_path) + img_size = image.size + new_bbox = [ + new_bbox[0] / img_size[0], + new_bbox[1] / img_size[1], + new_bbox[2] / img_size[0], + new_bbox[3] / img_size[1], + ] + return new_bbox + + +class ScreenSpotV2(ScreenSpot): + MODALITY = "IMAGE" + TYPE = "GUI" + DATASET_URL = { + "ScreenSpot_v2_Mobile": "ScreenSpot_v2_Mobile.tsv", + "ScreenSpot_v2_Desktop": "ScreenSpot_v2_Desktop.tsv", + "ScreenSpot_v2_Web": "ScreenSpot_v2_Web.tsv", + } # path + DATASET_MD5 = {} + EVAL_TYPE = "point" # point or rectangle + RE_TYPE = "functional" # type of referring expressions: functional or composite + + def __init__( + self, + dataset="ScreenSpot_Mobile", + skip_noimg=True, + skeleton=False, + re_type="functional", + ): + # st() + ROOT = LMUDataRoot() + # You can override this variable to save image files to a different directory + self.dataset_name = dataset + self.img_root = osp.join(ROOT, "ScreenSpot_v2", "screenspotv2_image") + self.RE_TYPE = re_type + if skeleton: + return + + data = self.load_data(dataset) + self.skip_noimg = skip_noimg + if skip_noimg and "image" in data: + data = data[~pd.isna(data["image"])] + + data["index"] = [str(idx + 1) for idx, x in enumerate(data["bbox"])] + + self.meta_only = True + self.parse_response_func = parse_bbox_aguvis # TODO: parse function can be specified through kwargs when initializing the dataset # noqa: E501 + + # The image field can store the base64 encoded image or another question index (for saving space) + if "image" in data: + data["image"] = [str(x) for x in data["image"]] + image_map = {x: y for x, y in zip(data["index"], data["image"])} + for k in image_map: + if len(image_map[k]) <= 64: + idx = image_map[k] + assert idx in image_map and len(image_map[idx]) > 64 + image_map[k] = image_map[idx] + + images = [toliststr(image_map[k]) for k in data["index"]] + data["image"] = [x[0] if len(x) == 1 else x for x in images] + self.meta_only = False + + if "img_filename" in data: + paths = [toliststr(x) for x in data["img_filename"]] + data["image_path"] = [x[0] if len(x) == 1 else x for x in paths] + + # if np.all([istype(x, int) for x in data["index"]]): + # data["index"] = [int(x) for x in data["index"]] + + self.data = data + self.post_build(dataset) + + def prepare_tsv(self, url, file_md5=None): + # st() + if self.RE_TYPE == "functional": + data_root = LMUDataRoot() + data_path = osp.join(data_root, "ScreenSpot_v2", url) + else: + data_path = self.DATASET_URL_V2[self.dataset_name] + return pd.DataFrame(load(data_path)) diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/__init__.py b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/__pycache__/omnidocbench.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/__pycache__/omnidocbench.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e054293d2863d454ba8932dc22bacf355d4c7748 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/__pycache__/omnidocbench.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/metrics.py b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..e3346ae0ff1fff30b57c2dacc69318179b1f8d29 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/metrics.py @@ -0,0 +1,486 @@ +import json +import time +import Levenshtein +import evaluate +import random +import pdb +import copy +import pandas as pd + +from .utils import save_paired_result,normalized_table +from collections import defaultdict +from apted.helpers import Tree +from apted import APTED, Config +from lxml import etree, html +from collections import deque +from tqdm import tqdm +from collections import defaultdict +from tabulate import tabulate + +def show_result(results): + for metric_name in results.keys(): + print(f'{metric_name}:') + score_table = [[k,v] for k,v in results[metric_name].items()] + print(tabulate(score_table)) + print('='*100) + +def sort_nested_dict(d): + # If it's a dictionary, recursively sort it + if isinstance(d, dict): + # Sort the current dictionary + sorted_dict = {k: sort_nested_dict(v) for k, v in sorted(d.items())} + return sorted_dict + # If not a dictionary, return directly + return d + +def get_full_labels_results(samples:dict): + if not samples: + return {} + label_group_dict = defaultdict(lambda: defaultdict(list)) + for sample in samples: + label_list = [] + if not sample.get("gt_attribute"): + continue + for anno in sample["gt_attribute"]: + for k,v in anno.items(): + label_list.append(k+": "+str(v)) + for label_name in list(set(label_list)): # Currently if there are merged cases, calculate based on the set of all labels involved after merging + for metric, score in sample['metric'].items(): + label_group_dict[label_name][metric].append(score) + + print('----Anno Attribute---------------') + result = {} + result['sample_count'] = {} + for attribute in label_group_dict.keys(): + for metric, scores in label_group_dict[attribute].items(): + mean_score = sum(scores) / len(scores) + if not result.get(metric): + result[metric] = {} + result[metric][attribute] = mean_score + result['sample_count'][attribute] = len(scores) + result = sort_nested_dict(result) + show_result(result) + return result + + +def get_page_split(samples, page_info): # Page level metric + if not page_info: + return {} + result_list = defaultdict(list) + + + for sample in samples: + img_name = sample['img_id'] if sample['img_id'].endswith('.jpg') else '_'.join(sample['img_id'].split('_')[:-1]) + page_info_s = page_info[img_name] + if not sample.get('metric'): + continue + for metric, score in sample['metric'].items(): + gt = sample['norm_gt'] if sample.get('norm_gt') else sample['gt'] + pred = sample['norm_pred'] if sample.get('norm_pred') else sample['pred'] + result_list[metric].append({ + 'image_name': img_name, + 'metric': metric, + 'attribute': 'ALL', + 'score': score, + 'upper_len': max(len(gt), len(pred)) + }) + for k,v in page_info_s.items(): + if isinstance(v, list): # special issue + for special_issue in v: + if 'table' not in special_issue: # Table-related special fields have duplicates + result_list[metric].append({ + 'image_name': img_name, + 'metric': metric, + 'attribute': special_issue, + 'score': score, + 'upper_len': max(len(gt), len(pred)) + }) + else: + result_list[metric].append({ + 'image_name': img_name, + 'metric': metric, + 'attribute': k+": "+str(v), + 'score': score, + 'upper_len': max(len(gt), len(pred)) + }) + + # Page level logic, accumulation is only done within pages, and mean operation is performed between pages + result = {} + if result_list.get('Edit_dist'): + df = pd.DataFrame(result_list['Edit_dist']) + up_total_avg = df.groupby(["image_name", "attribute"]).apply(lambda x: (x["score"]*x['upper_len']).sum() / x['upper_len'].sum()).groupby('attribute').mean() # At page level, accumulate edits, denominator is sum of max(gt, pred) from each sample + result['Edit_dist'] = up_total_avg.to_dict() + for metric in result_list.keys(): + if metric == 'Edit_dist': + continue + df = pd.DataFrame(result_list[metric]) + page_avg = df.groupby(["image_name", "attribute"]).apply(lambda x: x["score"].mean()).groupby('attribute').mean() + result[metric] = page_avg.to_dict() + + result = sort_nested_dict(result) + # print('----Page Attribute---------------') + show_result(result) + return result + + +def get_groups(samples, group_info): + group_samples = defaultdict(list) + for sample in samples: + group_samples['all'].append(sample) + for group in group_info: + select_flag = True + for k, v in group.items(): + for gt_attribute in sample['gt_attribute']: # gt_attribute is a list containing all merged gt attributes + if not gt_attribute: # if no GT attributes, don't include in calculation + select_flag = False + elif gt_attribute[k] != v: # if any gt attribute doesn't meet criteria, don't select + select_flag = False + if select_flag: + group_samples[str(group)].append(sample) + return group_samples + + +class Registry: + def __init__(self): + self._registry = {} + def register(self, name): + def decorator(item): + if name in self._registry: + raise ValueError(f"Item {name} already registered.") + self._registry[name] = item + return item + return decorator + def get(self, name): + if name not in self._registry: + raise ValueError(f"Item {name} not found in registry.") + return self._registry[name] + def list_items(self): + return list(self._registry.keys()) + +METRIC_REGISTRY = Registry() + + +@METRIC_REGISTRY.register("TEDS") +class call_TEDS(): + def __init__(self, samples): + self.samples = samples + def evaluate(self, group_info=[], save_name='default'): + teds = TEDS(structure_only=False) + teds_structure_only = TEDS(structure_only=True) + + group_scores = defaultdict(list) + group_scores_structure_only = defaultdict(list) + + samples = self.samples + for sample in samples: + gt = sample['norm_gt'] if sample.get('norm_gt') else sample['gt'] + pred = sample['norm_pred'] if sample.get('norm_pred') else sample['pred'] + + score = teds.evaluate(pred, gt) + score_structure_only = teds_structure_only.evaluate(pred, gt) + # print('TEDS score:', score) + group_scores['all'].append(score) + group_scores_structure_only['all'].append(score_structure_only) + + if not sample.get('metric'): + sample['metric'] = {} + sample['metric']['TEDS'] = score + sample['metric']['TEDS_structure_only'] = score_structure_only + + for group in group_info: + select_flag = True + for k, v in group.items(): + for gt_attribute in sample['gt_attribute']: # gt_attribute is a list containing all merged gt attributes + if not gt_attribute: # if no GT attributes, don't include in calculation + select_flag = False + elif gt_attribute[k] != v: # if any gt attribute doesn't meet criteria, don't select + select_flag = False + if select_flag: + group_scores[str(group)].append(score) + + result = {} + for group_name, scores in group_scores.items(): + if len(scores) > 0: + result[group_name] = sum(scores) / len(scores) # average of normalized scores at sample level + else: + result[group_name] = 'NaN' + print(f'Warning: Empyty matched samples for {group_name}.') + + structure_only_result = {} + for group_name, scores in group_scores_structure_only.items(): + if len(scores) > 0: + structure_only_result[group_name] = sum(scores) / len(scores) # average of normalized scores at sample level + else: + structure_only_result[group_name] = 'NaN' + print(f'Warning: Empyty matched samples for {group_name}.') + + return samples,{'TEDS': result, 'TEDS_structure_only': structure_only_result} + + +@METRIC_REGISTRY.register("BLEU") +class call_BLEU(): + def __init__(self, samples): + self.samples = samples + def evaluate(self, group_info=[], save_name='default'): + group_samples = get_groups(self.samples, group_info) + result = {} + bleu = evaluate.load("bleu", keep_in_memory=True, experiment_id=random.randint(1,1e8)) + + for group_name, samples in group_samples.items(): + predictions, references = [], [] + for sample in samples: + gt = sample['norm_gt'] if sample.get('norm_gt') else sample['gt'] + pred = sample['norm_pred'] if sample.get('norm_pred') else sample['pred'] + predictions.append(pred) + references.append(gt) + + if not predictions or not any(predictions) or not references or not any(references): + bleu_score = 0 + else: + try: + bleu_results = bleu.compute(predictions=predictions, references=references) + bleu_score = bleu_results["bleu"] + except ZeroDivisionError: + bleu_score = 0 + + result[group_name] = bleu_score + + return self.samples,{'BLEU': result} + +@METRIC_REGISTRY.register("METEOR") +class call_METEOR(): + def __init__(self, samples): + self.samples = samples + def evaluate(self, group_info=[], save_name='default'): + group_samples = get_groups(self.samples, group_info) + result = {} + for group_name, samples in group_samples.items(): + predictions, references = [], [] + for sample in samples: + gt = sample['norm_gt'] if sample.get('norm_gt') else sample['gt'] + pred = sample['norm_pred'] if sample.get('norm_pred') else sample['pred'] + predictions.append(gt) + references.append(pred) + meteor = evaluate.load('meteor', keep_in_memory=True, experiment_id=random.randint(1,1e8)) + meteor_results = meteor.compute(predictions=predictions, references=references) + result[group_name] = meteor_results['meteor'] + + return self.samples,{'METEOR': result} + + +@METRIC_REGISTRY.register("Edit_dist") +class call_Edit_dist(): + def __init__(self, samples): + self.samples = samples + def evaluate(self, group_info=[], save_name='default'): + samples = self.samples + for sample in samples: + img_name = sample['img_id'] if sample['img_id'].endswith('.jpg') else '_'.join(sample['img_id'].split('_')[:-1]) + sample['image_name'] = img_name + gt = sample['norm_gt'] if sample.get('norm_gt') else sample['gt'] + pred = sample['norm_pred'] if sample.get('norm_pred') else sample['pred'] + upper_len = max(len(pred), len(gt)) + sample['upper_len'] = upper_len + if len(pred) > 0 or len(gt) > 0: + edit_dist = Levenshtein.distance(pred, gt) + if not sample.get('metric'): + sample['metric'] = {} + sample['metric']['Edit_dist'] = edit_dist / upper_len + sample['Edit_num'] = edit_dist + + if isinstance(samples, list): + saved_samples = samples + else: + saved_samples = samples.samples + + if not saved_samples: + return {'Edit_dist': {'ALL_page_avg': 'NaN'}} + + df = pd.DataFrame(saved_samples) + up_total_avg = df.groupby("image_name").apply(lambda x: x['Edit_num'].sum() / x['upper_len'].sum()) # page level, sum of edits divided by sum of max(gt,pred) lengths for each sample + per_img_score = up_total_avg.to_dict() + + return samples,{'Edit_dist': {'ALL_page_avg': up_total_avg.mean()}} + + +@METRIC_REGISTRY.register("CDM") +class call_CDM(): + def __init__(self, samples): + self.samples = samples + def evaluate(self, group_info=[], save_name='default'): + if isinstance(self.samples, list): + cdm_samples = copy.deepcopy(self.samples) + else: + cdm_samples = copy.deepcopy(self.samples.samples) + for idx, sample in enumerate(cdm_samples): + sample['img_name'] = sample['img_id'] + sample['img_id'] = str(idx) + sample['gt'] = sample['gt'].lstrip("$$").rstrip("$$").strip() + sample['pred'] = sample['pred'].split("```latex")[-1].split("```")[0] + sample['pred'] = sample['pred'].lstrip("$$").rstrip("$$").strip() + + return self.samples,False + + +class TEDS(object): + ''' Tree Edit Distance basead Similarity + ''' + def __init__(self, structure_only=False, n_jobs=1, ignore_nodes=None): + assert isinstance(n_jobs, int) and (n_jobs >= 1), 'n_jobs must be an integer greather than 1' + self.structure_only = structure_only + self.n_jobs = n_jobs + self.ignore_nodes = ignore_nodes + self.__tokens__ = [] + + def tokenize(self, node): + ''' Tokenizes table cells + ''' + self.__tokens__.append('<%s>' % node.tag) + if node.text is not None: + self.__tokens__ += list(node.text) + for n in node.getchildren(): + self.tokenize(n) + if node.tag != 'unk': + self.__tokens__.append('' % node.tag) + if node.tag != 'td' and node.tail is not None: + self.__tokens__ += list(node.tail) + + def load_html_tree(self, node, parent=None): + ''' Converts HTML tree to the format required by apted + ''' + global __tokens__ + if node.tag == 'td': + if self.structure_only: + cell = [] + else: + self.__tokens__ = [] + self.tokenize(node) + cell = self.__tokens__[1:-1].copy() + new_node = TableTree(node.tag, + int(node.attrib.get('colspan', '1')), + int(node.attrib.get('rowspan', '1')), + cell, *deque()) + else: + new_node = TableTree(node.tag, None, None, None, *deque()) + if parent is not None: + parent.children.append(new_node) + if node.tag != 'td': + for n in node.getchildren(): + self.load_html_tree(n, new_node) + if parent is None: + return new_node + + def evaluate(self, pred, true): + ''' Computes TEDS score between the prediction and the ground truth of a + given sample + ''' + if (not pred) or (not true): + return 0.0 + parser = html.HTMLParser(remove_comments=True, encoding='utf-8') + pred = html.fromstring(pred, parser=parser) + true = html.fromstring(true, parser=parser) + if pred.xpath('body/table') and true.xpath('body/table'): + pred = pred.xpath('body/table')[0] + true = true.xpath('body/table')[0] + if self.ignore_nodes: + etree.strip_tags(pred, *self.ignore_nodes) + etree.strip_tags(true, *self.ignore_nodes) + n_nodes_pred = len(pred.xpath(".//*")) + n_nodes_true = len(true.xpath(".//*")) + n_nodes = max(n_nodes_pred, n_nodes_true) + tree_pred = self.load_html_tree(pred) + tree_true = self.load_html_tree(true) + distance = APTED(tree_pred, tree_true, CustomConfig()).compute_edit_distance() + return 1.0 - (float(distance) / n_nodes) + else: + return 0.0 + + def batch_evaluate(self, pred_json, true_json): + ''' Computes TEDS score between the prediction and the ground truth of + a batch of samples + @params pred_json: {'FILENAME': 'HTML CODE', ...} + @params true_json: {'FILENAME': {'html': 'HTML CODE'}, ...} + @output: {'FILENAME': 'TEDS SCORE', ...} + ''' + samples = true_json.keys() + # if self.n_jobs == 1: + scores = [self.evaluate(pred_json.get(filename, ''), true_json[filename]['html']) for filename in tqdm(samples)] + # else: + # inputs = [{'pred': pred_json.get(filename, ''), 'true': true_json[filename]['html']} for filename in samples] + # scores = parallel_process(inputs, self.evaluate, use_kwargs=True, n_jobs=self.n_jobs, front_num=1) + scores = dict(zip(samples, scores)) + return scores + + +class CustomConfig(Config): + @staticmethod + def maximum(*sequences): + """Get maximum possible value + """ + return max(map(len, sequences)) + + def normalized_distance(self, *sequences): + """Get distance from 0 to 1 + """ + return float(Levenshtein.distance(*sequences)) / self.maximum(*sequences) + + def rename(self, node1, node2): + """Compares attributes of trees""" + if (node1.tag != node2.tag) or (node1.colspan != node2.colspan) or (node1.rowspan != node2.rowspan): + return 1. + if node1.tag == 'td': + if node1.content or node2.content: + return self.normalized_distance(node1.content, node2.content) + return 0. + + +class TableTree(Tree): + def __init__(self, tag, colspan=None, rowspan=None, content=None, *children): + self.tag = tag + self.colspan = colspan + self.rowspan = rowspan + self.content = content + self.children = list(children) + + def bracket(self): + """Show tree using brackets notation""" + if self.tag == 'td': + result = '"tag": %s, "colspan": %d, "rowspan": %d, "text": %s' % \ + (self.tag, self.colspan, self.rowspan, self.content) + else: + result = '"tag": %s' % self.tag + for child in self.children: + result += child.bracket() + return "{{{}}}".format(result) + + +class recogition_end2end_base_dataset(): + def __init__(self, samples): + img_id = 0 + for sample in samples: + if not sample.get('img_id'): + sample['img_id'] = img_id + img_id += 1 + self.samples = samples + def __getitem__(self, idx): + return self.samples[idx] + + +class recogition_end2end_table_dataset(recogition_end2end_base_dataset): + def __init__(self, samples, table_format): + self.pred_table_format = table_format + self.samples = self.normalize_data(samples) + + def normalize_data(self, samples): + img_id = 0 + for sample in samples: + p = sample['pred'] + r = sample['gt'] + p = normalized_table(p, self.pred_table_format) + r = normalized_table(r) + sample['norm_gt'] = r + sample['norm_pred'] = p + sample['img_id'] = sample['img_id'] if sample.get('img_id') else img_id + img_id += 1 + + return samples diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/omnidocbench.py b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/omnidocbench.py new file mode 100644 index 0000000000000000000000000000000000000000..bffbb5b2663931ccebc61cd04d10365b09729d2a --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/OmniDocBench/omnidocbench.py @@ -0,0 +1,551 @@ +import json +import os +import copy +import pandas as pd +import tempfile +import base64 +import numpy as np +from tqdm import tqdm +import torch.distributed as dist +from ..image_base import ImageBaseDataset +from ...smp import * +# from ..utils import get_intermediate_file_path, load, dump + + +class OmniDocBench(ImageBaseDataset): + + MODALITY = 'IMAGE' + TYPE = 'QA' + + DATASET_URL = {'OmniDocBench':'https://huggingface.co/datasets/ouyanglinke/OmniDocBench_tsv/resolve/main/OmniDocBench.tsv'} + DATASET_MD5 = {'OmniDocBench': '0fa5ccf31e682e219cb9ca83da741a59'} + + + system_prompt = r'''You are an AI assistant specialized in converting PDF images to Markdown format. Please follow these instructions for the conversion: + + 1. Text Processing: + - Accurately recognize all text content in the PDF image without guessing or inferring. + - Convert the recognized text into Markdown format. + - Maintain the original document structure, including headings, paragraphs, lists, etc. + + 2. Mathematical Formula Processing: + - Convert all mathematical formulas to LaTeX format. + # - Enclose inline formulas with \( \). For example: This is an inline formula \( E = mc^2 \) + - Enclose block formulas with \\[ \\]. For example: \[ \frac{-b \pm \sqrt{b^2 - 4ac}}{2a} \] + + 3. Table Processing: + - Convert tables to HTML format. + - Wrap the entire table with and
. + + 4. Figure Handling: + - Ignore figures content in the PDF image. Do not attempt to describe or convert images. + + 5. Output Format: + - Ensure the output Markdown document has a clear structure with appropriate line breaks between elements. + - For complex layouts, try to maintain the original document's structure and format as closely as possible. + + Please strictly follow these guidelines to ensure accuracy and consistency in the conversion. Your task is to accurately convert the content of the PDF image into Markdown format without adding any extra explanations or comments. + ''' + + def __init__(self,dataset='OmniDocBench',**kwargs): + super().__init__(dataset,**kwargs) + print(f'self.img_root:{self.img_root}') + + def build_prompt(self, line): + + image_path = self.dump_image(line)[0] + msg = [ + dict(type='image', value=image_path), + dict(type='text', value=self.system_prompt) + ] + return msg + + def evaluate(self, eval_file, **judge_kwargs): + tsv_path=self.data_path + End2end_evaluator=end2end_evaluator(eval_file,tsv_path) + Table_evalutor=table_evalutor(eval_file,tsv_path) + + metrics_all=End2end_evaluator.score() + metircs_table=Table_evalutor.score() + + return metrics_all + + +class end2end_evaluator(): + def __init__(self, + eval_file, + tsv_path, + match_method:str='quick_match', + filter_types:dict=None): + self.eval_file=eval_file + self.match_method=match_method + self.references=[] + self.predictions = load(eval_file)['prediction'].tolist() + self.dafault_metircs_dict={ + 'text_block': + {'metric': ['Edit_dist', 'BLEU', 'METEOR']}, + 'display_formula': + {'metric': ['Edit_dist', 'CDM']}, + 'table': + {'metric': ['TEDS', 'Edit_dist']}, + 'reading_order': + {'metric': ['Edit_dist']} + } + + references = load(tsv_path)['answer'].tolist() + + load_success,load_fail=0,0 + for i,ans in tqdm(enumerate(references),desc='Loading data'): + try: + ans = json.loads(ans) + load_success+=1 + self.references.append(ans) #[{},{}] + except json.JSONDecodeError as e: + load_fail+=1 + continue + print(f'load_success:{load_success},load_fail:{load_fail}') + + filtered_gt_samples = [] + if filter_types: + for gt_sample in self.references: + select_flag = True + for k, v in filter_types.items(): + if gt_sample["page_info"]["page_attribute"][k] != v: + select_flag = False + if select_flag: + filtered_gt_samples.append(gt_sample) + else: + filtered_gt_samples = self.references #[{},{},{}] + self.references=filtered_gt_samples + + + def score(self)->dict: + samples=self.get_matched_elements(self.references,self.predictions) + metrics=self.process_generated_metric_results(samples) + return metrics + + def get_page_elements(self, selected_annos): + saved_element_dict = defaultdict(list) + related_truncated = [] + truncated_all = {} + for relation in selected_annos["extra"]["relation"]: # Handle truncated text issues + if relation["relation_type"] == 'truncated': + truncated_all[relation["source_anno_id"]] = "" + truncated_all[relation["target_anno_id"]] = "" + exist_flag = False + for merge_list in related_truncated: + if relation["source_anno_id"] in merge_list or relation["target_anno_id"] in merge_list: # Consider cases where three text blocks may need to be merged + merge_list.append(relation["source_anno_id"]) + merge_list.append(relation["target_anno_id"]) + exist_flag = True + if not exist_flag: + related_truncated.append([relation["source_anno_id"], relation["target_anno_id"]]) + + for item in selected_annos['layout_dets']: + if item['anno_id'] not in truncated_all.keys(): + saved_element_dict[item["category_type"]].append(item) + else: + truncated_all[item['anno_id']] = item + + for merge_list in related_truncated: + text_block_list = [truncated_all[key] for key in merge_list] + sorted_block = sorted(text_block_list, key=lambda x: x['order']) + text = "" + for block in sorted_block: + text += block['text'] + merged_block = { + "category_type": sorted_block[0]["category_type"], # Directly use information from the first block + "order": sorted_block[0]["order"], + "anno_id": sorted_block[0]["anno_id"], + "text": text, + "merge_list": sorted_block + } + saved_element_dict[sorted_block[0]["category_type"]].append(merged_block) + + return saved_element_dict + + def get_page_elements_list(self, gt_page_elements, category_list): + element_list = [] + for category_type in category_list: + if gt_page_elements.get(category_type): + element_list.extend(gt_page_elements[category_type]) + return element_list + + def get_sorted_text_list(self, selected_annos): + # txt_type: text, latex, html + text_list = [] + for item in selected_annos: + if item.get('order'): + order = item['order'] + else: + order = 0 + # 【txt_type,selecte_annos] + text_list.append((order, item)) + sorted_text_list = sorted(text_list, key=lambda x: x[0]) + return [_[1] for _ in sorted_text_list] + + def filtered_out_ignore(self, items, ignore_category_list): + filted_items = [] + for item in items: + if item['gt_category_type'] not in ignore_category_list: + filted_items.append(item) + return filted_items + + def get_order_paired(self, order_match_s, img_name): + matched = [(item['gt_position'], item['pred_position']) for item in order_match_s if (item['gt_position'] != [""] and item['pred_position'] != "")] + gt_idx_all = [item['gt_position'] for item in order_match_s if (item['gt_position'] != [""])] + read_order_pred = [i[0] for i in sorted(matched, key=lambda x: x[1])] + read_order_gt = sum(gt_idx_all, []) # Convert to one-dimensional list + read_order_gt = [x for x in read_order_gt if x] + gt = sorted(read_order_gt) + pred = sum(read_order_pred, []) + pred = [x for x in pred if x] + if len(pred) > 0 or len(gt) > 0: + import Levenshtein + edit = Levenshtein.distance(gt, pred)/ max(len(pred), len(gt)) + return { + 'gt': gt, + 'pred': pred, + 'img_id': img_name, + 'edit': edit + } + else: + return {} # If both GT and pred are empty for the page, return empty + + def formula_format(self, formula_matches, img_name): + # formated_list = [] + for i, item in enumerate(formula_matches): + item["img_id"] = img_name + '_' + str(i) + return formula_matches + + def get_matched_elements(self,references:list,predictions:list)->dict: + from .metrics import recogition_end2end_base_dataset, recogition_end2end_table_dataset + + plain_text_match = [] + display_formula_match = [] + html_table_match = [] + latex_table_match = [] + order_match = [] + + + for i,sample in enumerate(references): + img_name = os.path.basename(sample["page_info"]["image_path"]) + pred_content = predictions[i] + result = self.process_get_matched_elements(sample, pred_content, img_name) + [plain_text_match_clean, formated_display_formula, latex_table_match_s, html_table_match_s, order_match_single] = result + + if order_match_single: + order_match.append(order_match_single) + if plain_text_match_clean: + plain_text_match.extend(plain_text_match_clean) + if formated_display_formula: + display_formula_match.extend(formated_display_formula) + if latex_table_match_s: + latex_table_match.extend(latex_table_match_s) + if html_table_match_s: + html_table_match.extend(html_table_match_s) + + if len(latex_table_match) > len(html_table_match): + table_match = latex_table_match + table_format = 'latex' + else: + table_match = html_table_match + table_format = 'html' + + matched_samples_all = { + "text_block": recogition_end2end_base_dataset(plain_text_match), + "display_formula": recogition_end2end_base_dataset(display_formula_match), + "table": recogition_end2end_table_dataset(table_match, table_format), + "reading_order": recogition_end2end_base_dataset(order_match) + } + + return matched_samples_all + + def process_get_matched_elements(self, sample, pred_content, img_name): + from .utils import match_gt2pred_simple, match_gt2pred_no_split, match_gt2pred_quick, md_tex_filter + from func_timeout import FunctionTimedOut, func_timeout + + if self.match_method == 'simple_match': # add match choice + match_gt2pred = match_gt2pred_simple + elif self.match_method == 'quick_match': + match_gt2pred = match_gt2pred_quick + elif self.match_method == 'no_split': + match_gt2pred = match_gt2pred_no_split + else: + # print('Invalid match method name. The quick_match will be used.') + match_gt2pred = match_gt2pred_quick + + pred_dataset = md_tex_filter(pred_content) + gt_page_elements = self.get_page_elements(sample) + + text_all = self.get_page_elements_list(gt_page_elements, ['text_block', 'title', 'code_txt', 'code_txt_caption', 'reference', 'equation_caption', + 'figure_caption', 'figure_footnote', 'table_caption', 'table_footnote', 'code_algorithm', 'code_algorithm_caption', + 'header', 'footer', 'page_footnote', 'page_number']) + + + display_formula_match_s = [] + plain_text_match_clean = [] + latex_table_match_s = [] + html_table_match_s = [] + order_match_single = [] + if text_all: + gt_text_list = self.get_sorted_text_list(text_all) + try: + plain_text_match_s = func_timeout( + 30, match_gt2pred, args=(gt_text_list, pred_dataset['text_all'], 'text', img_name) + ) + except FunctionTimedOut as e1: + print(f'Time out for plain text match of {img_name}, match_gt2pred_simple will be used.') + plain_text_match_s = match_gt2pred_simple(gt_text_list, pred_dataset['text_all'], 'text', img_name) + except Exception as e: + print(str(e)) + sys.exit() + + if not plain_text_match_s: + print(f'No text match of {img_name}. The plain text match will be empty.') + else: + plain_text_match_clean = self.filtered_out_ignore(plain_text_match_s, ['figure_caption', 'figure_footnote', 'table_caption', 'table_footnote', 'code_algorithm', 'code_algorithm_caption', 'header', 'footer', 'page_footnote', 'page_number', 'equation_caption']) + + + if gt_page_elements.get('equation_isolated'): + gt_display_list = self.get_sorted_text_list(gt_page_elements['equation_isolated']) + display_formula_match_s = match_gt2pred(gt_display_list, pred_dataset['equation_isolated'], 'formula', img_name) + display_formula_match_s = [x for x in display_formula_match_s if x['gt_idx'] != [""]] + if not display_formula_match_s: + print(f'No display_formula_match of {img_name}. The display_formula_match will be empty.') + + if gt_page_elements.get('table'): + gt_table_list = self.get_sorted_text_list(gt_page_elements['table']) + if pred_dataset['latex_table']: + latex_table_match_s = match_gt2pred_simple(gt_table_list, pred_dataset['latex_table'], 'latex_table', img_name) + latex_table_match_s = [x for x in latex_table_match_s if x['gt_idx'] != [""]] + if pred_dataset['html_table']: + html_table_match_s = match_gt2pred_simple(gt_table_list, pred_dataset['html_table'], 'html_table', img_name) + html_table_match_s = [x for x in html_table_match_s if x['gt_idx'] != [""]] + else: + html_table_match_s = match_gt2pred_simple(gt_table_list, [], 'html_table', img_name) + html_table_match_s = [x for x in html_table_match_s if x['gt_idx'] != [""]] + + + order_match_s = plain_text_match_clean + if order_match_s: + order_match_single = self.get_order_paired(order_match_s, img_name) + + return [plain_text_match_clean, display_formula_match_s, latex_table_match_s, html_table_match_s, order_match_single] + + def process_generated_metric_results(self,samples,save_name:str='end2end_quick_match'): + from .metrics import show_result, get_full_labels_results, get_page_split, METRIC_REGISTRY + + result_all={} + page_info={} + metircs_dict=self.dafault_metircs_dict + pages=self.references #gt_samples list + + for page in pages: + img_path=os.path.basename(page['page_info']['image_path']) + page_info[img_path]=page['page_info']['page_attribute'] + + for element in metircs_dict.keys(): + + result={} + group_info=metircs_dict[element].get('group',[]) + # samples = samples.get(element) ## + cur_samples = samples[element] + + for metric in metircs_dict[element]['metric']: + metric_val = METRIC_REGISTRY.get(metric) + + cur_samples,result_s = metric_val(cur_samples).evaluate(group_info, f"{save_name}_{element}") + if result_s: + result.update(result_s) + + if result: + print(f"{element}") + show_result(result) + result_all[element]={} + + + group_result=get_full_labels_results(cur_samples) + page_result=get_page_split(cur_samples,page_info) + + result_all[element]={ + 'all':result, + 'group':group_result, + 'page':page_result + } + if isinstance(cur_samples,list): + saved_samples=cur_samples + else: + saved_samples=cur_samples.samples + # NOTE: The original code has a bug here, it will overwrite the result file in each iteration. + # I will fix it by adding element to the filename. + # NOTE: Fixed typo .josn -> .json + result_file = get_intermediate_file_path(self.eval_file, f'_{save_name}_{element}_result', 'json') + dump(saved_samples, result_file) + + metric_result_file = get_intermediate_file_path(self.eval_file, f'_{save_name}_metric_result', 'json') + dump(result_all, metric_result_file) + + dict_list = [] + save_dict={} + en_overall=[] + ch_overall=[] + for category_type, metric in [("text_block", "Edit_dist"), ("display_formula", "Edit_dist"), ("display_formula", "CDM"), ("table", "TEDS"), ("table", "Edit_dist"), ("reading_order", "Edit_dist")]: + if metric == 'CDM': + save_dict[category_type+'_'+metric+'_EN'] = '-' + save_dict[category_type+'_'+metric+'_CH'] = '-' + elif metric == "TEDS": + save_dict[category_type+'_'+metric+'_EN'] = result_all[category_type]["page"][metric]["language: english"] * 100 + save_dict[category_type+'_'+metric+'_CH'] = result_all[category_type]["page"][metric]["language: simplified_chinese"] * 100 + else: + save_dict[category_type+'_'+metric+'_EN'] = result_all[category_type]["page"][metric].get("language: english", np.nan) + save_dict[category_type+'_'+metric+'_CH'] = result_all[category_type]["page"][metric].get("language: simplified_chinese",np.nan) + if metric == "Edit_dist": + en_overall.append(result_all[category_type]["page"][metric].get("language: english", np.nan)) + ch_overall.append(result_all[category_type]["page"][metric].get("language: simplified_chinese",np.nan)) + + save_dict['overall_EN'] = sum(en_overall) / len(en_overall) + save_dict['overall_CH'] = sum(ch_overall) / len(ch_overall) + dict_list.append(save_dict) + df = pd.DataFrame(dict_list,index=['end2end',]).round(3) + + e2e_eval_file = get_intermediate_file_path(self.eval_file, '_End2End_Evaluation', 'json') + dump(result_all, e2e_eval_file) + + overall_file = get_intermediate_file_path(self.eval_file, '_overall') + dump(df, overall_file) + + print(f"The save path of End2End_Evaluation is: {e2e_eval_file}") + print(f"The save path of overall metrics is: {overall_file}") + return df + + +class table_evalutor(): + def __init__(self,eval_file,tsv_path): + self.eval_file = eval_file + gt_key='html' + pred_key='pred' + self.category_filter='table' + self.category_type='table' + self.metircs_list=['TEDS','Edit_dist'] + self.gt_samples,self.table_samples=self.load_data(eval_file,tsv_path,pred_key,gt_key) + + def load_data(self,eval_file,gt_file,pred_key,gt_key): + from .data_preprocess import clean_string, normalized_formula, textblock2unicode, normalized_table + samples=[] + preds=[] + predictions=load(eval_file)['prediction'].tolist() + gt_samples=load(gt_file)['answer'].tolist() + load_success,load_fail=0,0 + for i,gt_sample in tqdm(enumerate(gt_samples),desc='Loading data'): + try: + ans=json.loads(gt_sample) + for item in ans['layout_dets']: + if item['category_type']=="table": + item['pred']=predictions[i] + load_success+=1 + preds.append(ans) + + except json.JSONDecodeError as e: + load_fail+=1 + continue + print(f'load_table_success:{load_success},load_table_fail:{load_fail}') + + count=0 + for pred in preds: + img_name = os.path.basename(pred['page_info']['image_path']) + for i, ann in enumerate(pred['layout_dets']): + if not ann.get(gt_key): + continue + if self.category_filter: + if ann['category_type'] not in self.category_filter: + continue + if not ann.get(pred_key): + # print(f'Cannot find pred for {img_name}. ann is {ann}') + # pdb.set_trace() + count += 1 + continue + else: + gt_text = ann[gt_key] + norm_gt = gt_text + pred_text = ann[pred_key] + norm_pred = pred_text + if self.category_type: + if self.category_type == 'text': + norm_gt = clean_string(textblock2unicode(ann[gt_key])) + norm_pred = clean_string(textblock2unicode(ann[pred_key])) + elif self.category_type == 'formula': + norm_gt = normalized_formula(ann[gt_key]) + norm_pred = normalized_formula(ann[pred_key]) + elif self.category_type == 'table': + norm_gt = normalized_table(ann[gt_key], gt_key) + norm_pred = normalized_table(ann[pred_key], gt_key) + else: + raise ValueError(f'Invalid category type: {self.category_type}') + + samples.append({ + "gt": gt_text, + "norm_gt": norm_gt, + "gt_attribute": [ann['attribute']], + 'pred': pred_text, + "norm_pred": norm_pred, + 'img_id': img_name + }) + + print(f'Cannot find pred for {count} samples.') + return preds,samples + + def score(self)->dict: + metrics=self.process_generated_metric_results() + return metrics + + def process_generated_metric_results(self,save_name:str='OmniDocBench_table'): + from .metrics import show_result, get_full_labels_results, get_page_split, METRIC_REGISTRY + + p_scores={} + page_info={} + no_page_flag=False + samples=self.table_samples + pages=self.gt_samples + + for page in pages: + if 'page_info' not in page: + no_page_flag=True + break + img_path=os.path.basename(page['page_info']['image_path']) + page_info[img_path]=page['page_info']['page_attribute'] + + for metric in self.metircs_list: + metric_val=METRIC_REGISTRY.get(metric) + samples, result = metric_val(samples).evaluate({}, save_name) + if result: + p_scores.update(result) + show_result(p_scores) + group_result=get_full_labels_results(samples) + if no_page_flag: + page_result={} + else: + page_result=get_page_split(samples,page_info) + + result_all={ + 'all':p_scores, + 'group':group_result, + 'page':page_result + } + + metric_result_file = get_intermediate_file_path(self.eval_file, f'_{save_name}_metric_result', 'json') + dump(result_all, metric_result_file) + + dict_list=[] + dict_list.append(result_all["group"]["TEDS"]) + + df4 = pd.DataFrame(dict_list, index=['OmniDocBench_table']) + df4 = df4 * 100 + df4 = df4.round(1) + selected_columns = df4[["language: table_en", "language: table_simplified_chinese", "language: table_en_ch_mixed", "line: full_line", "line: less_line", "line: fewer_line", "line: wireless_line", + "with_span: True", "with_span: False", "include_equation: True", "include_equation: False", "include_background: True", "include_background: False", "table_layout: vertical", "table_layout: horizontal"]] + + table_attr_file = get_intermediate_file_path(self.eval_file, '_table_attribute') + dump(selected_columns, table_attr_file) + print(f'The save path of table_attribute is :{table_attr_file}') + return selected_columns diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/mmmath.py b/VLMEvalKit-sudoku/vlmeval/dataset/mmmath.py new file mode 100644 index 0000000000000000000000000000000000000000..d71bb12638c6c8267ff25fc68e99a4ef2adee9be --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/mmmath.py @@ -0,0 +1,459 @@ +import re +import json + +import numpy as np +import sys +import math +import os +import argparse +import timeout_decorator +import logging + +from .image_base import ImageBaseDataset +from ..utils import track_progress_rich +from ..smp import load, dump, get_intermediate_file_path + +try: + import sympy as sp + from sympy import simplify, Eq, sympify, Pow, pi + from sympy.parsing.latex import parse_latex +except ImportError: + logging.warning('sympy is not installed, please install it for MM-Math evaluation.') + + +class AutoScoringJudge: + def __init__(self): + # Map of special symbols to their replacements + self.special_signal_map = { + "\\left": "", + "\\right": "", + "厘米":"", + # "∶": ":", + "，": ",", + "$": "", + "（":"(", + "）":")", + "\\infty":"oo", + "\\colon ":":", + # "\\approx": "=", + # "\\simeq": "=", + # "\\sim": "=", + # "^\\prime": "'", + # "^{\\prime}": "'", + "＋":"+", + "\\, ": "", + "\\,":"", + "^\\circ": "", + "^{\\circ}": "", + # "%": "", + } + self.pi = parse_latex("\\pi") + # MM-Math default precision + self.precision = 1e-2 + + def trans_greater_sign_to_interval(self, expr:str): + expr_tmp = expr.split("<") + return "(" + expr_tmp[0] + ", " + expr_tmp[-1] + ")" + + def split_by_comma(self, expr: str): + # Splits expressions by commas outside of brackets + in_bracket_num = 0 + splitted_expr = [] + start_idx = 0 + for i, char in enumerate(expr): + if char in ["(", "["]: + in_bracket_num += 1 + elif char in [")", "]"]: + in_bracket_num -= 1 + elif char == "," and in_bracket_num == 0: + splitted_expr.append(expr[start_idx:i].strip()) + start_idx = i + 1 + + if start_idx < len(expr): + splitted_expr.append(expr[start_idx:].strip()) + + return splitted_expr + + def trans_plus_minus_sign(self, expr_list: list): + # Translates plus-minus signs into separate expressions + new_expr_list = [] + for expr in expr_list: + if "\\pm" in expr: + new_expr_list.append(expr.replace("\\pm", "+")) + new_expr_list.append(expr.replace("\\pm", "-")) + else: + new_expr_list.append(expr) + + return new_expr_list + + def judge(self, expression1, expression2, precision=1e-2): + # Judge if two expressions are equal (expression1 is considered as the Ground Truth) + # Default precision is a list for supporting multiple expressions + precision = precision if isinstance(precision, list) else [precision] + + try: + expression1, expression2 = self.preprocess(expression1, expression2) + except: + return False + if expression1 == expression2: + # print("Exactly equal") + return True + + # Remove Chinese characters from the string, as answers like "yes" or "no" in Chinese have been considered + expression1 = expression1 if re.fullmatch(r"[\u4e00-\u9fff]+", expression1) else re.sub(r'[\u4e00-\u9fff]+', '', expression1) # noqa: E501 + expression2 = expression2 if re.fullmatch(r'[\u4e00-\u9fff]+', expression2) else re.sub(r'[\u4e00-\u9fff]+', '', expression2) # noqa: E501 + # Check if two < or > in expression + if self.is_two_greater_sign(expression1): + expression1 = self.trans_greater_sign_to_interval(expression1) + + if self.is_two_greater_sign(expression2): + expression2 = self.trans_greater_sign_to_interval(expression2) + + expression1 = self.split_by_comma(expression1) + expression2 = self.split_by_comma(expression2) + + temp_list1 = self.trans_plus_minus_sign(expression1) + temp_list2 = self.trans_plus_minus_sign(expression2) + + # Set up a list for allowed errors + if len(precision) <= 1: + precision = precision * len(temp_list1) + + if len(temp_list1) != len(temp_list2): + return False + + # Check if elements in both lists can be paired and are equal + idx = -1 + while len(temp_list1) != 0: + idx = (idx + 1) % len(temp_list1) + + item1 = temp_list1[idx] + self.precision = precision[idx] + + for item2 in temp_list2: + try: + if self.is_equal(item1, item2): + temp_list1.remove(item1) + temp_list2.remove(item2) + precision.remove(self.precision) + break + except Exception as err: + logging.warning(f'{type(err)}: {err}') + continue + else: + # If no match was found, return False + return False + + # If all elements are matched, return True + return True + + def is_interval(self, expr): + # Checks if an expression is an interval + return expr.startswith(("(", "[")) and expr.endswith((")", "]")) + + def is_two_greater_sign(self, expr): + match = re.findall(r'<', expr) + return len(match) == 2 + + def sympy_sub_pi(self, expression_sympy): + # Replaces the symbol for pi in sympy expressions with its numerical value + return expression_sympy.subs(self.pi, math.pi) + + # Set timeout to 30 seconds for is_equal + @timeout_decorator.timeout(30) + def is_equal(self, expression1, expression2): + # Default first expression is ground truth. Check if expressions are equal in different aspects + if expression1 == expression2 and expression1 != "" and expression2 != "": + # print("Equivalent natively") + return True + + # First check if both are intervals + if self.is_interval(expression1) and self.is_interval(expression2): + try: + if self.interval_equal(expression1, expression2): + # print("Interval equivalent") + return True + except: + return False + + # Then check for numerical equality + try: + if self.numerical_equal(expression1, expression2): + # print("Numerically equivalent") + return True + except: + pass + # Then check if expressions are mathematically equal + try: + if self.expression_equal(expression1, expression2) and not ("=" in expression1 and "=" in expression2): + # print("Expression equivalent") + return True + except: + pass + + # Lastly, check for equation equality + try: + if self.equation_equal(expression1, expression2): + # print("Equation equivalent") + return True + except: + pass + + return False + + def numerical_equal(self, expression1: str, expression2: str, include_percentage: bool = True): + # Check if two numerical values are equal within an allowed error range + # Includes possible percentage cases + reference = float(expression1) + prediction = float(expression2) + + if include_percentage: + gt_result = [reference / 100, reference, reference * 100] + else: + gt_result = [reference] + + for item in gt_result: + if abs(item - prediction) <= self.precision * 1.01: + return True + return False + + def expression_equal(self, exp1, exp2): + # Check if two expressions are mathematically equivalent + # Extract expression and use sympy for equivalence checking + def extract_expression(expression): + if "=" in expression: + expression = expression.split("=")[1] + return expression.strip() + + exp1 = extract_expression(exp1) + exp2 = extract_expression(exp2) + + exp_too_long = len(exp1) > 300 or len(exp2) > 300 + + expr1_sym = sympify(parse_latex(exp1)) + expr2_sym = sympify(parse_latex(exp2)) + if expr1_sym == expr2_sym: + return True + else: + expr1_sym = self.sympy_sub_pi(expr1_sym) + expr2_sym = self.sympy_sub_pi(expr2_sym) + + if (expr1_sym.has(sp.Symbol) and not expr2_sym.has(sp.Symbol)) or \ + (not expr1_sym.has(sp.Symbol) and expr2_sym.has(sp.Symbol)): + return False + elif not expr1_sym.has(sp.Symbol) and not expr2_sym.has(sp.Symbol): + try: + if not (self.can_compute_power(expr1_sym) and self.can_compute_power(expr2_sym)): + print("These two numbers cannot be calculated by the current computer for: " + f"\"{str(expr1_sym)}\" and \"{str(expr2_sym)}\"") + return False + if exp_too_long: + print(f'Expression {exp1} or {exp2} is too long to compute. ') + return False + if abs(expr1_sym.evalf() - expr2_sym.evalf()) <= self.precision * 1.01: + return True + else: + return False + except: + return False + elif exp_too_long: + print(f'Expression {exp1} or {exp2} is too long to compute. ') + return False + else: + try: + simplified_expr = simplify(expr1_sym - expr2_sym) + num_value = simplified_expr.evalf() + return abs(num_value) < 1e-3 + except: + return False + + def equation_equal(self, expression1, expression2): + # Check if two equations are mathematically equivalent + # Simplify equations and use sympy for equivalence checking + def simplify_equation(latex_eq): + lhs, rhs = latex_eq.split('=') + + lhs_expr = parse_latex(lhs) + rhs_expr = parse_latex(rhs) + + equation = Eq(lhs_expr, rhs_expr) + + simplified_eq = simplify(equation.lhs - equation.rhs) + + return simplified_eq + + expr1_sym = simplify_equation(expression1) + expr2_sym = simplify_equation(expression2) + + division_result_1 = simplify(expr1_sym / expr2_sym) + division_result_2 = simplify(expr2_sym / expr1_sym) + + if ((division_result_1.is_Integer and division_result_1 != 0) or # noqa: W504 + (division_result_2.is_Integer and division_result_2 != 0)): + return True + else: + return False + + def interval_equal(self, expression1, expression2): + # Check if two intervals are mathematically equivalent + def compare_two_interval(inter1, inter2): + if inter1[0] != inter2[0] or inter1[-1] != inter2[-1]: + return False + + inter1 = inter1.strip('[]()') + inter2 = inter2.strip('[]()') + + items_1 = inter1.split(',') + items_2 = inter2.split(',') + + for item_1, item_2 in zip(items_1, items_2): + if not self.expression_equal(item_1, item_2): + return False + return True + + interval1 = expression1 + interval2 = expression2 + + if interval1 == interval2: + return True + else: + inter_list1 = interval1.split("\\cup") + inter_list2 = interval2.split("\\cup") + + if len(inter_list1) != len(inter_list2): + return False + else: + for inter1, inter2 in zip(inter_list1, inter_list2): + if not compare_two_interval(inter1, inter2): + return False + return True + + def preprocess(self, expression1, expression2): + # Preprocess expressions to extract and replace special symbols + def extract_boxed_content(latex_str): + boxed_matches = re.finditer(r'\\boxed{', latex_str) + results = "" + + for match in boxed_matches: + start_index = match.end() + end_index = start_index + stack = 1 + + while stack > 0 and end_index < len(latex_str): + if latex_str[end_index] == '{': + stack += 1 + elif latex_str[end_index] == '}': + stack -= 1 + end_index += 1 + + if stack == 0: + content = latex_str[start_index:end_index - 1] + results += content + "," + else: + raise ValueError("Mismatched braces in LaTeX string.") + + if results == "": + last_line_ans = latex_str.strip().split("\n")[-1] + dollar_pattern = r"\$(.*?)\$" + answers = re.findall(dollar_pattern, last_line_ans) + + if answers: + for ans in answers: + results += ans + "," + else: + results = latex_str + + return results + + def sepcial_symbol_replace(expression): + + expression = expression.replace("\\text{cm}^2", '').replace("\\text{cm}", "").replace("\\,cm", '').replace("\\text{ cm}", '').replace("cm", '').replace("\\text{分米}^2", '').replace("cm^{2}", '').replace("60 \\text{ cm}^2",'').replace("\\ \\text{m}", "").replace("\\text{米}","").strip() # noqa: E501 + + expression = re.sub(r"(.+)m$", r"\1", expression) + + if "\\in " in expression: + expression = expression.split("\\in ")[1] + + for signal in self.special_signal_map: + expression = expression.replace(signal, self.special_signal_map[signal]) + + expression = re.sub(r'(\\sin|\\cos|\\tan)(\d+)', r'\1((\2/180)\\pi)', expression) + + expression = expression.strip("\n,.:;^_=+`!@#%^&*~，。") + + pattern = r'\\(?:mathrm|mathbf)\{~?([^}]*)\}' + expression = re.sub(pattern, r'\1', expression) + + return expression + + exp1, exp2 = extract_boxed_content(expression1), extract_boxed_content(expression2) + + exp1, exp2 = sepcial_symbol_replace(exp1), sepcial_symbol_replace(exp2) + + return exp1, exp2 + + def can_compute_power(self, expr): + # Checks if a power expression can be computed + if isinstance(expr, Pow): + base, exp = expr.as_base_exp() + if base.is_number and exp.is_number: + MAX_EXP = 1000 # Adjust based on computing environment + if abs(exp.evalf()) > MAX_EXP: + return False + else: + return True + else: + return False + else: + return True # Not a power expression, can compute + + +class MMMath(ImageBaseDataset): + + TYPE = 'VQA' + + DATASET_URL = { + 'MM-Math': 'https://opencompass.openxlab.space/utils/VLMEval/MM-Math.tsv', + } + DATASET_MD5 = { + 'MM-Math': '1f064ed7c4e0e8926a3fa65849419ca5', + } + + @classmethod + def evaluate(self, eval_file, **kwargs): + + data = load(eval_file) + judger = AutoScoringJudge() + func = judger.judge + + tups = [dict(expression1=x, expression2=y) for x, y in zip(data['answer'], data['prediction'])] + + res = track_progress_rich(func, tups, nproc=16) + data['hit'] = res + dump(data, eval_file) + + score_file = get_intermediate_file_path(eval_file, '_score', 'json') + score = {} + score['overall'] = np.mean(data['hit']) + # Results by Difficulty + difficulties = set(data['difficulty']) + for d in difficulties: + score[f'Difficulty-{d}'] = np.mean(data[data['difficulty'] == d]['hit']) + + # Results by Year + years = set(data['year']) + for y in years: + score[f'Year-{y}'] = np.mean(data[data['year'] == y]['hit']) + + # Results by Knowledge-L1 + points = set(data['knowledge_l1']) + for p in points: + score[f'Knowledge-L1-{p}'] = np.mean(data[data['knowledge_l1'] == p]['hit']) + + # Results by Knowledge-L2 + points = set(data['knowledge_l2']) + for p in points: + score[f'Knowledge-L2-{p}'] = np.mean(data[data['knowledge_l2'] == p]['hit']) + + dump(score, score_file) + return score diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/utils/bmmr_grade.py b/VLMEvalKit-sudoku/vlmeval/dataset/utils/bmmr_grade.py new file mode 100644 index 0000000000000000000000000000000000000000..f7c03bda0a6e67c0ed4246088c38dc46f108bf48 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/utils/bmmr_grade.py @@ -0,0 +1,470 @@ +# flake8: noqa +# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +# Copyright (c) Microsoft Corporation. +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE + +# Copyright (c) 2023 OpenAI +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: + +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + +# Copyright (c) 2021 Dan Hendrycks +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +# SOFTWARE. + + +""" +This logic is largely copied from the Hendrycks' MATH release (math_equivalence), and borrowed from: +- https://github.com/microsoft/ToRA/blob/main/src/eval/grader.py +- https://github.com/microsoft/ProphetNet/tree/master/CRITIC +- https://github.com/openai/prm800k +""" + + +import contextlib +import re +import signal +import math +from math import isclose +from typing import Union + +import sympy +from sympy import N, simplify +from sympy.parsing.latex import parse_latex +from sympy.parsing.sympy_parser import parse_expr + + +def is_digit(s): + try: + if "{,}" in str(s): + num = float(str(s).replace("{,}", "")) + return True, num + + num = float(str(s).replace(",", "")) + return True, num + except ValueError: + return False, None + + +def normalize(answer, pi) -> str: + # checking if answer is $ and removing $ in that case to compare + if isinstance(answer, str) and bool(re.match(r'\$\d+(\.\d+)?', answer)): + return answer[1:] + + # checking if answer is % or \\% and removing % + if isinstance(answer, str) and ( + bool(re.match(r'^\d+(\.\d+)?%$', answer)) or bool(re.match(r'^\d+(\.\d+)?\\%$', answer)) + ): + return answer.replace("\\%", "").replace("%", "") + + # handle base + answer = handle_base(answer) + + # handle pi + answer = handle_pi(answer, pi) + + return answer + + +def handle_base(x) -> str: + if isinstance(x, str) and "_" in x: + try: + # Due to base + x = x.split("_")[0] + x = float(x) + return int(x) + except: + pass + return x + + +def handle_pi(string, pi): + + if isinstance(string, str) and "\pi" in string: + # Find the first occurrence of "\pi" + idx = string.find("\pi") + + # Iterate over the string and find all occurrences of "\pi" with a valid previous character + while idx != -1: + + if idx > 0 and string[idx - 1].isdigit(): + # Replace "\pi" with "*math.pi" if the previous character is a digit + string = string[:idx] + f"*{pi}" + string[idx + 3:] + else: + # Replace "\pi" with "1*math.pi" if the previous character is not a digit + string = string[:idx] + f"1*{pi}" + string[idx + 3:] + + # Find the next occurrence of "\pi" + idx = string.find("\pi", idx + 1) + + # Evaluate the expression using eval() function + try: + string = eval(string) + except: + pass + + return string + + +def math_equal( + prediction: Union[bool, float, str], + reference: Union[float, str], + include_percentage: bool = True, + tolerance: float = 1e-4, + timeout: float = 10.0, + pi: float = math.pi +) -> bool: + """ + Exact match of math if and only if: + 1. numerical equal: both can convert to float and are equal + 2. symbolic equal: both can convert to sympy expression and are equal + """ + + prediction = normalize(prediction, pi) + reference = normalize(reference, pi) + + if isinstance(prediction, str) and len(prediction) > 1000: # handling weird corner-cases + prediction = prediction[:1000] + + # 0. string comparison + if isinstance(prediction, str) and isinstance(reference, str): + if prediction.strip().lower() == reference.strip().lower(): + return True + if prediction.replace(" ", "") == reference.replace(" ", ""): + return True + + try: # 1. numerical equal + if is_digit(prediction)[0] and is_digit(reference)[0]: + prediction = is_digit(prediction)[1] + reference = is_digit(reference)[1] + # number questions + if include_percentage: + gt_result = [reference / 100, reference, reference * 100] + else: + gt_result = [reference] + for item in gt_result: + try: + if isclose(item, prediction, rel_tol=tolerance): + return True + except Exception: + continue + return False + except Exception: + pass + + if not prediction and prediction not in [0, False]: + return False + + # 2. symbolic equal + reference = str(reference).strip() + prediction = str(prediction).strip() + + # deal with [], (), {} + prediction = format_intervals(prediction) + + pred_str, ref_str = prediction, reference + if (prediction.startswith("[") and prediction.endswith("]") and not reference.startswith("(")) or ( + prediction.startswith("(") and prediction.endswith(")") and not reference.startswith("[") + ): + pred_str = pred_str.strip("[]()") + ref_str = ref_str.strip("[]()") + for s in ["{", "}", "(", ")"]: + ref_str = ref_str.replace(s, "") + pred_str = pred_str.replace(s, "") + if pred_str == ref_str: + return True + + # [a, b] vs. [c, d], return a==c and b==d + if ( + prediction + and reference + and prediction[0] in "([" + and prediction[-1] in ")]" + and prediction[0] == reference[0] + and prediction[-1] == reference[-1] + ): + pred_parts = prediction[1:-1].split(",") + ref_parts = reference[1:-1].split(",") + if len(pred_parts) == len(ref_parts): + if all( + [ + math_equal(pred_pt, ref_pt, include_percentage, tolerance) + for pred_pt, ref_pt in zip(pred_parts, ref_parts) + ] + ): + return True + + if "," in prediction and "," in reference: + pred_parts = [item.strip() for item in prediction.split(",")] + ref_parts = [item.strip() for item in reference.split(",")] + + if len(pred_parts) == len(ref_parts): + if all( + [ + math_equal(pred_parts[i], ref_parts[i], include_percentage, tolerance) + for i in range(len(pred_parts)) + ] + ): + return True + else: + return False + + # if we have point == tuple of values + if len(reference) == 0: + return False + if prediction.startswith("Point") and reference[0] == "(" and reference[-1] == ")": + pred_parts = prediction[prediction.find("(") + 1: -1].split(",") + ref_parts = reference[1:-1].split(",") + if len(pred_parts) == len(ref_parts): + if all( + [ + math_equal(pred_pt, ref_pt, include_percentage, tolerance) + for pred_pt, ref_pt in zip(pred_parts, ref_parts) + ] + ): + return True + + # if reference is a matrix + if "\begin{pmatrix}" in reference and prediction.startswith("Matrix"): + try: + pred_matrix = parse_expr(prediction) + ref_matrix_items = reference.split()[1:-1:2] + if len(pred_matrix) == len(ref_matrix_items): + if all( + [ + math_equal(pred, ref, include_percentage, tolerance) + for ref, pred in zip(ref_matrix_items, pred_matrix) + ] + ): + return True + except Exception: + pass + elif "\begin{pmatrix}" in reference and prediction.startswith("[") and prediction.endswith("]"): + if isinstance(eval(prediction), list): + try: + pred_matrix = eval(prediction) + # ref_matrix_items = reference.split()[1:-1:2] + ref_matrix_items = reference.lstrip("\\begin{pmatrix}").lstrip("\begin{pmatrix}").rstrip("\\end{pmatrix}").rstrip("\end{pmatrix}") + ref_matrix_items = ref_matrix_items.split("\\") + ref_matrix_items = [row.split("&") if "&" in row else row for row in ref_matrix_items] + if len(pred_matrix) == len(ref_matrix_items): + if all( + [ + math_equal(pred, ref, include_percentage, tolerance) + for ref, pred in zip(ref_matrix_items, pred_matrix) + ] + ): + return True + except Exception: + pass + + return symbolic_equal(prediction, reference, tolerance, timeout) + + +def symbolic_equal(a, b, tolerance, timeout=10.0): + def _parse(s): + for f in [parse_expr, parse_latex]: + try: + with time_limit(timeout): + return f(s) + except Exception: + pass + return s + + a = _parse(a) + b = _parse(b) + + try: + with time_limit(timeout): + if simplify(a - b) == 0: + return True + except Exception: + pass + + try: + with time_limit(timeout): + if isclose(N(a), N(b), rel_tol=tolerance): + return True + except Exception: + pass + return False + + +def extract_answer(string): + """Extract Answer String from \\boxed expression.""" + idx = string.rfind("\\boxed") + if idx < 0: + idx = string.rfind("\\fbox") + if idx < 0: + return None + + i = idx + right_brace_idx = None + num_left_braces_open = 0 + while i < len(string): + if string[i] == "{": + num_left_braces_open += 1 + if string[i] == "}": + num_left_braces_open -= 1 + if num_left_braces_open == 0: + right_brace_idx = i + break + i += 1 + + if right_brace_idx is None: + retval = None + else: + retval = string[idx : right_brace_idx + 1] + + if retval: + left = "\\boxed{" + try: + assert retval[: len(left)] == left + assert retval[-1] == "}" + return retval[len(left) : -1] + except AssertionError: + return None + + return None + + +class TimeoutException(Exception): + pass + + +@contextlib.contextmanager +def time_limit(seconds: float): + def signal_handler(signum, frame): + raise TimeoutException("Timed out!") + + signal.setitimer(signal.ITIMER_REAL, seconds) + signal.signal(signal.SIGALRM, signal_handler) + try: + yield + finally: + signal.setitimer(signal.ITIMER_REAL, 0) + + +def format_intervals(prediction): + patterns = { + "Interval(": r"^Interval\((.*)\)$", + "Interval.Ropen(": r"^Interval\.Ropen\((.*)\)$", + "Interval.Lopen(": r"^Interval\.Lopen\((.*)\)$", + "Interval.open(": r"^Interval\.open\((.*)\)$", + } + + for key, pattern in patterns.items(): + match = re.match(pattern, prediction) + if match: + inner_content = match.group(1) + + if key == "Interval(": # Intarval(a, b) == [a, b] + return f"[{inner_content}]" + elif key == "Interval.Ropen(": # Intarval.Ropen(a, b) == [a, b) + return f"[{inner_content})" + elif key == "Interval.Lopen(": # Intarval.Lopen(a, b) == (a, b] + return f"({inner_content}]" + elif key == "Interval.open(": # Intarval.open(a, b) == (a, b) + return f"({inner_content})" + + return prediction + + +# def _test_math_equal(): +# ref = "6,-2" +# pred = "6" +# print(math_equal(ref, pred)) + +def _test_math_equal(): + pi = math.pi + ref = "900\pi" + pred = 812.0 + print(math_equal(pred, ref, pi=pi)) + + ref = "25\pi" + pred = 78.5 + print(math_equal(pred, ref, pi=pi)) + + ref = "90\pi" + pred = 282.6 + print(math_equal(pred, ref, pi=pi)) + + ref = "24+4\pi" + pred = 36.57142857142857 + print(math_equal(pred, ref, pi=pi)) + + ref = "9\pi" + pred = 28.274309999999993 + print(math_equal(pred, ref, pi=pi)) + + +# def _test_math_equal(): +# ref = "\\begin{pmatrix}0&1\\1&0\\end{pmatrix}" +# # ref=ref.split()[1:-1:2] +# pred = [[0,1], [1,0]] +# print(math_equal(pred, ref)) + + +if __name__ == "__main__": + _test_math_equal() diff --git a/VLMEvalKit-sudoku/vlmeval/dataset/utils/megabench/scoring/xml_nbbox_iou.py b/VLMEvalKit-sudoku/vlmeval/dataset/utils/megabench/scoring/xml_nbbox_iou.py new file mode 100644 index 0000000000000000000000000000000000000000..7b61ce6e41cedbe0f59b02bf1b8f96a0b6bbcd47 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/dataset/utils/megabench/scoring/xml_nbbox_iou.py @@ -0,0 +1,33 @@ +import logging +from .common.metrics import calculate_iou +from .common.conversions import parse_bboxes_from_xml +from numbers import Number + + +class XmlNbboxIouSingle: + """Calculates the IoU of bounding box. + + Assumes that co-ordinates are normalized between 0 and 1 and that the bounding boxes + are of the form top_left_x, top_left_y, bottom_right_x, bottom_right_y + """ + + @classmethod + def match(cls, responses, targets) -> float: + + logging.debug(f"{responses=}, {targets=}") + if not isinstance(responses, (tuple | list)): + responses = parse_bboxes_from_xml(responses) + if not isinstance(targets, (tuple | list)): + targets = parse_bboxes_from_xml(targets) + + if len(responses) == 0: + return 0 + elif isinstance(responses[0], Number) and len(responses) == 4: + responses = [responses] + + iou_scores = calculate_iou(responses, targets) + if not iou_scores: + return 0 + + # Take the mean IoU score for now. + return sum(iou_scores) / len(iou_scores) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..54d23e14294b7b43596c947e8dd6106fce0ac0c0 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/idefics.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/idefics.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3e0489ef28fe3edc8d8286d3492f313c6b31e6ed Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/idefics.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/phi3_vision.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/phi3_vision.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b2e82602f896711db8fe8f52b7c30a72b8c612ee Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/phi3_vision.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/points.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/points.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f0955b59d49f3654e0af38525df5df3c42d82671 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/points.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/smolvlm.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/smolvlm.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..bd105380afe2275ed6efb19e92018740561cadb4 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/smolvlm.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/transcore_m.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/transcore_m.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d313cb9d226cd8b854e7a7c8333b276ff420d4c8 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/__pycache__/transcore_m.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/granite_vision/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/granite_vision/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b9c9bbb55fcffebd53493bc42b4ce63fc91f933d Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/granite_vision/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/granite_vision/__pycache__/granite_vision.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/granite_vision/__pycache__/granite_vision.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..0db74311fa5918e80f73c4bcf8f31580f4d1fba6 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/granite_vision/__pycache__/granite_vision.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/__pycache__/prompt.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/__pycache__/prompt.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ff511e9b04c407e7fb959b9854c06156cc51182b Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/__pycache__/prompt.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..b93eb26b9c54659ccae12ac2ffcd612766c31e66 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/__init__.py @@ -0,0 +1 @@ +from .model import HawkQwenForCausalLM diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..f2855a5efc6dd898e9fbf893c1aa2e9856b8c83b --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/__init__.py @@ -0,0 +1 @@ +from .language_model.hawk_qwen import HawkQwenConfig, HawkQwenForCausalLM diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..5898359b7780864c3fade82b933c1a5ba7140b22 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/__init__.py @@ -0,0 +1,5 @@ +from .qwen_vit import QwenVisionModel + +VISION_TRANSFORMER_CLASSES = { + 'qwen_vit': QwenVisionModel +} diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/qwen_vit/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/qwen_vit/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..9a968af40fece00b88787c55192690648e0f2bd1 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/qwen_vit/__init__.py @@ -0,0 +1,2 @@ +from .modeling_qwen_vit import QwenVisionModel +from .configuration_qwen_vit import QwenVisionConfig diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/qwen_vit/configuration_qwen_vit.py b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/qwen_vit/configuration_qwen_vit.py new file mode 100644 index 0000000000000000000000000000000000000000..c2f37ce08d710cfdc0d96afe7d3014603ad9f7d2 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/model/vision_encoder/qwen_vit/configuration_qwen_vit.py @@ -0,0 +1,56 @@ +# -------------------------------------------------------- +# pandayin: Copied and modified from transformers/models/qwen2_vl/configuration_qwen2_vl.py +# -------------------------------------------------------- + +import os +from typing import Union + +from transformers.configuration_utils import PretrainedConfig +from transformers.utils import logging + +logger = logging.get_logger(__name__) + + +class QwenVisionConfig(PretrainedConfig): + model_type = "qwen_vit" + # base_config_key = "vision_config" + + def __init__( + self, + depth=32, + embed_dim=1280, + hidden_act="quick_gelu", + mlp_ratio=4, + num_heads=16, + in_channels=3, + patch_size=14, + spatial_merge_size=2, + temporal_patch_size=2, + **kwargs, + ): + super().__init__(**kwargs) + + self.depth = depth + self.embed_dim = embed_dim + self.hidden_act = hidden_act + self.mlp_ratio = mlp_ratio + self.num_heads = num_heads + self.in_channels = in_channels + self.patch_size = patch_size + self.spatial_merge_size = spatial_merge_size + self.temporal_patch_size = temporal_patch_size + + @classmethod + def from_pretrained(cls, pretrained_model_name_or_path: Union[str, os.PathLike], **kwargs) -> 'PretrainedConfig': + config_dict, kwargs = cls.get_config_dict(pretrained_model_name_or_path, **kwargs) + + if 'vision_config' in config_dict: + config_dict = config_dict['vision_config'] + + if 'model_type' in config_dict and hasattr(cls, 'model_type') and config_dict['model_type'] != cls.model_type: + logger.warning( + f"You are using a model of type {config_dict['model_type']} to instantiate a model of type " + f'{cls.model_type}. This is not supported for all configurations of models and can yield errors.' + ) + + return cls.from_dict(config_dict, **kwargs) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/utils.py b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..2073759b5351e7f3e2f5e407348a859db39c69e9 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/hawk_vl/hawk/utils.py @@ -0,0 +1,16 @@ +import torch.distributed as dist + + +def rank0_print(*args): + if dist.is_initialized(): + if dist.get_rank() == 0: + print(f"Rank {dist.get_rank()}: ", *args) + else: + print(*args) + + +def rank_print(*args): + if dist.is_initialized(): + print(f"Rank {dist.get_rank()}: ", *args) + else: + print(*args) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..f1b4cb47096ac17b4821d7d700090221a293645f --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__init__.py @@ -0,0 +1,3 @@ +from .internvl_chat import InternVLChat + +__all__ = ['InternVLChat'] diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f51fe296a2e6267cd6fa5ac8a13ed71f91d1e0e6 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/internvl_chat.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/internvl_chat.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..374ab8c4d505950927d4a88dea7d1aea74e1cc42 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/internvl_chat.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/utils.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/utils.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..99f2b79dfa8db9cc596ab0f8426e6b1ff32180a7 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/__pycache__/utils.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/internvl/utils.py b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..f995c0ca6d0a17ca0eed2f265ad411a89eba4616 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/internvl/utils.py @@ -0,0 +1,312 @@ +import math +import pandas as pd +import random +import re +import string +import torch +import torch.distributed as dist +import torchvision.transforms as T +import transformers +import warnings +from PIL import Image +from torchvision.transforms.functional import InterpolationMode +from transformers import AutoTokenizer, AutoConfig, AutoModel, CLIPImageProcessor + +from ..base import BaseModel +from ...dataset import DATASET_TYPE, DATASET_MODALITY +from ...smp import * + +IMAGENET_MEAN = (0.485, 0.456, 0.406) +IMAGENET_STD = (0.229, 0.224, 0.225) + + +def build_transform(input_size): + MEAN, STD = IMAGENET_MEAN, IMAGENET_STD + transform = T.Compose([ + T.Lambda(lambda img: img.convert('RGB') if img.mode != 'RGB' else img), + T.Resize((input_size, input_size), interpolation=InterpolationMode.BICUBIC), + T.ToTensor(), + T.Normalize(mean=MEAN, std=STD) + ]) + return transform + + +def find_closest_aspect_ratio(aspect_ratio, target_ratios, width, height, image_size): + best_ratio_diff = float('inf') + best_ratio = (1, 1) + area = width * height + for ratio in target_ratios: + target_aspect_ratio = ratio[0] / ratio[1] + ratio_diff = abs(aspect_ratio - target_aspect_ratio) + if ratio_diff < best_ratio_diff: + best_ratio_diff = ratio_diff + best_ratio = ratio + elif ratio_diff == best_ratio_diff: + if area > 0.5 * image_size * image_size * ratio[0] * ratio[1]: + best_ratio = ratio + return best_ratio + + +def dynamic_preprocess(image, min_num=1, max_num=6, image_size=448, use_thumbnail=False): + orig_width, orig_height = image.size + aspect_ratio = orig_width / orig_height + + # calculate the existing image aspect ratio + target_ratios = set( + (i, j) for n in range(min_num, max_num + 1) for i in range(1, n + 1) for j in range(1, n + 1) if + i * j <= max_num and i * j >= min_num) + target_ratios = sorted(target_ratios, key=lambda x: x[0] * x[1]) + + # find the closest aspect ratio to the target + target_aspect_ratio = find_closest_aspect_ratio( + aspect_ratio, target_ratios, orig_width, orig_height, image_size) + + # calculate the target width and height + target_width = image_size * target_aspect_ratio[0] + target_height = image_size * target_aspect_ratio[1] + blocks = target_aspect_ratio[0] * target_aspect_ratio[1] + + # resize the image + resized_img = image.resize((target_width, target_height)) + processed_images = [] + for i in range(blocks): + box = ( + (i % (target_width // image_size)) * image_size, + (i // (target_width // image_size)) * image_size, + ((i % (target_width // image_size)) + 1) * image_size, + ((i // (target_width // image_size)) + 1) * image_size + ) + # split the image + split_img = resized_img.crop(box) + processed_images.append(split_img) + assert len(processed_images) == blocks + if use_thumbnail and len(processed_images) != 1: + thumbnail_img = image.resize((image_size, image_size)) + processed_images.append(thumbnail_img) + return processed_images + + +def load_image(image_file, input_size=448, max_num=6, upscale=False): + image = Image.open(image_file).convert('RGB') + if upscale: + image = image.resize((image.width * 2, image.height * 2), Image.BILINEAR) + transform = build_transform(input_size=input_size) + images = dynamic_preprocess(image, image_size=input_size, use_thumbnail=True, max_num=max_num) + pixel_values = [transform(image) for image in images] + pixel_values = torch.stack(pixel_values) + return pixel_values + + +def get_local_rank_and_local_world_size(): + if not dist.is_available(): + return 0, 1 + if not dist.is_initialized(): + return 0, 1 + + if 'SLURM_LOCALID' in os.environ: + local_rank = int(os.environ['SLURM_LOCALID']) + local_world_size = int(os.environ['SLURM_NTASKS_PER_NODE']) + return local_rank, local_world_size + + if 'LOCAL_RANK' in os.environ and 'LOCAL_WORLD_SIZE' in os.environ: + return int(os.environ['LOCAL_RANK']), int(os.environ['LOCAL_WORLD_SIZE']) + + raise NotImplementedError( + "Fail to get local_rank and local_world_size! " + "Please ensure that you set the environment variable " + "`LOCAL_RANK` and `LOCAL_WORLD_SIZE`" + ) + + +def build_mcq_cot_prompt(line, prompt, cot_prompt=None): + if cot_prompt is None: + cot_prompt = ( + "Answer the preceding multiple choice question. The last line of your response should follow " + "this format: 'Answer: \\boxed{$LETTER}' (without quotes), where LETTER is one of the options. " + "If you are uncertain or the problem is too complex, make a reasoned guess based on the " + "information provided. Avoid repeating steps indefinitely—provide your best guess even if " + "unsure. Think step by step logically, considering all relevant information before answering." + ) + prompt = prompt.replace("Answer with the option's letter from the given choices directly.", '').strip() + prompt = prompt + '\n' + cot_prompt + + return prompt + + +def build_qa_cot_prompt(line, prompt, cot_prompt=None): + if cot_prompt is None: + cot_prompt = ( + "Answer the preceding question. The last line of your response should follow this format: " + "'Answer: \\boxed{$FINAL_ANSWER}' (without quotes), where 'FINAL_ANSWER' is your conclusion " + "based on the reasoning provided. If you are uncertain or the problem is too complex, make " + "a reasoned guess based on the information provided. Avoid repeating steps indefinitely—" + "provide your best guess even if unsure. Think step by step logically, considering all " + "relevant information before answering." + ) + prompt = prompt + '\n' + cot_prompt + + return prompt + + +def build_multi_choice_prompt(line, dataset=None): + question = line['question'] + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + question = hint + '\n' + question + + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + for key, item in options.items(): + question += f'\n{key}. {item}' + prompt = question + + if len(options): + prompt += '\n请直接回答选项字母。' if cn_string( + prompt) else "\nAnswer with the option's letter from the given choices directly." + else: + prompt += '\n请直接回答问题。' if cn_string(prompt) else '\nAnswer the question directly.' + + return prompt + + +def build_video_prompt(prompt, dataset=None, max_frames=64): + for start in range(0, max_frames, 8): + images_to_remove = ''.join([f'' for i in range(start + 1, start + 9)]) + prompt = prompt.replace(images_to_remove, '') + for i in range(max_frames): + prompt = prompt.replace(f'Image-{i + 1}', f'Frame-{i + 1}') + if listinstr(['MMBench-Video'], dataset): + prompt = prompt.replace('\nAnswer:', '') + elif listinstr(['Video-MME', 'WorldSense'], dataset): + prompt = prompt.replace('\nAnswer:', '') + prompt += "\nAnswer with the option's letter from the given choices directly." + elif listinstr(['MVBench'], dataset): + prompt = prompt.replace('Best option:(', '') + + return prompt + + +def reorganize_prompt(message, image_num, dataset=None): + if dataset is not None and listinstr(['MUIRBench'], dataset): + prompt = '\n'.join([x['value'] for x in message if x['type'] == 'text']) + images_to_remove = ' '.join([''] * image_num) + prompt = prompt.replace(images_to_remove, '') + for i in range(image_num): + prompt = prompt.replace('', f'', 1) + prompt = ''.join([f'Image-{i + 1}: \n' for i in range(image_num)]) + prompt + elif dataset is not None and listinstr(["bmmr"], dataset.lower()): + if image_num == 1: + prompt = "\n".join([x["value"] for x in message if x["type"] == "text"]) + else: + prompt, image_idx = "", 1 + for x in message: + if x["type"] == "text": + prompt += x["value"] + elif x["type"] == "image": + image_idx += 1 + elif image_num == 1: + prompt = '\n' + '\n'.join([x['value'] for x in message if x['type'] == 'text']) + else: + prompt, image_idx = '', 1 + for x in message: + if x['type'] == 'text': + prompt += x['value'] + elif x['type'] == 'image': + prompt += f'' + image_idx += 1 + prompt = ''.join([f'Image-{i + 1}: \n' for i in range(image_num)]) + prompt + images_to_remove = ''.join([f'' for i in range(image_num)]) + prompt = prompt.replace(images_to_remove, '') + return prompt + + +mpo_prompt_with_final_answer = ( + "Your task is to answer the question below. " + "Give step by step reasoning before you answer, and when you're ready to answer, " + "please use the format \"Final answer: ..\"" + "\n\n" + "Question:" + "\n\n" + "{question}" +) + +mpo_prompt_without_final_answer = ( + "Your task is to answer the question below. " + "Give step by step reasoning. " + "\n\n" + "Question:" + "\n\n" + "{question}" +) + + +def mpo_post_processing(response, dataset): + + def extract_answer(text): + match = re.search(r'(Final answer:|Answer:)\s*(.*)', text, re.IGNORECASE) + if match: + return match.group(2).strip() + return text + + if dataset is not None and (DATASET_TYPE(dataset) in ['Y/N', 'MCQ'] or listinstr(['CRPE'], dataset)): + response = extract_answer(response).strip() + return response + + +def parse_bbox_internvl(response): + # 使用正则表达式匹配bounding box + # pattern = r"\[\[(\d+), (\d+), (\d+), (\d+)\]\]" + pattern = r"\[\[(\d+), (\d+), (\d+), (\d+)\]\]" + match = re.search(pattern, response) + if match: + # 提取匹配到的坐标值并转换为整数 + x1, y1, x2, y2 = map(int, match.groups()) + return [(x1 + x2) / 2, (y1 + y2) / 2] + else: + return response + + +def build_mpo_prompt(message, line, dataset): + if listinstr(['LLaVABench', 'MMVet'], dataset): + return message + + question_orig = line['question'] + if listinstr(['MathVerse', 'MathVision'], dataset): + question_orig = question_orig.split('Question:', 1)[-1].strip() + question_orig = question_orig.replace('Choices:\n', '').strip() + if listinstr(['WeMath'], dataset): + question_orig = question_orig.replace('Regarding the format, please answer following the template below, and be sure to include two <> symbols:\n: <> : <>', '').strip() # noqa: E501 + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = '' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + + if options_prompt.strip(): + question_orig = f'{question_orig}\n{options_prompt}' + + cot_prompt = mpo_prompt_with_final_answer + prompt = cot_prompt.format(question=question_orig).strip() + message[0]['value'] = prompt + return message + + +def format_nav_prompt(template, placeholders, **kwargs): + prompt = template + for placeholder in placeholders: + value = kwargs.get(placeholder, '') + prompt = prompt.replace(f"{{{placeholder}}}", str(value)) + return prompt + + +def pile_action_history(history, max_num=4): + if len(history) > 0: + return '\n'.join(history[-max_num:]) + else: + return 'None' diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..16afd4bfd6a24383d5be0f1c7fc1b234c3198397 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/llava.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/llava.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..1511a16647973dd2e227e9fc530694fa6c251110 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/llava.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/llava_xtuner.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/llava_xtuner.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..be9b8354f02487a1d0a07fc6ebaa354fd0b26aea Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/llava/__pycache__/llava_xtuner.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/minicpm_v.py b/VLMEvalKit-sudoku/vlmeval/vlm/minicpm_v.py new file mode 100644 index 0000000000000000000000000000000000000000..0b6c6de02445f128a59155aa70c7062c0015b84f --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/minicpm_v.py @@ -0,0 +1,1271 @@ +import math +import torch +import random +import numpy as np +from PIL import Image +from transformers import AutoModel, AutoTokenizer + +from .base import BaseModel +from ..smp import * +from ..dataset import DATASET_TYPE, DATASET_MODALITY + +import re + + +class MiniCPM_V(BaseModel): + + INSTALL_REQ = False + INTERLEAVE = False + + def __init__(self, model_path='openbmb/MiniCPM-V', **kwargs): + assert model_path is not None + self.model_path = model_path + print(f'load from {self.model_path}') + self.model = AutoModel.from_pretrained(self.model_path, trust_remote_code=True) + self.model = self.model.to(dtype=torch.bfloat16) + self.model.eval().cuda() + self.kwargs = kwargs + self.tokenizer = AutoTokenizer.from_pretrained(self.model_path, trust_remote_code=True) + torch.cuda.empty_cache() + self.num_beams = 3 + + def use_custom_prompt(self, dataset): + assert dataset is not None + if listinstr(['MMDU', 'MME-RealWorld', 'MME-RealWorld-CN', 'MMAlignBench'], dataset): + # For Multi-Turn we don't have custom prompt + return False + return False + + def build_prompt(self, line, dataset=None): + assert dataset is None or isinstance(dataset, str) + assert self.use_custom_prompt(dataset) + tgt_path = self.dump_image(line, dataset) + + question = line['question'] + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = 'Options:\n' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + prompt = '' + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'{question}\n' + if len(options): + prompt += options_prompt + prompt = 'Study the image carefully and pick the option associated with the correct answer. \ + Focus solely on selecting the option and avoid including any other content.\n' + prompt + message = [dict(type='text', value=prompt)] + message.extend([dict(type='image', value=p) for p in tgt_path]) + + return message + + def generate_inner(self, message, dataset=None): + prompt, image_path = self.message_to_promptimg(message, dataset=dataset) + image = Image.open(image_path).convert('RGB') + msgs = [{'role': 'user', 'content': prompt}] + if DATASET_TYPE(dataset) == 'MCQ': + max_new_tokens = 20 + elif DATASET_TYPE(dataset) == 'Y/N': + max_new_tokens = 100 + else: + max_new_tokens = 1024 + + default_kwargs = dict( + max_new_tokens=max_new_tokens, + sampling=False, + num_beams=self.num_beams + ) + default_kwargs.update(self.kwargs) + res, _, _ = self.model.chat( + image=image, + msgs=msgs, + context=None, + tokenizer=self.tokenizer, + **default_kwargs + ) + return res + + +class MiniCPM_Llama3_V(BaseModel): + + INSTALL_REQ = False + INTERLEAVE = True + + def __init__(self, model_path='openbmb/MiniCPM-Llama3-V-2_5', **kwargs): + assert model_path is not None + self.model_path = model_path + print(f'load from {self.model_path}') + self.model = AutoModel.from_pretrained(self.model_path, trust_remote_code=True) + self.model = self.model.to(dtype=torch.float16) + self.model.eval().cuda() + self.kwargs = kwargs + self.tokenizer = AutoTokenizer.from_pretrained(self.model_path, trust_remote_code=True) + torch.cuda.empty_cache() + self.num_beams = 3 + self.options_system_prompt = ('Carefully read the following question and select the letter corresponding ' + 'to the correct answer. Highlight the applicable choices without giving ' + 'explanations.') + self.wo_options_system_prompt = 'Carefully read the following question Answer the question directly.' + self.detail_system_prompt = 'Answer this question in detail.' + self.vqa_prompt = 'Answer the question using a single word or phrase.' + + def use_custom_prompt(self, dataset): + if listinstr(['MCQ', 'VQA'], DATASET_TYPE(dataset)): + return True + elif dataset is not None and listinstr(['HallusionBench'], dataset): + return True + return False + + def build_prompt(self, line, dataset=None): + if isinstance(line, int): + line = self.data.iloc[line] + + tgt_path = self.dump_image(line, dataset) + system_prompt = '' + + question = line['question'] + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = 'Options:\n' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + prompt = '' + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'Question: {question}\n' + if len(options): + prompt += options_prompt + system_prompt = self.options_system_prompt + '\nPlease just indicate your choice.' + else: + system_prompt = self.wo_options_system_prompt + if 'MMMU' in dataset: # Corner Case + prompt = system_prompt + '\n' + prompt + system_prompt = '' + elif dataset is not None and listinstr(['HallusionBench'], dataset): + question = line['question'] + ' Yes or No?' + prompt = question + elif dataset is not None and listinstr(['MME'], dataset): + question = line['question'] + ' Yes or No?' + prompt = question + elif dataset is not None and listinstr(['OCRBench'], dataset): + system_prompt = self.vqa_prompt + question = line['question'] + prompt = question + elif DATASET_TYPE(dataset) == 'VQA': + if listinstr(['LLaVABench', 'MMLongBench_DOC'], dataset): + system_prompt = '' + prompt = question + elif listinstr(['MMVet'], dataset): + system_prompt = self.detail_system_prompt + prompt = question + else: + system_prompt = self.vqa_prompt + prompt = question + + msgs = [] + if system_prompt: + msgs.append(dict(type='text', value=system_prompt)) + if isinstance(tgt_path, list): + msgs.extend([dict(type='image', value=p) for p in tgt_path]) + else: + msgs = [dict(type='image', value=tgt_path)] + msgs.append(dict(type='text', value=prompt)) + return msgs + + def generate_inner(self, message, dataset=None): + if DATASET_TYPE(dataset) == 'MCQ': + max_new_tokens = 200 + elif DATASET_TYPE(dataset) == 'Y/N': + max_new_tokens = 3 + else: + max_new_tokens = 1024 + + default_kwargs = dict( + max_new_tokens=max_new_tokens, + sampling=False, + num_beams=self.num_beams, + ) + default_kwargs.update(self.kwargs) + + content = [] + for x in message: + if x['type'] == 'text': + content.append(x['value']) + elif x['type'] == 'image': + image = Image.open(x['value']).convert('RGB') + content.append(image) + msgs = [{'role': 'user', 'content': content}] + + res = self.model.chat( + msgs=msgs, + context=None, + image=None, + tokenizer=self.tokenizer, + **default_kwargs + ) + + if isinstance(res, tuple) and len(res) > 0: + res = res[0] + return res + + def chat_inner(self, message, dataset=None): + max_new_tokens = 1024 + + default_kwargs = dict( + max_new_tokens=max_new_tokens, + sampling=False, + num_beams=self.num_beams, + ) + default_kwargs.update(self.kwargs) + + msgs = [] + for msg in message: + content = [] + if len(msg['content']) == 1 and msg['content'][0]['type'] == 'text': + msg_new = {'role': msg['role'], 'content': msg['content'][0]['value']} + msgs.append(msg_new) + continue + + for x in msg['content']: + if x['type'] == 'text': + content.append(x['value']) + elif x['type'] == 'image': + image = Image.open(x['value']).convert('RGB') + content.append(image) + msg_new = {'role': msg['role'], 'content': content} + msgs.append(msg_new) + + res = self.model.chat( + msgs=msgs, + context=None, + image=None, + tokenizer=self.tokenizer, + **default_kwargs) + + if isinstance(res, tuple) and len(res) > 0: + res = res[0] + return res + + +class MiniCPM_V_2_6(BaseModel): + INSTALL_REQ = False + INTERLEAVE = True + + def __init__(self, model_path='openbmb/MiniCPM-V-2_6', **kwargs): + random.seed(0) + np.random.seed(0) + torch.manual_seed(0) + torch.cuda.manual_seed_all(0) + self.use_lmdeploy = kwargs.get('use_lmdeploy', False) + assert model_path is not None + self.model_path = model_path + print(f'load from path {self.model_path}') + if self.use_lmdeploy: + logging.warning( + 'Currently LMDeploy does not support interleaved text-image prompt. ' + 'All images will be placed at the beginning of the prompt, ' + 'which may lead to performance degradation.' + ) + from lmdeploy import TurbomindEngineConfig, pipeline, ChatTemplateConfig + num_gpus = torch.cuda.device_count() + self.model = pipeline( + model_path, + backend_config=TurbomindEngineConfig(session_len=32768, cache_max_entry_count=0.1, tp=num_gpus) + ) + torch.cuda.set_device(0) + self.device = 'cuda' + else: + self.model = AutoModel.from_pretrained(self.model_path, trust_remote_code=True) + self.model = self.model.to(dtype=torch.bfloat16) + self.model.eval().cuda() + + self.kwargs = kwargs + self.tokenizer = AutoTokenizer.from_pretrained(self.model_path, trust_remote_code=True) + torch.cuda.empty_cache() + + self.num_beams = 3 + + self.options_suffix_prompt = '''\nAnswer with the option's letter from the given choices directly.''' + self.wo_options_system_prompt = 'Carefully read the following question Answer the question directly.' + self.detail_system_prompt = 'Answer this question in detail.' + self.vqa_prompt = 'Answer the question using a single word or phrase.' + + self.multi_choice_cot_prompt = ('''Carefully read the following multichoice question, solve it step ''' + '''by step and finally pick the option associated with the correct ''' + '''answer in the format of "Answer: selected option\n\n''') + self.short_ans_cot_prompt = ('''Read the following question carefully, solve it step by step, and ''' + '''then output the final answer in the format of "Answer: single number ''' + '''or single word or phrase".\n\n''') + + def use_custom_prompt(self, dataset=None): + if dataset is None: + return False + if DATASET_TYPE(dataset) in ['MCQ', 'VQA', 'Y/N']: + return True + return False + + def use_cot(self, dataset=None): + if dataset is None: + return False + if listinstr(['MMMU', 'HallusionBench', 'OCRBench', 'ChartQA'], dataset): + return True + elif listinstr(['MathVista', 'MMVet', 'MMBench', 'MMStar', 'AI2D', 'RealWorldQA', + 'POPE', 'ScienceQA', 'TextVQA', 'DocVQA'], dataset): + return False + else: + return False + + def use_upsize(self, dataset=None): + if dataset is None: + return False + if listinstr(['MMVet', 'MMBench', 'MMStar', 'AI2D', 'OCRBench'], dataset): + return True + else: + return False + + def build_prompt(self, line, dataset=None): + if isinstance(line, int): + line = self.data.iloc[line] + + tgt_path = self.dump_image(line, dataset) + system_prompt, prompt = '', '' + + question = line['question'] + + if not self.use_cot(dataset): + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = 'Options:\n' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'Question: {question}\n' + if len(options): + prompt += options_prompt + prompt += self.options_suffix_prompt + else: + system_prompt = self.wo_options_system_prompt + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + elif dataset is not None and listinstr(['HallusionBench'], dataset): + question += ' Yes or No?' + prompt = question + elif dataset is not None and listinstr(['OCRBench'], dataset): + system_prompt = self.vqa_prompt + prompt = question + elif DATASET_TYPE(dataset) == 'VQA': + if listinstr(['LLaVABench'], dataset): + system_prompt = '' + elif listinstr(['MMVet'], dataset): + system_prompt = self.detail_system_prompt + else: + system_prompt = self.vqa_prompt + prompt = question + else: + prompt = question + else: + has_options = True + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = '' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'{question}\n' + + if len(options): + prompt += options_prompt + else: + has_options = False + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + else: + prompt = question + + if DATASET_TYPE(dataset) in ['MCQ', 'Y/N', 'VQA']: + if DATASET_TYPE(dataset) == 'MCQ': + if has_options: + prompt = self.multi_choice_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + elif DATASET_TYPE(dataset) == 'Y/N': + prompt = self.short_ans_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + + msgs = [] + if system_prompt: + msgs.append(dict(type='text', value=system_prompt)) + if isinstance(tgt_path, list): + msgs.extend([dict(type='image', value=p) for p in tgt_path]) + else: + msgs = [dict(type='image', value=tgt_path)] + msgs.append(dict(type='text', value=prompt)) + + return msgs + + def message_to_lmdeploy(self, messages, system_prompt=None): + """ + TODO: + Support interleaved text-image prompt + after LMDeploy supports it. + """ + from PIL import Image + prompt, image_path = '', [] + for msg in messages: + if msg['type'] == 'text': + prompt += msg['value'] + elif msg['type'] == 'image': + image_path.append(msg['value']) + content = [{'type': 'text', 'text': prompt}] + for image in image_path: + img = Image.open(image).convert('RGB') + b64 = encode_image_to_base64(img) + img_struct = dict(url=f'data:image/jpeg;base64,{b64}') + content.append(dict(type='image_url', image_url=img_struct)) + ret = [] + if system_prompt is not None: + ret.append(dict(role='system', content=system_prompt)) + ret.append(dict(role='user', content=content)) + return [ret] + + def generate_inner_transformers(self, message, dataset=None): + if dataset is not None and DATASET_MODALITY(dataset) == 'VIDEO': + max_slice_nums = 1 + use_image_id = False + max_inp_length = 2048 * 10 + else: + max_slice_nums = None + use_image_id = True + max_inp_length = 8192 + + max_new_tokens = 2048 + default_kwargs = dict( + max_new_tokens=max_new_tokens, + sampling=False, + num_beams=self.num_beams, + ) + default_kwargs.update(self.kwargs) + + content = [] + + for x in message: + if x['type'] == 'text': + content.append(x['value']) + elif x['type'] == 'image': + image = Image.open(x['value']).convert('RGB') + if not self.use_upsize(dataset): + content.append(image) + else: + img_width, img_height = image.width, image.height + if (img_width * img_height) >= (1344 * 1344): + content.append(image) + else: + ratio = math.sqrt((1344 * 1344) / (img_width * img_height)) + max_img_width = int(img_width * ratio) + new_img_width = random.randint(img_width, max_img_width) + new_img_height = int(new_img_width / img_width * img_height) + resized_image = image.resize((new_img_width, new_img_height)) + content.append(resized_image) + msgs = [{'role': 'user', 'content': content}] + + res = self.model.chat( + image=None, + msgs=msgs, + context=None, + tokenizer=self.tokenizer, + max_inp_length=max_inp_length, + use_image_id=use_image_id, + max_slice_nums=max_slice_nums, + **default_kwargs + ) + + if isinstance(res, tuple) and len(res) > 0: + res = res[0] + + return res + + def generate_inner_lmdeploy(self, message, dataset=None): + from lmdeploy import GenerationConfig + gen_config = GenerationConfig( + max_new_tokens=2048, + top_p=0.001, + top_k=1, + temperature=0.01, + repetition_penalty=1.0, + ) + gen_config.random_seed = None + messages_list = self.message_to_lmdeploy(message, system_prompt=None) + assert len(messages_list) == 1 + response = self.model(messages_list, gen_config=gen_config)[0] + response = response.text + return response + + def generate_inner(self, message, dataset=None): + if self.use_lmdeploy: + return self.generate_inner_lmdeploy(message, dataset) + else: + return self.generate_inner_transformers(message, dataset) + + +class MiniCPM_o_2_6(BaseModel): + INSTALL_REQ = False + INTERLEAVE = True + + def __init__(self, model_path='openbmb/MiniCPM-o-2_6', **kwargs): + random.seed(0) + np.random.seed(0) + torch.manual_seed(0) + torch.cuda.manual_seed_all(0) + + assert model_path is not None + self.model_path = model_path + print(f'load from path {self.model_path}') + self.model = AutoModel.from_pretrained( + self.model_path, + trust_remote_code=True, + attn_implementation='sdpa', + torch_dtype=torch.bfloat16, + init_vision=True, + init_audio=False, + init_tts=False + ) + + self.model.eval().cuda() + + self.kwargs = kwargs + self.tokenizer = AutoTokenizer.from_pretrained(self.model_path, trust_remote_code=True) + torch.cuda.empty_cache() + + self.num_beams = int(os.getenv("NUM_BEAMS", "3")) + + repetition_penalty = float(os.getenv("PENALTY", "1.2")) + self.repetition_penalty = repetition_penalty + + self.options_suffix_prompt = '''\nAnswer with the option's letter from the given choices directly.''' + self.wo_options_system_prompt = 'Carefully read the following question Answer the question directly.' + self.detail_system_prompt = 'Answer this question in detail.' + self.vqa_prompt = 'Answer the question using a single word or phrase.' + + self.multi_choice_cot_prompt = ('''Carefully read the following multichoice question, solve it step ''' + '''by step and finally pick the option associated with the correct ''' + '''answer in the format of "Answer: selected option\n\n''') + self.short_ans_cot_prompt = ('''Read the following question carefully, solve it step by step, and ''' + '''then output the final answer in the format of "Answer: single number ''' + '''or single word or phrase".\n\n''') + + def use_custom_prompt(self, dataset=None): + if dataset is None: + return False + if listinstr(['MCQ', 'VQA', 'Y/N'], DATASET_TYPE(dataset)) and not listinstr(['Video'], DATASET_TYPE(dataset)): + return True + return False + + def use_cot(self, dataset=None): + if dataset is None: + return False + if listinstr(['MMMU', 'MathVista', 'OCRBench', 'ChartQA', 'MathVision', 'MathVerse_MINI_Vision_Only'], dataset): + return True + elif listinstr(['MMVet', 'MMBench', 'MMStar', 'HallusionBench', 'AI2D', 'RealWorldQA', + 'POPE', 'ScienceQA', 'TextVQA', 'DocVQA'], dataset): + return False + else: + return False + + def use_upsize(self, dataset=None): + if dataset is None: + return False + if listinstr(['MathVista', 'MMBench_TEST_CN', 'MMStar', 'AI2D', 'OCRBench', 'DynaMath'], dataset): + return True + else: + return False + + def build_prompt(self, line, dataset=None): + if isinstance(line, int): + line = self.data.iloc[line] + + tgt_path = self.dump_image(line, dataset) + system_prompt, prompt = '', '' + + question = line['question'] + + if not self.use_cot(dataset): + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = 'Options:\n' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'Question: {question}\n' + if len(options): + prompt += options_prompt + prompt += self.options_suffix_prompt + else: + system_prompt = self.wo_options_system_prompt + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + elif dataset is not None and listinstr(['HallusionBench'], dataset): + question += ' Yes or No?' + prompt = question + elif dataset is not None and listinstr(['OCRBench'], dataset): + system_prompt = self.vqa_prompt + prompt = question + elif DATASET_TYPE(dataset) == 'VQA': + if listinstr(['LLaVABench'], dataset): + system_prompt = '' + elif listinstr(['MMVet'], dataset): + system_prompt = self.detail_system_prompt + else: + system_prompt = self.vqa_prompt + prompt = question + else: + prompt = question + else: + has_options = True + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = '' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'{question}\n' + + if len(options): + prompt += options_prompt + else: + has_options = False + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + else: + prompt = question + + if DATASET_TYPE(dataset) in ['MCQ', 'Y/N', 'VQA']: + if DATASET_TYPE(dataset) == 'MCQ': + if has_options: + prompt = self.multi_choice_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + elif DATASET_TYPE(dataset) == 'Y/N': + prompt = self.short_ans_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + + msgs = [] + if system_prompt: + msgs.append(dict(type='text', value=system_prompt)) + if isinstance(tgt_path, list): + msgs.extend([dict(type='image', value=p) for p in tgt_path]) + else: + msgs = [dict(type='image', value=tgt_path)] + msgs.append(dict(type='text', value=prompt)) + + return msgs + + def extract_answer(self, res, dataset=None): + if dataset is None: + return res + if self.use_cot(dataset): + if DATASET_TYPE(dataset) == 'MCQ': + pattern = r'Answer:\s*([A-Ia-i])(?![A-Za-z])' + matches = re.findall(pattern, res, re.DOTALL) + if matches: + extracted_res = matches[-1].strip() + else: + extracted_res = res + return extracted_res + elif DATASET_TYPE(dataset) == 'VQA' and not listinstr(['OCRBench'], dataset): + pattern = r'Answer:\s*(.*)\s*$' + match = re.search(pattern, res, re.DOTALL) + if match: + extracted_res = match.group(1) + else: + extracted_res = res + return extracted_res + return res + + def generate_inner(self, message, dataset=None): + if dataset is not None and DATASET_MODALITY(dataset) == 'VIDEO': + max_slice_nums = 1 + use_image_id = False + max_inp_length = 2048 * 10 + else: + max_slice_nums = None + use_image_id = True + max_inp_length = 8192 + + max_new_tokens = 2048 + default_kwargs = dict( + max_new_tokens=max_new_tokens, + sampling=False, + repetition_penalty=self.repetition_penalty, + num_beams=self.num_beams, + ) + default_kwargs.update(self.kwargs) + + content = [] + + if dataset is not None and DATASET_TYPE(dataset) == 'Video-MCQ': + message.append(dict(type='text', value=self.options_suffix_prompt)) + + for x in message: + if x['type'] == 'text': + content.append(x['value']) + elif x['type'] == 'image': + image = Image.open(x['value']).convert('RGB') + if not self.use_upsize(dataset): + content.append(image) + else: + img_width, img_height = image.width, image.height + if (img_width * img_height) >= (1344 * 1344): + content.append(image) + else: + ratio = math.sqrt((1344 * 1344) / (img_width * img_height)) + max_img_width = int(img_width * ratio) + new_img_width = random.randint(img_width, max_img_width) + new_img_height = int(new_img_width / img_width * img_height) + resized_image = image.resize((new_img_width, new_img_height)) + content.append(resized_image) + msgs = [{'role': 'user', 'content': content}] + + res = self.model.chat( + image=None, + msgs=msgs, + context=None, + tokenizer=self.tokenizer, + max_inp_length=max_inp_length, + use_image_id=use_image_id, + max_slice_nums=max_slice_nums, + **default_kwargs + ) + + if isinstance(res, tuple) and len(res) > 0: + res = res[0] + + res = self.extract_answer(res, dataset) + + return res + + +class MiniCPM_V_4(BaseModel): + INSTALL_REQ = False + INTERLEAVE = True + + def __init__(self, model_path='openbmb/MiniCPM-V-4', **kwargs): + random.seed(0) + np.random.seed(0) + torch.manual_seed(0) + torch.cuda.manual_seed_all(0) + assert model_path is not None + self.model_path = model_path + print(f'load from path {self.model_path}') + self.model = AutoModel.from_pretrained(self.model_path, trust_remote_code=True) + self.model = self.model.to(dtype=torch.bfloat16) + self.model.eval().cuda() + self.kwargs = kwargs + self.tokenizer = AutoTokenizer.from_pretrained(self.model_path, trust_remote_code=True) + torch.cuda.empty_cache() + + self.num_beams = 3 + self.max_new_tokens = 2048 + self.options_suffix_prompt = '''\nAnswer with the option's letter from the given choices directly.''' + self.wo_options_system_prompt = 'Carefully read the following question. Answer the question directly.' + self.detail_system_prompt = 'Answer this question in detail.' + self.vqa_prompt = 'Answer the question using a single word or phrase.' + self.multi_choice_cot_prompt = ('''Carefully read the following multichoice question, solve it step ''' + '''by step and finally pick the option associated with the correct ''' + '''answer in the format of "Answer: selected option\n\n''') + self.short_ans_cot_prompt = ('''Read the following question carefully, solve it step by step, and ''' + '''then output the final answer in the format of "Answer: single number ''' + '''or single word or phrase".\n\n''') + self.ocrbench_cot_prompt = 'Carefully observe the image and answer the OCR-related questions below. \n\n' + + def use_custom_prompt(self, dataset=None): + if dataset is None: + return False + if listinstr(['MCQ', 'VQA', 'Y/N'], DATASET_TYPE(dataset)): + return True + return False + + def use_cot(self, dataset=None): + if dataset is None: + return False + if listinstr([ + 'MMMU', 'MathVista', 'MMStar', 'HallusionBench', 'OCRBench', + 'ChartQA', 'MathVision', 'MathVerse_MINI_Vision_Only' + ], dataset): + return True + elif listinstr([ + 'MMVet', 'MMBench', 'AI2D', 'RealWorldQA', 'POPE', 'ScienceQA', + 'TextVQA', 'DocVQA' + ], dataset): + return False + else: + return False + + def use_upsize(self, dataset=None): + if dataset is None: + return False + if listinstr([ + 'MathVista', 'MMVet', 'MMStar', 'AI2D', 'OCRBench', 'ChartQA', + 'TextVQA' + ], dataset): + return True + else: + return False + + def build_prompt(self, line, dataset=None): + if isinstance(line, int): + line = self.data.iloc[line] + + tgt_path = self.dump_image(line, dataset) + system_prompt, prompt = '', '' + + question = line['question'] + + if not self.use_cot(dataset): + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = 'Options:\n' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'Question: {question}\n' + if len(options): + prompt += options_prompt + prompt += self.options_suffix_prompt + else: + system_prompt = self.wo_options_system_prompt + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + elif dataset is not None and listinstr(['HallusionBench'], dataset): + question += ' Yes or No?' + prompt = question + elif dataset is not None and listinstr(['OCRBench'], dataset): + system_prompt = self.vqa_prompt + prompt = question + elif DATASET_TYPE(dataset) == 'VQA': + if listinstr(['LLaVABench'], dataset): + system_prompt = '' + elif listinstr(['MMVet'], dataset): + system_prompt = self.detail_system_prompt + else: + system_prompt = self.vqa_prompt + prompt = question + else: + prompt = question + else: + has_options = True + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = '' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'{question}\n' + + if len(options): + prompt += options_prompt + else: + has_options = False + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + else: + prompt = question + + if DATASET_TYPE(dataset) in ['MCQ', 'Y/N', 'VQA']: + if DATASET_TYPE(dataset) == 'MCQ': + if has_options: + prompt = self.multi_choice_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + elif DATASET_TYPE(dataset) == 'Y/N': + prompt = self.short_ans_cot_prompt + prompt + elif listinstr(['OCRBench'], dataset): + prompt = self.ocrbench_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + + msgs = [] + if system_prompt: + msgs.append(dict(type='text', value=system_prompt)) + if isinstance(tgt_path, list): + msgs.extend([dict(type='image', value=p) for p in tgt_path]) + else: + msgs = [dict(type='image', value=tgt_path)] + msgs.append(dict(type='text', value=prompt)) + + if dataset.startswith('MMMU_'): + from .. import MMMUDataset + msgs = MMMUDataset.split_MMMU(msgs) + + return msgs + + def extract_answer(self, res, dataset=None): + if dataset is None: + return res + if self.use_cot(dataset): + if DATASET_TYPE(dataset) == 'MCQ': + pattern = r'Answer:\s*([A-Ia-i])(?![A-Za-z])' + matches = re.findall(pattern, res, re.DOTALL) + if matches: + extracted_res = matches[-1].strip() + else: + extracted_res = res + return extracted_res + elif DATASET_TYPE(dataset) == 'VQA' and not listinstr(['OCRBench', 'MMVet'], dataset): + pattern = r'Answer:\s*(.*)\s*$' + match = re.search(pattern, res, re.DOTALL) + if match: + extracted_res = match.group(1) + else: + extracted_res = res + return extracted_res + elif DATASET_TYPE(dataset) == 'Y/N': + pattern = r'Answer:\s*(.*)\s*$' + match = re.search(pattern, res, re.DOTALL) + if match: + extracted_res = match.group(1) + else: + extracted_res = res + return extracted_res + return res + + def generate_inner(self, message, dataset=None): + if self.use_cot(dataset): + max_new_tokens = self.max_new_tokens + else: + max_new_tokens = 1024 + default_kwargs = dict( + max_new_tokens=max_new_tokens, + sampling=False, + num_beams=self.num_beams, + ) + default_kwargs.update(self.kwargs) + + content = [] + + for x in message: + if x['type'] == 'text': + content.append(x['value']) + elif x['type'] == 'image': + image = Image.open(x['value']).convert('RGB') + if not self.use_upsize(dataset): + content.append(image) + else: + img_width, img_height = image.width, image.height + if (img_width * img_height) >= (1344 * 1344): + content.append(image) + else: + ratio = math.sqrt((1344 * 1344) / (img_width * img_height)) + max_img_width = int(img_width * ratio) + new_img_width = random.randint(img_width, max_img_width) + new_img_height = int(new_img_width / img_width * img_height) + resized_image = image.resize((new_img_width, new_img_height)) + content.append(resized_image) + msgs = [{'role': 'user', 'content': content}] + + res = self.model.chat( + image=None, + msgs=msgs, + context=None, + tokenizer=self.tokenizer, + max_inp_length=8192, + **default_kwargs + ) + + if isinstance(res, tuple) and len(res) > 0: + res = res[0] + res = self.extract_answer(res, dataset) + + return res + + +class MiniCPM_V_4_5(MiniCPM_V_4): + INSTALL_REQ = False + INTERLEAVE = True + + def __init__(self, model_path='openbmb/MiniCPM-V-4_5', **kwargs): + super().__init__(model_path, **kwargs) + from transformers import AutoProcessor + self.processor = AutoProcessor.from_pretrained(self.model_path, trust_remote_code=True) + self._original_chat_template = self.tokenizer.chat_template + self._long_cot_chat_template = self._original_chat_template.replace( + "{{- '\\n' }}", "{{- '\\nI' }}") + + def use_long_cot(self, dataset=None): + if dataset is None: + return False + if listinstr([ + 'MMMU', 'MathVista', 'MMVet', 'MMBench', 'HallusionBench', + 'MMStar', 'MathVision', 'MathVerse_MINI', + 'MathVerse_MINI_Vision_Only', 'DynaMath', 'LogicVista' + ], dataset): + return True + else: + return False + + def use_cot(self, dataset=None): + if dataset is None: + return False + if listinstr([ + 'MMMU', 'MathVista', 'MMBench', 'HallusionBench', 'MMStar', + 'OCRBench', 'ChartQA', 'MathVision', 'MathVerse_MINI', + 'MathVerse_MINI_Vision_Only', 'DynaMath', 'LogicVista' + ], dataset): + return True + else: + return False + + def use_upsize(self, dataset=None): + if dataset is None: + return False + if self.use_long_cot(dataset): + return True + if listinstr(['AI2D', 'OCRBench', 'ChartQA', 'TextVQA'], dataset): + return True + else: + return False + + def build_prompt(self, line, dataset=None): + if self.use_long_cot(dataset): + self.tokenizer.chat_template = self._long_cot_chat_template + else: + self.tokenizer.chat_template = self._original_chat_template + + if isinstance(line, int): + line = self.data.iloc[line] + + tgt_path = self.dump_image(line, dataset) + system_prompt, prompt = '', '' + question = line['question'] + + if not self.use_cot(dataset): + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = 'Options:\n' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'Question: {question}\n' + if len(options): + prompt += options_prompt + prompt += self.options_suffix_prompt + else: + system_prompt = self.wo_options_system_prompt + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + elif dataset is not None and listinstr(['HallusionBench'], dataset): + question += ' Yes or No?' + prompt = question + elif dataset is not None and listinstr(['OCRBench'], dataset): + system_prompt = self.vqa_prompt + prompt = question + elif DATASET_TYPE(dataset) == 'VQA': + if listinstr(['LLaVABench'], dataset): + system_prompt = '' + elif listinstr(['MMVet'], dataset): + system_prompt = self.detail_system_prompt + else: + system_prompt = self.vqa_prompt + prompt = question + else: + prompt = question + else: + has_options = True + if DATASET_TYPE(dataset) == 'MCQ': + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + options_prompt = '' + for key, item in options.items(): + options_prompt += f'{key}. {item}\n' + hint = line['hint'] if ('hint' in line and not pd.isna(line['hint'])) else None + if hint is not None: + prompt += f'Hint: {hint}\n' + prompt += f'{question}\n' + + if len(options): + prompt += options_prompt + else: + has_options = False + + if 'MMMU' in dataset: + if len(system_prompt) > 0: + prompt = system_prompt + '\n' + prompt + system_prompt = '' + else: + prompt = question + + if DATASET_TYPE(dataset) in ['MCQ', 'Y/N', 'VQA']: + if DATASET_TYPE(dataset) == 'MCQ': + if has_options: + prompt = self.multi_choice_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + elif DATASET_TYPE(dataset) == 'Y/N': + prompt = self.short_ans_cot_prompt + prompt + elif listinstr(['OCRBench'], dataset): + prompt = self.ocrbench_cot_prompt + prompt + else: + prompt = self.short_ans_cot_prompt + prompt + + msgs = [] + if system_prompt: + msgs.append(dict(type='text', value=system_prompt)) + if isinstance(tgt_path, list): + msgs.extend([dict(type='image', value=p) for p in tgt_path]) + else: + msgs = [dict(type='image', value=tgt_path)] + msgs.append(dict(type='text', value=prompt)) + + if dataset.startswith('MMMU_'): + from .. import MMMUDataset + msgs = MMMUDataset.split_MMMU(msgs) + + return msgs + + def generate_inner(self, message, dataset=None): + if self.use_long_cot(dataset): + default_kwargs = dict( + enable_thinking=True, + max_new_tokens=8192, + sampling=True, + temperature=0.7, + num_beams=1, + top_p=1.0, + top_k=0, + repetition_penalty=1.0, + no_repeat_ngram_size=0 + ) + elif self.use_cot(dataset): + default_kwargs = dict( + max_new_tokens=2048, + sampling=False, + num_beams=self.num_beams, + repetition_penalty=1.2 + ) + else: + default_kwargs = dict( + max_new_tokens=1024, + sampling=False, + num_beams=self.num_beams, + repetition_penalty=1.2 + ) + + default_kwargs.update(self.kwargs) + + content = [] + for x in message: + if x['type'] == 'text': + content.append(x['value']) + elif x['type'] == 'image': + image = Image.open(x['value']).convert('RGB') + if not self.use_upsize(dataset): + content.append(image) + else: + img_width, img_height = image.width, image.height + if (img_width * img_height) >= (1344 * 1344): + content.append(image) + else: + ratio = math.sqrt((1344 * 1344) / (img_width * img_height)) + max_img_width = int(img_width * ratio) + new_img_width = random.randint(img_width, max_img_width) + new_img_height = int(new_img_width / img_width * img_height) + resized_image = image.resize((new_img_width, new_img_height)) + content.append(resized_image) + msgs = [{'role': 'user', 'content': content}] + + self.processor.tokenizer = self.tokenizer + + res = self.model.chat( + image=None, + msgs=msgs, + context=None, + tokenizer=self.tokenizer, + processor=self.processor, + max_inp_length=8192, + **default_kwargs + ) + + if isinstance(res, tuple) and len(res) > 0: + res = res[0] + + res = res.replace('\n', '\nI ') + res = self.extract_answer(res, dataset) + + return res diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/misc/minigpt4_7b_eval.yaml b/VLMEvalKit-sudoku/vlmeval/vlm/misc/minigpt4_7b_eval.yaml new file mode 100644 index 0000000000000000000000000000000000000000..062c93a9c3a1c56294824e2a2772ab3c3abe1932 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/misc/minigpt4_7b_eval.yaml @@ -0,0 +1,38 @@ +model: + arch: minigpt4 + model_type: pretrain_vicuna_7b + max_txt_len: 160 + end_sym: "###" + low_resource: True + prompt_template: '###Human: {} ###Assistant: ' + ckpt: "please set this value to the path of pretrained checkpoint" + + # vit encoder + image_size: 224 + drop_path_rate: 0 + use_grad_checkpoint: False + vit_precision: "fp16" + freeze_vit: True + freeze_qformer: True + + # Q-Former + num_query_token: 32 + + # generation configs + prompt: "" + + llama_model: "please set this value to the path of vicuna-7b-v0" + + +datasets: + cc_sbu_align: + vis_processor: + train: + name: "blip2_image_eval" + image_size: 224 + text_processor: + train: + name: "blip_caption" + +run: + task: image_text_pretrain diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/ola/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..82f60ce1b9ea9b91ca4ee5d56db9a16b12d60d67 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/ola/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/conversation.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/conversation.py new file mode 100644 index 0000000000000000000000000000000000000000..e3f9a0fed02e063c5f87188171454e549066707e --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/conversation.py @@ -0,0 +1,137 @@ +import dataclasses +from enum import auto, Enum +from typing import List, Any, Union, Tuple +import base64 +from io import BytesIO +from PIL import Image + + +class SeparatorStyle(Enum): + """Different separator style.""" + TWO = auto() + PLAIN = auto() + CHATML = auto() + LLAMA_2 = auto() + LLAMA_3 = auto() + QWEN2 = auto() + + +@dataclasses.dataclass +class Conversation: + """A class that keeps all conversation history.""" + system: str + roles: List[str] + messages: List[List[str]] + offset: int + sep_style: SeparatorStyle = SeparatorStyle.PLAIN + sep: str = "###" + sep2: str = None + version: str = "Unknown" + + tokenizer_id: str = "" + tokenizer: Any = None + # Stop criteria (the default one is EOS token) + stop_str: Union[str, List[str]] = None + # Stops generation if meeting any token in this list + stop_token_ids: List[int] = None + + skip_next: bool = False + + def get_prompt(self): + messages = self.messages + + if self.sep_style == SeparatorStyle.TWO: + seps = [self.sep, self.sep2] + ret = self.system + seps[0] + for i, (role, message) in enumerate(messages): + if message: + if type(message) is tuple: + message = message[0] + ret += role + ": " + message + seps[i % 2] + else: + ret += role + ":" + elif self.sep_style == SeparatorStyle.QWEN2: + start = '<|im_start|>' + end = '<|im_end|>\n' + ret = start + 'system\n' + self.system + end + for i, (role, message) in enumerate(messages): + if message: + if type(message) is tuple: + message, _, _ = message + + if message.endswith('<|endoftext|>'): + message = message.replace('<|endoftext|>', '') + ret += start + role + "\n" + message + end + '<|endoftext|>' + else: + assert not '<|endoftext|>' in message, f"Invalid message: {message}" + ret += start + role + "\n" + message + end + else: + ret += start + role + "\n" + else: + raise ValueError(f"Invalid style: {self.sep_style}") + + return ret + + def append_message(self, role, message): + self.messages.append([role, message]) + + def to_gradio_chatbot(self): + ret = [] + for i, (role, msg) in enumerate(self.messages[self.offset:]): + if i % 2 == 0: + if type(msg) is tuple: + msg, speech = msg + ret.append([msg, None]) + else: + ret.append([msg, None]) + else: + ret[-1][-1] = msg + return ret + + def copy(self): + return Conversation( + system=self.system, + roles=self.roles, + messages=[[x, y] for x, y in self.messages], + offset=self.offset, + sep_style=self.sep_style, + sep=self.sep, + sep2=self.sep2, + version=self.version) + + def dict(self): + if len(self.get_images()) > 0: + return { + "system": self.system, + "roles": self.roles, + "messages": [[x, y[0] if type(y) is tuple else y] for x, y in self.messages], + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + } + return { + "system": self.system, + "roles": self.roles, + "messages": self.messages, + "offset": self.offset, + "sep": self.sep, + "sep2": self.sep2, + } + +conv_qwen_v1 = Conversation( + system="You are a helpful assistant.", + roles=("user", "assistant"), + version="v1", + messages=(), + offset=0, + sep_style=SeparatorStyle.QWEN2, +) + +default_conversation = conv_qwen_v1 +conv_templates = { + 'v1_qwen2': conv_qwen_v1, +} + + +if __name__ == "__main__": + print(default_conversation.get_prompt()) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/datasets/preprocess.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/datasets/preprocess.py new file mode 100644 index 0000000000000000000000000000000000000000..844355541ac5289de5896edbbce507dbc4df670a --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/datasets/preprocess.py @@ -0,0 +1,220 @@ +import copy +import torch +import transformers +import tokenizers + +from typing import Dict, Sequence + +from ...ola.constants import IGNORE_INDEX, DEFAULT_SPEECH_TOKEN, IMAGE_TOKEN_INDEX +from ...ola import conversation as conversation_lib +from ...ola.model import * +from ...ola.arguments import DataArguments +from ...ola.constants import SPEECH_TOKEN_INDEX + +from packaging import version + +IS_TOKENIZER_GREATER_THAN_0_14 = version.parse(tokenizers.__version__) >= version.parse('0.14') + + +def tokenizer_speech_token(prompt, tokenizer, speech_token_index=SPEECH_TOKEN_INDEX, return_tensors=None): + prompt_chunks = [tokenizer(chunk).input_ids for chunk in prompt.split('')] + + def insert_separator(X, sep): + return [ele for sublist in zip(X, [sep]*len(X)) for ele in sublist][:-1] + + input_ids = [] + offset = 0 + if len(prompt_chunks) > 0 and len(prompt_chunks[0]) > 0 and prompt_chunks[0][0] == tokenizer.bos_token_id: + offset = 1 + input_ids.append(prompt_chunks[0][0]) + + for x in insert_separator(prompt_chunks, [speech_token_index] * (offset + 1)): + input_ids.extend(x[offset:]) + + if return_tensors is not None: + if return_tensors == 'pt': + return torch.tensor(input_ids, dtype=torch.long) + raise ValueError(f'Unsupported tensor type: {return_tensors}') + return input_ids + + +def preprocess_multimodal( + sources: Sequence[str], + data_args: DataArguments +) -> Dict: + is_multimodal = data_args.is_multimodal + if not is_multimodal: + return sources + + for source in sources: + for sentence in source: + if DEFAULT_SPEECH_TOKEN in sentence['value']: + sentence['value'] = sentence['value'].replace(DEFAULT_SPEECH_TOKEN, '').strip() + sentence['value'] = DEFAULT_SPEECH_TOKEN + '\n' + sentence['value'] + sentence['value'] = sentence['value'].strip() + + return sources + +def tokenizer_image_token(prompt, tokenizer, image_token_index=IMAGE_TOKEN_INDEX, return_tensors=None): + prompt_chunks = [tokenizer(chunk).input_ids for chunk in prompt.split('')] + + def insert_separator(X, sep): + return [ele for sublist in zip(X, [sep]*len(X)) for ele in sublist][:-1] + + input_ids = [] + offset = 0 + if len(prompt_chunks) > 0 and len(prompt_chunks[0]) > 0 and prompt_chunks[0][0] == tokenizer.bos_token_id: + offset = 1 + input_ids.append(prompt_chunks[0][0]) + + for x in insert_separator(prompt_chunks, [image_token_index] * (offset + 1)): + input_ids.extend(x[offset:]) + + if return_tensors is not None: + if return_tensors == 'pt': + return torch.tensor(input_ids, dtype=torch.long) + raise ValueError(f'Unsupported tensor type: {return_tensors}') + return input_ids + +def tokenizer_speech_image_token(prompt, tokenizer, image_token_index=IMAGE_TOKEN_INDEX, speech_token_idx=SPEECH_TOKEN_INDEX, return_tensors=None): + prompt_chunks = [tokenizer(chunk).input_ids for chunk in prompt.split('')] + + def insert_separator(X, sep): + return [ele for sublist in zip(X, [sep]*len(X)) for ele in sublist][:-1] + + input_ids = [] + offset = 0 + if len(prompt_chunks) > 0 and len(prompt_chunks[0]) > 0 and prompt_chunks[0][0] == tokenizer.bos_token_id: + offset = 1 + input_ids.append(prompt_chunks[0][0]) + + for x in insert_separator(prompt_chunks, [speech_token_idx, image_token_index] * (offset + 1)): + input_ids.extend(x[offset:]) + + if return_tensors is not None: + if return_tensors == 'pt': + return torch.tensor(input_ids, dtype=torch.long) + raise ValueError(f'Unsupported tensor type: {return_tensors}') + return input_ids + +def tokenizer_speech_question_image_token(prompt, tokenizer, image_token_index=IMAGE_TOKEN_INDEX, speech_token_idx=SPEECH_TOKEN_INDEX, return_tensors=None): + prompt_chunks = [tokenizer(chunk).input_ids for chunk in prompt.split("\nUser's question in speech: \n")] + + def insert_separator(X, sep): + return [ele for sublist in zip(X, [sep]*len(X)) for ele in sublist][:-1] + + input_ids = [] + offset = 0 + if len(prompt_chunks) > 0 and len(prompt_chunks[0]) > 0 and prompt_chunks[0][0] == tokenizer.bos_token_id: + offset = 1 + input_ids.append(prompt_chunks[0][0]) + + nl_tokens = tokenizer("\n").input_ids[0] + special_chunks = [image_token_index, nl_tokens] + special_chunks.extend(tokenizer("User's question in speech: ").input_ids) + special_chunks.extend([speech_token_idx, nl_tokens]) + + for x in insert_separator(prompt_chunks, special_chunks): + input_ids.extend(x[offset:]) + + import pdb;pdb.set_trace() + if return_tensors is not None: + if return_tensors == 'pt': + return torch.tensor(input_ids, dtype=torch.long) + raise ValueError(f'Unsupported tensor type: {return_tensors}') + return input_ids + +def preprocess_v1( + sources, + tokenizer: transformers.PreTrainedTokenizer, + has_speech: bool = False +) -> Dict: + conv = conversation_lib.default_conversation.copy() + roles = {"human": conv.roles[0], "gpt": conv.roles[1]} + + # Apply prompt templates + conversations = [] + for i, source in enumerate(sources): + if roles[source[0]["from"]] != conv.roles[0]: + # Skip the first one if it is not from human + source = source[1:] + + conv.messages = [] + for j, sentence in enumerate(source): + role = roles[sentence["from"]] + assert role == conv.roles[j % 2], f"{i}" + conv.append_message(role, sentence["value"]) + conversations.append(conv.get_prompt()) + + # Tokenize conversations + + if has_speech: + input_ids = torch.stack([tokenizer_speech_token(prompt, tokenizer, return_tensors='pt') for prompt in conversations], dim=0) + else: + input_ids = tokenizer( + conversations, + return_tensors="pt", + padding="longest", + max_length=tokenizer.model_max_length, + truncation=True, + ).input_ids + + targets = input_ids.clone() + + assert conv.sep_style == conversation_lib.SeparatorStyle.TWO + + # Mask targets + sep = conv.sep + conv.roles[1] + ": " + for conversation, target in zip(conversations, targets): + total_len = int(target.ne(tokenizer.pad_token_id).sum()) + + rounds = conversation.split(conv.sep2) + cur_len = 1 + target[:cur_len] = IGNORE_INDEX + for i, rou in enumerate(rounds): + if rou == "": + break + + parts = rou.split(sep) + if len(parts) != 2: + break + parts[0] += sep + + if has_speech: + round_len = len(tokenizer_speech_token(rou, tokenizer)) + instruction_len = len(tokenizer_speech_token(parts[0], tokenizer)) - 2 + else: + round_len = len(tokenizer(rou).input_ids) + instruction_len = len(tokenizer(parts[0]).input_ids) - 2 + + # FIXME: tokenizer bug + if i != 0 and not tokenizer.legacy and IS_TOKENIZER_GREATER_THAN_0_14: + round_len -= 1 + instruction_len -= 1 + + target[cur_len : cur_len + instruction_len] = IGNORE_INDEX + + cur_len += round_len + target[cur_len:] = IGNORE_INDEX + + if cur_len < tokenizer.model_max_length: + if cur_len != total_len: + target[:] = IGNORE_INDEX + print( + f"WARNING: tokenization mismatch: {cur_len} vs. {total_len}." + f" (ignored)" + ) + + return dict( + input_ids=input_ids, + labels=targets, + ) + +def preprocess( + sources: Sequence[str], + tokenizer: transformers.PreTrainedTokenizer, + has_speech: bool = False +) -> Dict: + if conversation_lib.default_conversation.version.startswith("v1"): + return preprocess_v1(sources, tokenizer, has_speech=has_speech) + raise NotImplementedError diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/mm_utils.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/mm_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..38555f6576e3a90bc847e789df69b2da0a945d7a --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/mm_utils.py @@ -0,0 +1,177 @@ +from PIL import Image +import base64 +import math +import ast + +import torch +from transformers import StoppingCriteria +import os +import io + +if 'HIGHRES_BASE' in os.environ: + # highresxpatch + HIGHRES_BASE = os.environ['HIGHRES_BASE'] + highres_base, highres_ps = HIGHRES_BASE.split('x') + highres_base = int(highres_base) + highres_ps = int(highres_ps) + print(f"HIGHRES_BASE is set as {HIGHRES_BASE}, {highres_base}, {highres_ps}") +else: + HIGHRES_BASE = None + +if 'MAXRES' in os.environ: + # highresxpatch + MAXRES = int(os.environ['MAXRES']) + print(f"MAXRES is set as {MAXRES}") +else: + MAXRES = 1536 + +if 'MINRES' in os.environ: + # highresxpatch + MINRES = int(os.environ['MINRES']) + print(f"MINRES is set as {MINRES}") +else: + MINRES = 0 + +if 'PAD2STRIDE' in os.environ: + # highresxpatch + PAD2STRIDE = True + print(f"PAD2STRIDE is set") +else: + PAD2STRIDE = False + +if 'LOWRES_RESIZE' in os.environ: + LOWRES_RESIZE = os.environ['LOWRES_RESIZE'] + print(f"LOWRES_RESIZE is set as {LOWRES_RESIZE}") + if 'x' in LOWRES_RESIZE: + size, ps = LOWRES_RESIZE.split('x') + size = int(size) + ps = int(ps) + LOWRES_RESIZE = (size, ps) + else: + LOWRES_RESIZE = int(LOWRES_RESIZE) +else: + LOWRES_RESIZE = None + + +def pad_image(image, target_resolution, value=0): + """ + Resize and pad an image to a target resolution while maintaining aspect ratio. + + Args: + image (PIL.Image.Image): The input image. + target_resolution (tuple): The target resolution (width, height) of the image. + + Returns: + PIL.Image.Image: The resized and padded image. + """ + original_width, original_height = image.size + target_width, target_height = target_resolution + # Create a new image with the target size and paste the resized image onto it + new_image = Image.new('RGB', (target_width, target_height), (value, value, value)) + paste_x = (target_width - original_width) // 2 + paste_y = (target_height - original_height) // 2 + new_image.paste(image, (paste_x, paste_y)) + return new_image + +def resize_images(image, patch_size=14, base_size=896): + h, w = image.size + if base_size == 0: + if h * w > MAXRES * MAXRES: + scale = MAXRES * MAXRES / (h * w) + scale = math.sqrt(scale) + elif h * w < MINRES * MINRES: + scale = MINRES * MINRES / (h * w) + scale = math.sqrt(scale) + else: + scale = None + else: + scale = base_size * base_size / (h * w) + scale = math.sqrt(scale) + + + if scale is not None: + new_h = int(h * scale / patch_size) * patch_size + new_w = int(w * scale / patch_size) * patch_size + new_h = max(new_h, patch_size) + new_w = max(new_w, patch_size) + image = image.resize((new_h, new_w)) + elif PAD2STRIDE: + if h % patch_size == 0: + new_h = h + else: + new_h = (h // patch_size + 1) * patch_size + + if w % patch_size == 0: + new_w = w + else: + new_w = (w // patch_size + 1) * patch_size + image = pad_image(image, (new_h, new_w), value=127) + else: + scale = 1.0 + new_h = int(h * scale / patch_size) * patch_size + new_w = int(w * scale / patch_size) * patch_size + new_h = max(new_h, patch_size) + new_w = max(new_w, patch_size) + image = image.resize((new_h, new_w)) + + return image + +def process_anyres_highres_image_genli(image, processor): + h, w = image.size + if h < 32 and w < 32: + min_size = min(h, w) + ratio = 64 / min_size + image = image.resize((int(h * ratio), int(w * ratio))) + elif h < 32: + ratio = 64 / h + image = image.resize((int(h * ratio), int(w * ratio))) + elif w < 32: + ratio = 64 / w + image = image.resize((int(h * ratio), int(w * ratio))) + if HIGHRES_BASE is not None: + image = resize_images(image, patch_size=highres_ps, base_size=highres_base) + + if LOWRES_RESIZE is not None: + image_original_resize = resize_images(image, patch_size=LOWRES_RESIZE[1], base_size=LOWRES_RESIZE[0]) + else: + image_original_resize = image.resize((384, 384)) + + image_patches = processor.preprocess(image_original_resize, return_tensors='pt')['pixel_values'][0] + image_padded = processor.preprocess(image, return_tensors='pt')['pixel_values'][0] + return image_patches.unsqueeze(0), image_padded.unsqueeze(0) + + + +def get_model_name_from_path(model_path): + model_path = model_path.strip("/") + model_paths = model_path.split("/") + if model_paths[-1].startswith('checkpoint-'): + return model_paths[-2] + "_" + model_paths[-1] + else: + return model_paths[-1] + + +class KeywordsStoppingCriteria(StoppingCriteria): + def __init__(self, keywords, tokenizer, input_ids): + self.keywords = keywords + self.keyword_ids = [] + for keyword in keywords: + cur_keyword_ids = tokenizer(keyword).input_ids + if len(cur_keyword_ids) > 1 and cur_keyword_ids[0] == tokenizer.bos_token_id: + cur_keyword_ids = cur_keyword_ids[1:] + self.keyword_ids.append(torch.tensor(cur_keyword_ids)) + self.tokenizer = tokenizer + self.start_len = input_ids.shape[1] + + def __call__(self, output_ids: torch.LongTensor, scores: torch.FloatTensor, **kwargs) -> bool: + assert output_ids.shape[0] == 1, "Only support batch size 1 (yet)" # TODO + offset = min(output_ids.shape[1] - self.start_len, 3) + self.keyword_ids = [keyword_id.to(output_ids.device) for keyword_id in self.keyword_ids] + for keyword_id in self.keyword_ids: + if output_ids[0, -keyword_id.shape[0]:] == keyword_id: + return True + outputs = self.tokenizer.batch_decode(output_ids[:, -offset:], skip_special_tokens=True)[0] + for keyword in self.keywords: + if keyword in outputs: + return True + return False diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..aa6c2efd537662885f38f53459943c2ed0304e9c --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/__init__.py @@ -0,0 +1 @@ +from .language_model.ola_qwen import OlaQwenForCausalLM, OlaConfigQwen diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/language_model/ola_qwen.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/language_model/ola_qwen.py new file mode 100644 index 0000000000000000000000000000000000000000..d974fc2358f1ab1e649fbbbb803c034bc1a2c79c --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/language_model/ola_qwen.py @@ -0,0 +1,237 @@ +from typing import List, Optional, Tuple, Union + +import torch +import torch.nn as nn + +import transformers +from transformers import AutoConfig, AutoModelForCausalLM + + +from transformers.modeling_outputs import CausalLMOutputWithPast +from transformers.generation.utils import GenerateOutput + +from ..ola_arch import OlaMetaModel, OlaMetaForCausalLM +from transformers import Qwen2Config, Qwen2Model, Qwen2ForCausalLM + + +class OlaConfigQwen(Qwen2Config): + model_type = "ola_qwen" + + +class OlaQwenModel(OlaMetaModel, Qwen2Model): + config_class = OlaConfigQwen + + def __init__(self, config: Qwen2Config): + super(OlaQwenModel, self).__init__(config) + + +class OlaQwenForCausalLM(Qwen2ForCausalLM, OlaMetaForCausalLM): + config_class = OlaConfigQwen + + def __init__(self, config): + super(Qwen2ForCausalLM, self).__init__(config) + + config.rope_scaling = None + self.model = OlaQwenModel(config) + self.vocab_size = config.vocab_size + self.lm_head = nn.Linear(config.hidden_size, config.vocab_size, bias=False) + + # Initialize weights and apply final processing + self.post_init() + + def get_model(self): + return self.model + + def forward( + self, + input_ids: torch.LongTensor = None, + attention_mask: Optional[torch.Tensor] = None, + position_ids: Optional[torch.LongTensor] = None, + past_key_values: Optional[List[torch.FloatTensor]] = None, + inputs_embeds: Optional[torch.FloatTensor] = None, + labels: Optional[torch.LongTensor] = None, + use_cache: Optional[bool] = None, + output_attentions: Optional[bool] = None, + output_hidden_states: Optional[bool] = None, + speech: Optional[torch.FloatTensor] = None, + speech_lengths: Optional[torch.LongTensor] = None, + speech_chunks: Optional[torch.LongTensor] = None, + speech_wav: Optional[torch.FloatTensor] = None, + images: Optional[torch.FloatTensor] = None, + images_highres: Optional[List[torch.FloatTensor]] = None, + image_sizes: Optional[List[List[int]]] = None, + modalities: Optional[List[str]] = ["image"], + return_dict: Optional[bool] = None, + cache_position: Optional[torch.LongTensor] = None, + ) -> Union[Tuple, CausalLMOutputWithPast]: + + if inputs_embeds is None: + ( + input_ids, + position_ids, + attention_mask, + past_key_values, + inputs_embeds, + labels + ) = self.prepare_inputs_labels_for_speech_vision_text( + input_ids, + position_ids, + attention_mask, + past_key_values, + labels, + speech, + speech_lengths, + speech_chunks, + speech_wav, + images, + modalities, + image_sizes, + images_highres + ) + + if labels is None: + return super().forward( + input_ids=input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict + ) + else: + return self.forward_llm_efficient( + input_ids=input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + labels=labels, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict + ) + + + def forward_llm_efficient(self, input_ids, attention_mask, position_ids, past_key_values, inputs_embeds, labels, use_cache, output_attentions, output_hidden_states, return_dict): + output_attentions = output_attentions if output_attentions is not None else self.config.output_attentions + output_hidden_states = ( + output_hidden_states if output_hidden_states is not None else self.config.output_hidden_states + ) + return_dict = return_dict if return_dict is not None else self.config.use_return_dict + + # decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn) + outputs = self.model( + input_ids=input_ids, + attention_mask=attention_mask, + position_ids=position_ids, + past_key_values=past_key_values, + inputs_embeds=inputs_embeds, + use_cache=use_cache, + output_attentions=output_attentions, + output_hidden_states=output_hidden_states, + return_dict=return_dict, + ) + + hidden_states = outputs[0] + hidden_dim = hidden_states.size(-1) + shift_labels = labels[..., 1:].contiguous().reshape(-1) + shift_hidden_states = hidden_states[..., :-1, :].contiguous().reshape(-1, hidden_dim) + assert shift_labels.size(0) == shift_hidden_states.size(0) + mask = shift_labels > -1 + assert mask.float().sum() > 0 + shift_labels = shift_labels[mask] + shift_hidden_states = shift_hidden_states[mask, :] + logits = self.lm_head(shift_hidden_states) + logits = logits.float() + loss_fct = nn.CrossEntropyLoss() + loss = loss_fct(logits, shift_labels) + + + if not return_dict: + output = (logits,) + outputs[1:] + return (loss,) + output if loss is not None else output + + + return CausalLMOutputWithPast( + loss=loss, + logits=logits, + past_key_values=outputs.past_key_values, + hidden_states=outputs.hidden_states, + attentions=outputs.attentions, + ) + + @torch.no_grad() + def generate( + self, + inputs: Optional[torch.Tensor] = None, + speech: Optional[torch.Tensor] = None, + speech_lengths: Optional[torch.Tensor] = None, + speech_chunks: Optional[torch.Tensor] = None, + speech_wav: Optional[torch.FloatTensor] = None, + images: Optional[torch.Tensor] = None, + images_highres: Optional[List[torch.FloatTensor]] = None, + image_sizes: Optional[torch.Tensor] = None, + modalities: Optional[List[str]] = ["image"], + **kwargs, + ) -> Union[GenerateOutput, torch.LongTensor]: + position_ids = kwargs.pop("position_ids", None) + attention_mask = kwargs.pop("attention_mask", None) + if "inputs_embeds" in kwargs: + raise NotImplementedError("`inputs_embeds` is not supported") + + ( + inputs, + position_ids, + attention_mask, + _, + inputs_embeds, + _ + ) = self.prepare_inputs_labels_for_speech_vision_text( + inputs, + position_ids, + attention_mask, + None, + None, + speech, + speech_lengths, + speech_chunks, + speech_wav, + images, + modalities, + image_sizes, + images_highres + ) + + return super().generate( + position_ids=position_ids, + attention_mask=attention_mask, + inputs_embeds=inputs_embeds, + **kwargs + ) + + def prepare_inputs_for_generation(self, input_ids, past_key_values=None, + inputs_embeds=None, **kwargs): + speech = kwargs.pop("speech", None) + speech_lengths = kwargs.pop("speech_lengths", None) + speech_chunks = kwargs.pop("speech_chunks", None) + images = kwargs.pop("images", None) + image_sizes = kwargs.pop("image_sizes", None) + inputs = super().prepare_inputs_for_generation( + input_ids, past_key_values=past_key_values, inputs_embeds=inputs_embeds, **kwargs + ) + if speech is not None: + inputs['speech'] = speech + inputs['speech_lengths'] = speech_lengths + inputs['speech_chunks'] = speech_chunks + if images is not None: + inputs["images"] = images + if image_sizes is not None: + inputs["image_sizes"] = image_sizes + return inputs + +AutoConfig.register("ola_qwen", OlaConfigQwen) +AutoModelForCausalLM.register(OlaConfigQwen, OlaQwenForCausalLM) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_encoder/builder.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_encoder/builder.py new file mode 100644 index 0000000000000000000000000000000000000000..74460c2c96c54ff1f8f9cbf7a8932cf59bd9fa3b --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_encoder/builder.py @@ -0,0 +1,9 @@ +import os +from .oryx_vit import SigLIPViTAnysizeWrapper + +def build_vision_tower(vision_tower_cfg, **kwargs): + vision_tower = getattr(vision_tower_cfg, 'vision_tower', getattr(vision_tower_cfg, 'mm_vision_tower', None)) + is_absolute_path_exists = os.path.exists(vision_tower) + print(f"Buiding OryxViTWrapper from {vision_tower}...") + # path = vision_tower.split(":")[1] + return SigLIPViTAnysizeWrapper(vision_tower, path=vision_tower, args=vision_tower_cfg, **kwargs) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_encoder/oryx_vit.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_encoder/oryx_vit.py new file mode 100644 index 0000000000000000000000000000000000000000..7e6b0c0e4a887ff17e906d91ed0a7de986bb7959 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_encoder/oryx_vit.py @@ -0,0 +1,1041 @@ +import math +import warnings +from dataclasses import dataclass +from functools import partial +from typing import ( + Callable, + Dict, + Final, + List, + Literal, + Optional, + Sequence, + Set, + Tuple, + Type, + Union, +) + +from torch.utils.checkpoint import checkpoint +import torch +import torch.nn as nn +import torch.nn.functional as F +try: + from timm.layers import ( + AttentionPoolLatent, + DropPath, + LayerType, + Mlp, + PatchDropout, + PatchEmbed, + resample_abs_pos_embed, + ) + from timm.models._manipulate import checkpoint_seq, named_apply +except: + print('Wrong timm version') + +from flash_attn import flash_attn_func, flash_attn_varlen_func + +from typing import Optional + +import logging +import torch +import torch.nn as nn +import torch.nn.functional as F + +import deepspeed +import os +if 'LOAD_VISION_EARLY' in os.environ: + print("LOAD_VISION_EARLY is set") + LOAD_VISION_EARLY = True +else: + LOAD_VISION_EARLY = False + +if 'FORCE_NO_DOWNSAMPLE' in os.environ: + print("FORCE_NO_DOWNSAMPLE is set") + FORCE_NO_DOWNSAMPLE = True +else: + FORCE_NO_DOWNSAMPLE = False + +def _no_grad_trunc_normal_(tensor, mean, std, a, b): + # Cut & paste from PyTorch official master until it's in a few official releases - RW + # Method based on https://people.sc.fsu.edu/~jburkardt/presentations/truncated_normal.pdf + def norm_cdf(x): + # Computes standard normal cumulative distribution function + return (1.0 + math.erf(x / math.sqrt(2.0))) / 2.0 + + if (mean < a - 2 * std) or (mean > b + 2 * std): + warnings.warn( + "mean is more than 2 std from [a, b] in nn.init.trunc_normal_. " + "The distribution of values may be incorrect.", + stacklevel=2, + ) + + with torch.no_grad(): + # Values are generated by using a truncated uniform distribution and + # then using the inverse CDF for the normal distribution. + # Get upper and lower cdf values + l = norm_cdf((a - mean) / std) # noqa: E741 + u = norm_cdf((b - mean) / std) + + # Uniformly fill tensor with values from [l, u], then translate to + # [2l-1, 2u-1]. + tensor.uniform_(2 * l - 1, 2 * u - 1) + + # Use inverse cdf transform for normal distribution to get truncated + # standard normal + tensor.erfinv_() + + # Transform to proper mean, std + tensor.mul_(std * math.sqrt(2.0)) + tensor.add_(mean) + + # Clamp to ensure it's in the proper range + tensor.clamp_(min=a, max=b) + return tensor + + +def trunc_normal_(tensor, mean=0.0, std=1.0, a=-2.0, b=2.0): + # type: (torch.Tensor, float, float, float, float) -> torch.Tensor + r"""The original timm.models.layers.weight_init.trunc_normal_ can not handle bfloat16 yet, here we first + convert the tensor to float32, apply the trunc_normal_() in float32, and then convert it back to its orignal dtype. + Fills the input Tensor with values drawn from a truncated normal distribution. The values are effectively drawn + from the normal distribution :math:`\mathcal{N}(\text{mean}, \text{std}^2)` + with values outside :math:`[a, b]` redrawn until they are within + the bounds. The method used for generating the random values works + best when :math:`a \leq \text{mean} \leq b`. + Args: + tensor: an n-dimensional `torch.Tensor` + mean: the mean of the normal distribution + std: the standard deviation of the normal distribution + a: the minimum cutoff value + b: the maximum cutoff value + Examples: + >>> w = torch.empty(3, 5) + >>> nn.init.trunc_normal_(w) + """ + + with torch.no_grad(): + dtype = tensor.dtype + tensor_fp32 = tensor.float() + tensor_fp32 = _no_grad_trunc_normal_(tensor_fp32, mean, std, a, b) + tensor_dtype = tensor_fp32.to(dtype=dtype) + tensor.copy_(tensor_dtype) + + +def init_weights(self): + if self.pos_embed is not None: + trunc_normal_(self.pos_embed, std=self.pos_embed.shape[1] ** -0.5) + trunc_normal_(self.latent, std=self.latent_dim**-0.5) + + +def init_weights_vit_timm(module: nn.Module, name: str = "") -> None: + """ViT weight initialization, original timm impl (for reproducibility)""" + if isinstance(module, nn.Linear): + trunc_normal_(module.weight, std=0.02) + if module.bias is not None: + nn.init.zeros_(module.bias) + elif hasattr(module, "init_weights"): + module.init_weights() + + +class Attention(nn.Module): + fused_attn: Final[bool] + + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + qk_norm: bool = False, + attn_drop: float = 0.0, + proj_drop: float = 0.0, + norm_layer: nn.Module = nn.LayerNorm, + ) -> None: + super().__init__() + assert dim % num_heads == 0, "dim should be divisible by num_heads" + self.num_heads = num_heads + self.head_dim = dim // num_heads + self.scale = self.head_dim**-0.5 + # self.fused_attn = use_fused_attn() + self.fused_attn = True + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.q_norm = norm_layer(self.head_dim) if qk_norm else nn.Identity() + self.k_norm = norm_layer(self.head_dim) if qk_norm else nn.Identity() + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) if proj_drop > 0.0 else nn.Identity() + + def forward(self, x: torch.Tensor, cu_slens=None) -> torch.Tensor: + B, N, C = x.shape + qkv = ( + self.qkv(x) + .reshape(B, N, 3, self.num_heads, self.head_dim) + .permute(2, 0, 3, 1, 4) + ) + q, k, v = qkv.unbind(0) + q, k = self.q_norm(q), self.k_norm(k) + + if cu_slens is not None: + q = q.permute(0, 2, 1, 3) # B, num_heads, N, C -> B, N, num_heads, C + k = k.permute(0, 2, 1, 3) + v = v.permute(0, 2, 1, 3) + max_seqlen = torch.max(cu_slens[1:] - cu_slens[:-1]).item() + x = flash_attn_varlen_func( + q.squeeze(0), + k.squeeze(0), + v.squeeze(0), + cu_seqlens_q=cu_slens, + cu_seqlens_k=cu_slens, + max_seqlen_q=max_seqlen, + max_seqlen_k=max_seqlen, + softmax_scale=self.scale, + causal=False, + ) + + x = x.reshape(B, N, -1) + x = self.proj(x) + x = self.proj_drop(x) + + else: + q = q.permute(0, 2, 1, 3) # B, num_heads, N, C -> B, N, num_heads, C + k = k.permute(0, 2, 1, 3) + v = v.permute(0, 2, 1, 3) + x = flash_attn_func(q, k, v, softmax_scale=self.scale) # -> b, n, h, c + + x = x.reshape(B, N, -1) + x = self.proj(x) + x = self.proj_drop(x) + # if self.fused_attn: + # x = F.scaled_dot_product_attention( + # q, + # k, + # v, + # dropout_p=self.attn_drop.p if self.training else 0.0, + # ) + # else: + # q = q * self.scale + # attn = q @ k.transpose(-2, -1) + # attn = attn.softmax(dim=-1) + # attn = self.attn_drop(attn) + # x = attn @ v + + # x = x.transpose(1, 2).reshape(B, N, C) + # x = self.proj(x) + # x = self.proj_drop(x) + return x + + +class LayerScale(nn.Module): + def __init__( + self, + dim: int, + init_values: float = 1e-5, + inplace: bool = False, + ) -> None: + super().__init__() + self.inplace = inplace + self.gamma = nn.Parameter(init_values * torch.ones(dim)) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return x.mul_(self.gamma) if self.inplace else x * self.gamma + + +class Block(nn.Module): + def __init__( + self, + dim: int, + num_heads: int, + mlp_ratio: float = 4.0, + qkv_bias: bool = False, + qk_norm: bool = False, + proj_drop: float = 0.0, + attn_drop: float = 0.0, + init_values: Optional[float] = None, + drop_path: float = 0.0, + act_layer: nn.Module = nn.GELU, + norm_layer: nn.Module = nn.LayerNorm, + mlp_layer: nn.Module = Mlp, + ) -> None: + super().__init__() + self.norm1 = norm_layer(dim) + self.attn = Attention( + dim, + num_heads=num_heads, + qkv_bias=qkv_bias, + qk_norm=qk_norm, + attn_drop=attn_drop, + proj_drop=proj_drop, + norm_layer=norm_layer, + ) + self.ls1 = ( + LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + ) + self.drop_path1 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + self.norm2 = norm_layer(dim) + self.mlp = mlp_layer( + in_features=dim, + hidden_features=int(dim * mlp_ratio), + act_layer=act_layer, + drop=proj_drop, + ) + self.ls2 = ( + LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + ) + self.drop_path2 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + def forward(self, x: torch.Tensor, cu_slens=None) -> torch.Tensor: + x = x + self.drop_path1(self.ls1(self.attn(self.norm1(x), cu_slens=cu_slens))) + x = x + self.drop_path2(self.ls2(self.mlp(self.norm2(x)))) + return x + + +class VisionTransformer(nn.Module): + """Vision Transformer + + A PyTorch impl of : `An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale` + - https://arxiv.org/abs/2010.11929 + """ + + dynamic_img_size: Final[bool] + + def __init__( + self, + img_size: Union[int, Tuple[int, int]] = 224, + patch_size: Union[int, Tuple[int, int]] = 16, + in_chans: int = 3, + num_classes: int = 1000, + global_pool: Literal["", "avg", "token", "map"] = "token", + embed_dim: int = 768, + depth: int = 12, + num_heads: int = 12, + mlp_ratio: float = 4.0, + qkv_bias: bool = True, + qk_norm: bool = False, + init_values: Optional[float] = None, + class_token: bool = True, + no_embed_class: bool = False, + reg_tokens: int = 0, + pre_norm: bool = False, + fc_norm: Optional[bool] = None, + dynamic_img_size: bool = False, + dynamic_img_pad: bool = False, + drop_rate: float = 0.0, + pos_drop_rate: float = 0.0, + patch_drop_rate: float = 0.0, + proj_drop_rate: float = 0.0, + attn_drop_rate: float = 0.0, + drop_path_rate: float = 0.0, + weight_init: Literal["skip", "jax", "jax_nlhb", "moco", ""] = "", + embed_layer: Callable = PatchEmbed, + norm_layer: Optional[LayerType] = None, + act_layer: Optional[LayerType] = None, + strict_img_size: bool = False, + block_fn: Type[nn.Module] = Block, + mlp_layer: Type[nn.Module] = Mlp, + ignore_head: bool = False, + add_patch2x2: bool = False, + ) -> None: + """ + Args: + img_size: Input image size. + patch_size: Patch size. + in_chans: Number of image input channels. + num_classes: Mumber of classes for classification head. + global_pool: Type of global pooling for final sequence (default: 'token'). + embed_dim: Transformer embedding dimension. + depth: Depth of transformer. + num_heads: Number of attention heads. + mlp_ratio: Ratio of mlp hidden dim to embedding dim. + qkv_bias: Enable bias for qkv projections if True. + init_values: Layer-scale init values (layer-scale enabled if not None). + class_token: Use class token. + no_embed_class: Don't include position embeddings for class (or reg) tokens. + reg_tokens: Number of register tokens. + fc_norm: Pre head norm after pool (instead of before), if None, enabled when global_pool == 'avg'. + drop_rate: Head dropout rate. + pos_drop_rate: Position embedding dropout rate. + attn_drop_rate: Attention dropout rate. + drop_path_rate: Stochastic depth rate. + weight_init: Weight initialization scheme. + embed_layer: Patch embedding layer. + norm_layer: Normalization layer. + act_layer: MLP activation layer. + block_fn: Transformer block layer. + """ + super().__init__() + assert global_pool in ("", "avg", "token", "map") + assert class_token or global_pool != "token" + use_fc_norm = global_pool == "avg" if fc_norm is None else fc_norm + # norm_layer = get_norm_layer(norm_layer) or partial(nn.LayerNorm, eps=1e-6) + # act_layer = get_act_layer(act_layer) or nn.GELU + norm_layer = partial(nn.LayerNorm, eps=1e-6) + act_layer = nn.GELU + + self.num_classes = num_classes + self.global_pool = global_pool + self.num_features = self.embed_dim = ( + embed_dim # num_features for consistency with other models + ) + self.num_prefix_tokens = 1 if class_token else 0 + self.num_prefix_tokens += reg_tokens + self.num_reg_tokens = reg_tokens + self.has_class_token = class_token + self.no_embed_class = ( + no_embed_class # don't embed prefix positions (includes reg) + ) + self.dynamic_img_size = dynamic_img_size + self.grad_checkpointing = False + self.ignore_head = ignore_head + + embed_args = {} + if dynamic_img_size: + # flatten deferred until after pos embed + embed_args.update(dict(strict_img_size=False, output_fmt="NHWC")) + self.patch_embed = embed_layer( + img_size=img_size, + patch_size=patch_size, + in_chans=in_chans, + embed_dim=embed_dim, + bias=not pre_norm, # disable bias if pre-norm is used (e.g. CLIP) + dynamic_img_pad=dynamic_img_pad, + strict_img_size=strict_img_size, + **embed_args, + ) + num_patches = self.patch_embed.num_patches + + self.cls_token = ( + nn.Parameter(torch.zeros(1, 1, embed_dim)) if class_token else None + ) + self.reg_token = ( + nn.Parameter(torch.zeros(1, reg_tokens, embed_dim)) if reg_tokens else None + ) + embed_len = ( + num_patches if no_embed_class else num_patches + self.num_prefix_tokens + ) + self.pos_embed = nn.Parameter(torch.randn(1, embed_len, embed_dim) * 0.02) + + + # deepspeed.zero.register_external_parameter(self, self.pos_embed) + # deepspeed.zero.register_external_parameter(self, self.patch_embed.proj.weight) + # deepspeed.zero.register_external_parameter(self, self.patch_embed.proj.bias) + # print(self.patch_embed.state_dict().keys()) + + + self.pos_drop = nn.Dropout(p=pos_drop_rate) + if patch_drop_rate > 0: + self.patch_drop = PatchDropout( + patch_drop_rate, + num_prefix_tokens=self.num_prefix_tokens, + ) + else: + self.patch_drop = nn.Identity() + self.norm_pre = norm_layer(embed_dim) if pre_norm else nn.Identity() + + dpr = [ + x.item() for x in torch.linspace(0, drop_path_rate, depth) + ] # stochastic depth decay rule + self.blocks = nn.Sequential( + *[ + block_fn( + dim=embed_dim, + num_heads=num_heads, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + qk_norm=qk_norm, + init_values=init_values, + proj_drop=proj_drop_rate, + attn_drop=attn_drop_rate, + drop_path=dpr[i], + norm_layer=norm_layer, + act_layer=act_layer, + mlp_layer=mlp_layer, + ) + for i in range(depth) + ] + ) + + + if add_patch2x2: + if add_patch2x2 == 'v2': + self.downsample = nn.Sequential( + nn.Conv2d(embed_dim, embed_dim*2, kernel_size=2, stride=2), + nn.GELU(), + nn.Conv2d(embed_dim*2, embed_dim*4, 1) + ) + else: + mid_dim = embed_dim * 2 + self.downsample = nn.Sequential( + nn.Conv2d(embed_dim, mid_dim, kernel_size=2, stride=2), + nn.GELU(), + nn.Conv2d(mid_dim, mid_dim, 1) + ) + + else: + self.downsample = None + + + # self.norm = norm_layer(embed_dim) if not use_fc_norm else nn.Identity() + + # # Classifier Head + # if global_pool == "map": + # AttentionPoolLatent.init_weights = init_weights + # self.attn_pool = AttentionPoolLatent( + # self.embed_dim, + # num_heads=num_heads, + # mlp_ratio=mlp_ratio, + # norm_layer=norm_layer, + # ) + # else: + # self.attn_pool = None + # self.fc_norm = norm_layer(embed_dim) if use_fc_norm else nn.Identity() + # self.head_drop = nn.Dropout(drop_rate) + # self.head = ( + # nn.Linear(self.embed_dim, num_classes) if num_classes > 0 else nn.Identity() + # ) + + # if weight_init != "skip": + # self.init_weights(weight_init) + + def init_weights(self, mode: Literal["jax", "jax_nlhb", "moco", ""] = "") -> None: + assert mode in ("jax", "jax_nlhb", "moco", "") + # head_bias = -math.log(self.num_classes) if "nlhb" in mode else 0.0 + trunc_normal_(self.pos_embed, std=0.02) + if self.cls_token is not None: + nn.init.normal_(self.cls_token, std=1e-6) + named_apply(init_weights_vit_timm, self) + + @torch.jit.ignore + def no_weight_decay(self) -> Set: + return {"pos_embed", "cls_token", "dist_token"} + + @torch.jit.ignore + def group_matcher(self, coarse: bool = False) -> Dict: + return dict( + stem=r"^cls_token|pos_embed|patch_embed", # stem and embed + blocks=[(r"^blocks\.(\d+)", None), (r"^norm", (99999,))], + ) + + @torch.jit.ignore + def set_grad_checkpointing(self, enable: bool = True) -> None: + self.grad_checkpointing = enable + + @torch.jit.ignore + def get_classifier(self) -> nn.Module: + return self.head + + def reset_classifier(self, num_classes: int, global_pool=None) -> None: + self.num_classes = num_classes + if global_pool is not None: + assert global_pool in ("", "avg", "token", "map") + if global_pool == "map" and self.attn_pool is None: + assert ( + False + ), "Cannot currently add attention pooling in reset_classifier()." + elif global_pool != "map " and self.attn_pool is not None: + self.attn_pool = None # remove attention pooling + self.global_pool = global_pool + self.head = ( + nn.Linear(self.embed_dim, num_classes) if num_classes > 0 else nn.Identity() + ) + + def rescale_positional_embedding(self, out_size): + h, w = out_size + pos_embed_shape = int((self.pos_embed.shape[1]) ** 0.5) + if (h, w) == (pos_embed_shape, pos_embed_shape): + return self.pos_embed + rescaled_positional_embedding = \ + self.pos_embed.new_zeros(1, h*w, self.pos_embed.shape[2]) + pe_2d = self.pos_embed[0].T.contiguous().view(1, -1, pos_embed_shape, pos_embed_shape) + pe_2d = F.interpolate(pe_2d, out_size, mode='bilinear', align_corners=False).view(-1, h*w) + rescaled_positional_embedding[0] = pe_2d.T.contiguous() + return rescaled_positional_embedding + + def _pos_embed(self, x: torch.Tensor) -> torch.Tensor: + if self.dynamic_img_size: + B, H, W, C = x.shape + pos_embed = resample_abs_pos_embed( + self.pos_embed, + (H, W), + num_prefix_tokens=0 if self.no_embed_class else self.num_prefix_tokens, + ) + x = x.view(B, -1, C) + else: + pos_embed = self.pos_embed + + to_cat = [] + if self.cls_token is not None: + to_cat.append(self.cls_token.expand(x.shape[0], -1, -1)) + if self.reg_token is not None: + to_cat.append(self.reg_token.expand(x.shape[0], -1, -1)) + + if self.no_embed_class: + # deit-3, updated JAX (big vision) + # position embedding does not overlap with class token, add then concat + x = x + pos_embed + if to_cat: + x = torch.cat(to_cat + [x], dim=1) + else: + # original timm, JAX, and deit vit impl + # pos_embed has entry for class token, concat then add + if to_cat: + x = torch.cat(to_cat + [x], dim=1) + x = x + pos_embed + + return self.pos_drop(x) + + def _intermediate_layers( + self, + x: torch.Tensor, + n: Union[int, Sequence] = 1, + ) -> List[torch.Tensor]: + outputs, num_blocks = [], len(self.blocks) + take_indices = set( + range(num_blocks - n, num_blocks) if isinstance(n, int) else n + ) + + # forward pass + x = self.patch_embed(x) + x = self._pos_embed(x) + x = self.patch_drop(x) + x = self.norm_pre(x) + for i, blk in enumerate(self.blocks): + x = blk(x) + if i in take_indices: + outputs.append(x) + + return outputs + + def get_intermediate_layers( + self, + x: torch.Tensor, + n: Union[int, Sequence] = 1, + reshape: bool = False, + return_prefix_tokens: bool = False, + norm: bool = False, + ) -> Tuple[Union[torch.Tensor, Tuple[torch.Tensor]]]: + """Intermediate layer accessor (NOTE: This is a WIP experiment). + Inspired by DINO / DINOv2 interface + """ + # take last n blocks if n is an int, if in is a sequence, select by matching indices + outputs = self._intermediate_layers(x, n) + if norm: + outputs = [self.norm(out) for out in outputs] + prefix_tokens = [out[:, 0 : self.num_prefix_tokens] for out in outputs] + outputs = [out[:, self.num_prefix_tokens :] for out in outputs] + + if reshape: + grid_size = self.patch_embed.grid_size + outputs = [ + out.reshape(x.shape[0], grid_size[0], grid_size[1], -1) + .permute(0, 3, 1, 2) + .contiguous() + for out in outputs + ] + + if return_prefix_tokens: + return tuple(zip(outputs, prefix_tokens)) + return tuple(outputs) + + def forward_features_list(self, x_list): + x_all = [] + image_sizes = [] + for x in x_list: + bs, _, h, w = x.shape + + # fix patch size=14 in datasets + pad_h = (self.patch_embed.patch_size[0] - h % self.patch_embed.patch_size[0]) % self.patch_embed.patch_size[0] + pad_w = (self.patch_embed.patch_size[1] - w % self.patch_embed.patch_size[1]) % self.patch_embed.patch_size[1] + x = F.pad(x, (0, pad_w, 0, pad_h)) + + bs, _, h, w = x.shape + + h = h // self.patch_embed.patch_size[0] + w = w // self.patch_embed.patch_size[1] + + x = self.patch_embed(x) + # x = self._pos_embed(x) + x = x + self.rescale_positional_embedding(out_size=(h, w)) + x = self.patch_drop(x) + x = self.norm_pre(x) + x_all.append(x) + image_sizes.append((h, w)) + + slen = [xi.size(1) for xi in x_all] + x = torch.cat(x_all, dim=1) + + cu_indices = [0, ] + for i in slen: + cu_indices.append(cu_indices[-1] + i) + + cu_slens = torch.tensor(cu_indices, dtype=torch.int32).to(x.device) + for idx, blk in enumerate(self.blocks): + if self.grad_checkpointing and not torch.jit.is_scripting(): + x = checkpoint(blk, x, cu_slens, use_reentrant=True) + else: + x = blk(x, cu_slens=cu_slens) + feats = x.split(slen, dim=1) #[(1, slen, c)] + + if self.downsample is not None: + new_feats = [] + new_sizes = [] + for f, s in zip(feats, image_sizes): + h, w = s + b, n, c = f.size() + f = f.reshape(b, h, w, c).permute(0, 3, 1, 2) + f = self.downsample(f) + b, c, h, w = f.size() + f = f.permute(0, 2, 3, 1).reshape(b, h*w, c) + new_feats.append(f) + new_sizes.append((h, w)) + return new_feats, new_sizes + + + return feats, image_sizes + + def forward_features(self, x: torch.Tensor) -> torch.Tensor: + bs, _, h, w = x.shape + h = h // self.patch_embed.patch_size[0] + w = w // self.patch_embed.patch_size[1] + + x = self.patch_embed(x) + # x = self._pos_embed(x) + x = x + self.rescale_positional_embedding(out_size=(h, w)) + x = self.patch_drop(x) + x = self.norm_pre(x) + if self.grad_checkpointing and not torch.jit.is_scripting(): + x = checkpoint_seq(self.blocks, x) + else: + x = self.blocks(x) + + if self.downsample is not None: + b, n, c = x.size() + x = x.reshape(b, h, w, c).permute(0, 3, 1, 2) + x = self.downsample(x) + b, c, h, w = x.size() + x = x.permute(0, 2, 3, 1).reshape(b, h*w, c) + new_feats = x + new_sizes = (h, w) + return new_feats, new_sizes + + return x, (h, w) + + def forward_head(self, x: torch.Tensor, pre_logits: bool = False) -> torch.Tensor: + x = self.norm(x) + if self.attn_pool is not None: + x = self.attn_pool(x) + elif self.global_pool == "avg": + x = x[:, self.num_prefix_tokens :].mean(dim=1) + elif self.global_pool: + x = x[:, 0] # class token + x = self.fc_norm(x) + x = self.head_drop(x) + return x if pre_logits else self.head(x) + + def forward(self, x, cal_attn_pool=False): + if type(x) is list: + x, image_sizes = self.forward_features_list(x) + return x, image_sizes, None + else: + x, image_sizes = self.forward_features(x) + return x, image_sizes, None + +@dataclass +class SigLIPVisionCfg: + width: int = 1152 + layers: Union[Tuple[int, int, int, int], int] = 27 + heads: int = 16 + patch_size: int = 14 + image_size: Union[Tuple[int, int], int] = 336 + global_pool: str = "map" + mlp_ratio: float = 3.7362 + class_token: bool = False + num_classes: int = 0 + use_checkpoint: bool = False + + +SigLIP_MODEL_CONFIG = { + "siglip_so400m_patch14_384": { + "image_size": 384, + "patch_size": 14, + "width": 1152, + "layers": 27, + "heads": 16, + "mlp_ratio": 3.7362, + "global_pool": "map", + "use_checkpoint": False, + }, + "siglip_so400m_patch16_384": { + "image_size": 384, + "patch_size": 16, + "width": 1152, + "layers": 27, + "heads": 16, + "mlp_ratio": 3.7362, + "global_pool": "map", + "use_checkpoint": False, + }, + "siglip_so400m_patch14_224": { + "image_size": 224, + "patch_size": 14, + "width": 1152, + "layers": 27, + "heads": 16, + "mlp_ratio": 3.7362, + "global_pool": "map", + "use_checkpoint": False, + }, + "siglip_large_patch16_384": { + "image_size": 384, + "patch_size": 16, + "width": 1024, + "layers": 24, + "heads": 16, + "mlp_ratio": 4, + "global_pool": "map", + "use_checkpoint": False, + }, +} + + +def resize_evaclip_pos_embed(model: VisionTransformer, interpolation: str = 'bicubic'): + # interpolate position embedding + orig_size = 24 + new_size = 128 + pos_tokens = model.pos_embed + pos_tokens = pos_tokens.reshape(-1, orig_size, orig_size, model.embed_dim).permute(0, 3, 1, 2) + pos_tokens = torch.nn.functional.interpolate( + pos_tokens, size=(new_size, new_size), mode=interpolation, align_corners=False) + pos_tokens = pos_tokens.permute(0, 2, 3, 1).flatten(1, 2) + model.pos_embed = nn.Parameter(pos_tokens, requires_grad=True) + return model + +def create_siglip_vit( + model_name: str = "siglip_so400m_patch14_384", + image_size: int = 384, + select_layer: int = -1, + path: str = "", + gradient_checkpointing: bool = False, + **kwargs, +): + assert ( + model_name in SigLIP_MODEL_CONFIG.keys() + ), f"model name should be in {SigLIP_MODEL_CONFIG.keys()}" + + vision_cfg = SigLIPVisionCfg(**SigLIP_MODEL_CONFIG[model_name]) + + if select_layer <= 0: + layers = min(vision_cfg.layers, vision_cfg.layers + select_layer + 1) + else: + layers = min(vision_cfg.layers, select_layer) + + + + if 'patch2x2' or 'patch4x4' in path: + add_patch2x2 = True + else: + add_patch2x2 = False + + if 'patch4x4pool' in path or 'patch2x2from4x4' in path: + add_patch2x2 = 'v2' + + if FORCE_NO_DOWNSAMPLE: + add_patch2x2 = False + + model = VisionTransformer( + img_size=2048, + patch_size=16, + embed_dim=vision_cfg.width, + depth=layers, + num_heads=vision_cfg.heads, + mlp_ratio=vision_cfg.mlp_ratio, + class_token=vision_cfg.class_token, + global_pool=vision_cfg.global_pool, + dynamic_img_pad=False, + strict_img_size=False, + ignore_head=kwargs.get("ignore_head", False), + weight_init=kwargs.get("weight_init", "skip"), + num_classes=0, + add_patch2x2=add_patch2x2 + ) + + print("#### Skip loading vision backbone") + + if gradient_checkpointing: + model.set_grad_checkpointing(True) + return model + +from transformers import CLIPImageProcessor +import torch.distributed as dist + +class SigLIPViTAnysizeWrapper(nn.Module): + def __init__(self, vision_tower, path, args, delay_load=False): + super().__init__() + + self.is_loaded = False + + self.vision_tower_name = vision_tower + self.args = args + self.path = path + + self.select_layer = -1 + if self.select_layer < -1: self.select_layer += 1 + self.select_feature = getattr(args, 'mm_vision_select_feature', 'patch') + + self.output_dim = 1152 + + if not delay_load or LOAD_VISION_EARLY: + self.load_model() + elif getattr(args, "unfreeze_mm_vision_tower", False): + # TODO: better detector is needed. + print(f"The checkpoint seems to contain `vision_tower` weights: `unfreeze_mm_vision_tower`: True.") + self.load_model() + + def load_model(self, device_map=None): + if self.is_loaded: + print('{} is already loaded, `load_model` called again, skipping.'.format(self.vision_tower_name)) + return + + self.image_processor = CLIPImageProcessor.from_pretrained("openai/clip-vit-large-patch14") + if self.args.mm_projector_type == "conv_mlp" or self.args.mm_projector_type == "multipath_conv_mlp" or self.args.mm_projector_type == "multipath_conv_mlp_woconv": + self.image_processor.crop_size['height'] = 384 + self.image_processor.crop_size['width'] = 384 + self.image_processor.size['shortest_edge'] = 384 + print("Resizeing clip processor to 384...") + self.image_processor.image_mean = [0.5, 0.5, 0.5] + self.image_processor.image_std = [0.5, 0.5, 0.5] + print("Loading vision model...") + + self.vision_tower = create_siglip_vit(path=self.path, model_name='siglip_so400m_patch16_384', + gradient_checkpointing=False) + for p in self.vision_tower.parameters(): + p.requires_grad = False + self.vision_tower.eval() + self.is_loaded = True + + def train(self, mode = True): + self.training = mode + + if self.is_loaded: + self.vision_tower.eval() + + def split_images(self, images, split_res=512, base_size=32): + split_images = [] + sub_images_info = [] + for image in images: + now_sub_images = [] + _, c, h, w = image.shape + if h * w <= split_res * split_res: + split_images.append(image) + sub_images_info.append( + ( + 1, 1, 1, h // base_size, w // base_size, [(0, h // base_size, 0, w // base_size)] + ) + ) + continue + nsplit_h = math.ceil(h / split_res) + nsplit_w = math.ceil(w / split_res) + sub_h = int(h / nsplit_h / base_size) * base_size + sub_w = int(w / nsplit_w / base_size) * base_size + crop_infos = [] + for i in range(nsplit_h): + for j in range(nsplit_w): + begin_h = i * sub_h + begin_w = j * sub_w + + if i == nsplit_h - 1: + end_h = h + else: + end_h = (i + 1) * sub_h + + if j == nsplit_w - 1: + end_w = w + else: + end_w = (j + 1) * sub_w + + assert (end_h - begin_h) % base_size == 0 and (end_w - begin_w) % base_size == 0 + + sub_image = image[:, :, begin_h:end_h, begin_w:end_w] + now_sub_images.append(sub_image) + crop_infos.append( + (begin_h // base_size, end_h // base_size, begin_w // base_size, end_w // base_size) + ) + + split_images += now_sub_images + sub_images_info.append( + ( + len(now_sub_images), nsplit_h, nsplit_w, h // base_size, w // base_size, crop_infos + ) + ) + + return split_images, sub_images_info + + + def unsplit_images(self, features, sizes, sub_images_info): + new_features = [] + for feature, size in zip(features, sizes): + h, w = size + new_features.append( + feature.reshape(1, h, w, -1) + ) + + fused_images = [] + images_sizes = [] + sub_count = 0 + for n_split, nsplit_h, nsplit_w, total_h, total_w, crop_infos in sub_images_info: + sub_features = new_features[sub_count:sub_count+n_split] + sub_count += n_split + + total_feature = new_features[0].new_zeros(1, total_h, total_w, self.hidden_size) + for feature, (begin_h, end_h, begin_w, end_w) in zip(sub_features, crop_infos): + total_feature[:, begin_h:end_h, begin_w:end_w] += feature + + fused_images.append(total_feature.reshape(1, total_h * total_w, self.hidden_size)) + images_sizes.append((total_h, total_w)) + + return fused_images, images_sizes + + + + def forward_func(self, images, force_fix_size=False, cal_attn_pool=False): + if type(images) is list: + xs = [x.to(self.dtype) for x in images] + image_features, img_size, cls_token = self.vision_tower(xs, cal_attn_pool=cal_attn_pool) + image_features = [x.to(images[0].dtype) for x in image_features] + + else: + image_forward_outs, img_size, cls_token = self.vision_tower(images.to(self.dtype), cal_attn_pool=cal_attn_pool) + image_features = image_forward_outs.to(images.dtype) + + return image_features, img_size, cls_token + + def forward(self, images, cal_attn_pool=False): + with torch.no_grad(): + image_features, img_size, cls_token = self.forward_func(images, cal_attn_pool=cal_attn_pool) + return image_features, img_size + + + @property + def dummy_feature(self): + return torch.zeros(1, 1152, device=self.device, dtype=self.dtype) + + @property + def dtype(self): + return self.vision_tower.pos_embed.dtype + + @property + def device(self): + return self.vision_tower.pos_embed.device + + @property + def hidden_size(self): + return self.output_dim + + @property + def config(self): + return type('LLaVAConfigWrapper', (), { + # 'image_size': 224, + 'patch_size': 16, + })() diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_projector/builder.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_projector/builder.py new file mode 100644 index 0000000000000000000000000000000000000000..0af7b574d02799739c9cefff63fd9aeeac64275b --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/multimodal_projector/builder.py @@ -0,0 +1,182 @@ +import torch +import torch.nn as nn +import re + +import math + +from .pooler_projector import NormalizedDwPooler +import os +import math + + +if 'REGIONAL_POOL' in os.environ: + REGIONAL_POOL = os.environ['REGIONAL_POOL'] +else: + REGIONAL_POOL = '2x' +print(f"REGIONAL_POOL is set as {REGIONAL_POOL}") + +class IdentityMap(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, x, *args, **kwargs): + return x + + @property + def config(self): + return {"mm_projector_type": 'identity'} + + +class SimpleResBlock(nn.Module): + def __init__(self, channels): + super().__init__() + self.pre_norm = nn.LayerNorm(channels) + + self.proj = nn.Sequential( + nn.Linear(channels, channels), + nn.GELU(), + nn.Linear(channels, channels) + ) + def forward(self, x): + x = self.pre_norm(x) + return x + self.proj(x) + +class OlaMLP(nn.Module): + def __init__(self, in_channels, out_channels, twoview=False): + super().__init__() + + self.proj1 = nn.Linear(in_channels, out_channels) + self.proj2 = nn.Linear(out_channels, out_channels) + self.act = nn.GELU() + self.pooler = NormalizedDwPooler(out_channels) + + embed_std = 1 / math.sqrt(out_channels) + self.image_newline = nn.Parameter( + torch.randn(out_channels) * embed_std + ) + self.image_begin = nn.Parameter( + torch.randn(out_channels) * embed_std + ) + self.image_end = nn.Parameter( + torch.randn(out_channels) * embed_std + ) + + if twoview: + self.image_sep = nn.Parameter( + torch.randn(out_channels) * embed_std + ) + + def forward(self, x, size=(16,16), x2=None, size2=(16, 16), modalities='image'): + + if modalities in ['image', 'text']: + h, w = size + dtype = x.dtype + x = x.reshape(x.shape[0], h, w, -1) + x = self.proj1(x) + x = self.pooler(x, forward_type=REGIONAL_POOL) + x = self.act(x) + x = self.proj2(x) + + + b, h, w, c = x.shape + x = torch.cat([ + x, + self.image_newline.reshape(1, 1, 1, c).expand(b, h, 1, c).to(dtype) + ], dim=2) + x = x.reshape(b, -1, c) + + if x2 is not None: + h2, w2 = size2 + x2 = x2.reshape(x2.shape[0], h2, w2, -1) + x2 = self.proj1(x2) + x2 = self.pooler(x2, forward_type=REGIONAL_POOL) + x2 = self.act(x2) + x2 = self.proj2(x2) + + b2, h2, w2, c2 = x2.shape + x2 = torch.cat([ + x2, + self.image_newline.reshape(1, 1, 1, c).expand(b, h2, 1, c).to(dtype) + ], dim=2) + x2 = x2.reshape(b, -1, c) + sep = self.image_sep.reshape(1, 1, -1).expand(b, 1, c2).to(dtype) + if os.environ.get('USE_HIGHRES_ONLY', '0') == '1': + x = x2 + else: + x = torch.cat([x, sep, x2], dim=1) + + begin = self.image_begin.reshape(1, 1, -1).expand(b, 1, c).to(dtype) + end = self.image_end.reshape(1, 1, -1).expand(b, 1, c).to(dtype) + x = torch.cat([begin, x, end], dim=1) + return x + elif modalities in ['video']: + # x2 is the true feature, ignore x + h, w = size + dtype = x.dtype + x = x.reshape(x.shape[0], h, w, -1) + x1 = self.proj1(x) + x1 = self.pooler(x1, forward_type=REGIONAL_POOL) + x1 = self.proj2(x1).mean() * 0.0 + + h2, w2 = size2 + x2 = x2.reshape(x2.shape[0], h2, w2, -1) + x2 = self.proj1(x2) + x2 = self.pooler(x2, forward_type=REGIONAL_POOL) + x2 = self.act(x2) + x2 = self.proj2(x2) + + b2, h2, w2, c = x2.shape + x2 = torch.cat([ + x2, + self.image_newline.reshape(1, 1, 1, c).expand(b2, h2, 1, c).to(dtype) + ], dim=2) + + x2 = x2.reshape(b2, -1, c) + + sep = self.image_sep.reshape(1, 1, -1).expand(b2, 1, c).to(dtype) + x2 = torch.cat([x2, sep], dim=1) + + x2 = x2.flatten(0, 1) + + begin = self.image_begin.reshape(1, -1).expand(1, c).to(dtype) + end = self.image_end.reshape(1, -1).expand(1, c).to(dtype) + x2 = torch.cat([begin, x2, end], dim=0) + x2 = x2.unsqueeze(0) + return x2 + else: + raise ValueError(f'Unknown modalities: {modalities}') + +def build_vision_projector(config, delay_load=False, **kwargs): + projector_type = getattr(config, 'mm_projector_type', 'linear') + + if projector_type == 'linear': + return nn.Linear(config.mm_hidden_size, config.hidden_size) + + elif projector_type == 'ola_mlp': + return OlaMLP(config.mm_hidden_size, config.hidden_size, twoview=True) + + mlp_gelu_match = re.match(r'^mlp(\d+)x_gelu$', projector_type) + if mlp_gelu_match: + mlp_depth = int(mlp_gelu_match.group(1)) + modules = [nn.Linear(config.mm_hidden_size, config.hidden_size)] + for _ in range(1, mlp_depth): + modules.append(nn.GELU()) + modules.append(nn.Linear(config.hidden_size, config.hidden_size)) + return nn.Sequential(*modules) + + mlp_gelu_resnet_match = re.match(r'^mlp(\d+)x_res(\d+)x_gelu$', projector_type) + if mlp_gelu_resnet_match: + mlp_depth = int(mlp_gelu_resnet_match.group(1)) + res_depth = int(mlp_gelu_resnet_match.group(2)) + modules = [nn.Linear(config.mm_hidden_size, config.hidden_size)] + for _ in range(1, mlp_depth): + modules.append(nn.GELU()) + modules.append(nn.Linear(config.hidden_size, config.hidden_size)) + for _ in range(res_depth): + modules.append(SimpleResBlock(config.hidden_size)) + return nn.Sequential(*modules) + + if projector_type == 'identity': + return IdentityMap() + + raise ValueError(f'Unknown projector type: {projector_type}') diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/Tokenizers.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/Tokenizers.py new file mode 100644 index 0000000000000000000000000000000000000000..597c8902493b38689136b7153f114842c8fd66a3 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/Tokenizers.py @@ -0,0 +1,174 @@ +# -------------------------------------------------------- +# BEATs: Audio Pre-Training with Acoustic Tokenizers (https://arxiv.org/abs/2212.09058) +# Github source: https://github.com/microsoft/unilm/tree/master/beats +# Copyright (c) 2022 Microsoft +# Licensed under The MIT License [see LICENSE for details] +# Based on fairseq code bases +# https://github.com/pytorch/fairseq +# -------------------------------------------------------- + + +import torch +import torch.nn as nn +from torch.nn import LayerNorm +# import torchaudio.compliance.kaldi as ta_kaldi + +from .kaldi import fbank as kaldi_fbank + +from .backbone import ( + TransformerEncoder, +) +from .quantizer import ( + NormEMAVectorQuantizer, +) + +import logging +from typing import Optional + +logger = logging.getLogger(__name__) + + +class TokenizersConfig: + def __init__(self, cfg=None): + self.input_patch_size: int = -1 # path size of patch embedding + self.embed_dim: int = 512 # patch embedding dimension + self.conv_bias: bool = False # include bias in conv encoder + + self.encoder_layers: int = 12 # num encoder layers in the transformer + self.encoder_embed_dim: int = 768 # encoder embedding dimension + self.encoder_ffn_embed_dim: int = 3072 # encoder embedding dimension for FFN + self.encoder_attention_heads: int = 12 # num encoder attention heads + self.activation_fn: str = "gelu" # activation function to use + + self.layer_norm_first: bool = False # apply layernorm first in the transformer + self.deep_norm: bool = False # apply deep_norm first in the transformer + + # dropouts + self.dropout: float = 0.1 # dropout probability for the transformer + self.attention_dropout: float = 0.1 # dropout probability for attention weights + self.activation_dropout: float = 0.0 # dropout probability after activation in FFN + self.encoder_layerdrop: float = 0.0 # probability of dropping a tarnsformer layer + self.dropout_input: float = 0.0 # dropout to apply to the input (after feat extr) + + # positional embeddings + self.conv_pos: int = 128 # number of filters for convolutional positional embeddings + self.conv_pos_groups: int = 16 # number of groups for convolutional positional embedding + + # relative position embedding + self.relative_position_embedding: bool = False # apply relative position embedding + self.num_buckets: int = 320 # number of buckets for relative position embedding + self.max_distance: int = 1280 # maximum distance for relative position embedding + self.gru_rel_pos: bool = False # apply gated relative position embedding + + # quantizer + self.quant_n: int = 1024 # codebook number in quantizer + self.quant_dim: int = 256 # codebook dimension in quantizer + + if cfg is not None: + self.update(cfg) + + def update(self, cfg: dict): + self.__dict__.update(cfg) + + +class Tokenizers(nn.Module): + def __init__( + self, + cfg: TokenizersConfig, + ) -> None: + super().__init__() + logger.info(f"Tokenizers Config: {cfg.__dict__}") + + self.cfg = cfg + + self.embed = cfg.embed_dim + self.post_extract_proj = ( + nn.Linear(self.embed, cfg.encoder_embed_dim) + if self.embed != cfg.encoder_embed_dim + else None + ) + + self.input_patch_size = cfg.input_patch_size + self.patch_embedding = nn.Conv2d(1, self.embed, kernel_size=self.input_patch_size, stride=self.input_patch_size, + bias=cfg.conv_bias) + + self.dropout_input = nn.Dropout(cfg.dropout_input) + + assert not cfg.deep_norm or not cfg.layer_norm_first + self.encoder = TransformerEncoder(cfg) + self.layer_norm = LayerNorm(self.embed) + + self.quantize = NormEMAVectorQuantizer( + n_embed=cfg.quant_n, embedding_dim=cfg.quant_dim, beta=1.0, kmeans_init=True, decay=0.99, + ) + self.quant_n = cfg.quant_n + self.quantize_layer = nn.Sequential( + nn.Linear(cfg.encoder_embed_dim, cfg.encoder_embed_dim), + nn.Tanh(), + nn.Linear(cfg.encoder_embed_dim, cfg.quant_dim) # for quantize + ) + + def forward_padding_mask( + self, + features: torch.Tensor, + padding_mask: torch.Tensor, + ) -> torch.Tensor: + extra = padding_mask.size(1) % features.size(1) + if extra > 0: + padding_mask = padding_mask[:, :-extra] + padding_mask = padding_mask.view( + padding_mask.size(0), features.size(1), -1 + ) + padding_mask = padding_mask.all(-1) + return padding_mask + + def preprocess( + self, + source: torch.Tensor, + fbank_mean: float = 15.41663, + fbank_std: float = 6.55582, + ) -> torch.Tensor: + fbanks = [] + for waveform in source: + waveform = waveform.unsqueeze(0) * 2 ** 15 + fbank = kaldi_fbank(waveform, num_mel_bins=128, sample_frequency=16000, frame_length=25, frame_shift=10) + fbanks.append(fbank) + fbank = torch.stack(fbanks, dim=0) + fbank = (fbank - fbank_mean) / (2 * fbank_std) + return fbank + + def extract_labels( + self, + source: torch.Tensor, + padding_mask: Optional[torch.Tensor] = None, + fbank_mean: float = 15.41663, + fbank_std: float = 6.55582, + ): + fbank = self.preprocess(source, fbank_mean=fbank_mean, fbank_std=fbank_std) + + if padding_mask is not None: + padding_mask = self.forward_padding_mask(fbank, padding_mask) + + fbank = fbank.unsqueeze(1) + features = self.patch_embedding(fbank) + features = features.reshape(features.shape[0], features.shape[1], -1) + features = features.transpose(1, 2) + features = self.layer_norm(features) + + if padding_mask is not None: + padding_mask = self.forward_padding_mask(features, padding_mask) + + if self.post_extract_proj is not None: + features = self.post_extract_proj(features) + + x = self.dropout_input(features) + + x, layer_results = self.encoder( + x, + padding_mask=padding_mask, + ) + + quantize_input = self.quantize_layer(x) + quantize_feature, embed_loss, embed_ind = self.quantize(quantize_input) + + return embed_ind diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/kaldi.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/kaldi.py new file mode 100644 index 0000000000000000000000000000000000000000..f97fa85308e785af571bfdc912d6f12bb092e10e --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/kaldi.py @@ -0,0 +1,813 @@ +import math +from typing import Tuple + +import torch +# import torchaudio +from torch import Tensor + +__all__ = [ + "get_mel_banks", + "inverse_mel_scale", + "inverse_mel_scale_scalar", + "mel_scale", + "mel_scale_scalar", + "spectrogram", + "fbank", + "mfcc", + "vtln_warp_freq", + "vtln_warp_mel_freq", +] + +# numeric_limits::epsilon() 1.1920928955078125e-07 +EPSILON = torch.tensor(torch.finfo(torch.float).eps) +# 1 milliseconds = 0.001 seconds +MILLISECONDS_TO_SECONDS = 0.001 + +# window types +HAMMING = "hamming" +HANNING = "hanning" +POVEY = "povey" +RECTANGULAR = "rectangular" +BLACKMAN = "blackman" +WINDOWS = [HAMMING, HANNING, POVEY, RECTANGULAR, BLACKMAN] + + +def _get_epsilon(device, dtype): + return EPSILON.to(device=device, dtype=dtype) + + +def _next_power_of_2(x: int) -> int: + r"""Returns the smallest power of 2 that is greater than x""" + return 1 if x == 0 else 2 ** (x - 1).bit_length() + + +def _get_strided(waveform: Tensor, window_size: int, window_shift: int, snip_edges: bool) -> Tensor: + r"""Given a waveform (1D tensor of size ``num_samples``), it returns a 2D tensor (m, ``window_size``) + representing how the window is shifted along the waveform. Each row is a frame. + + Args: + waveform (Tensor): Tensor of size ``num_samples`` + window_size (int): Frame length + window_shift (int): Frame shift + snip_edges (bool): If True, end effects will be handled by outputting only frames that completely fit + in the file, and the number of frames depends on the frame_length. If False, the number of frames + depends only on the frame_shift, and we reflect the data at the ends. + + Returns: + Tensor: 2D tensor of size (m, ``window_size``) where each row is a frame + """ + assert waveform.dim() == 1 + num_samples = waveform.size(0) + strides = (window_shift * waveform.stride(0), waveform.stride(0)) + + if snip_edges: + if num_samples < window_size: + return torch.empty((0, 0), dtype=waveform.dtype, device=waveform.device) + else: + m = 1 + (num_samples - window_size) // window_shift + else: + reversed_waveform = torch.flip(waveform, [0]) + m = (num_samples + (window_shift // 2)) // window_shift + pad = window_size // 2 - window_shift // 2 + pad_right = reversed_waveform + if pad > 0: + # torch.nn.functional.pad returns [2,1,0,1,2] for 'reflect' + # but we want [2, 1, 0, 0, 1, 2] + pad_left = reversed_waveform[-pad:] + waveform = torch.cat((pad_left, waveform, pad_right), dim=0) + else: + # pad is negative so we want to trim the waveform at the front + waveform = torch.cat((waveform[-pad:], pad_right), dim=0) + + sizes = (m, window_size) + return waveform.as_strided(sizes, strides) + + +def _feature_window_function( + window_type: str, + window_size: int, + blackman_coeff: float, + device: torch.device, + dtype: int, +) -> Tensor: + r"""Returns a window function with the given type and size""" + if window_type == HANNING: + return torch.hann_window(window_size, periodic=False, device=device, dtype=dtype) + elif window_type == HAMMING: + return torch.hamming_window(window_size, periodic=False, alpha=0.54, beta=0.46, device=device, dtype=dtype) + elif window_type == POVEY: + # like hanning but goes to zero at edges + return torch.hann_window(window_size, periodic=False, device=device, dtype=dtype).pow(0.85) + elif window_type == RECTANGULAR: + return torch.ones(window_size, device=device, dtype=dtype) + elif window_type == BLACKMAN: + a = 2 * math.pi / (window_size - 1) + window_function = torch.arange(window_size, device=device, dtype=dtype) + # can't use torch.blackman_window as they use different coefficients + return ( + blackman_coeff + - 0.5 * torch.cos(a * window_function) + + (0.5 - blackman_coeff) * torch.cos(2 * a * window_function) + ).to(device=device, dtype=dtype) + else: + raise Exception("Invalid window type " + window_type) + + +def _get_log_energy(strided_input: Tensor, epsilon: Tensor, energy_floor: float) -> Tensor: + r"""Returns the log energy of size (m) for a strided_input (m,*)""" + device, dtype = strided_input.device, strided_input.dtype + log_energy = torch.max(strided_input.pow(2).sum(1), epsilon).log() # size (m) + if energy_floor == 0.0: + return log_energy + return torch.max(log_energy, torch.tensor(math.log(energy_floor), device=device, dtype=dtype)) + + +def _get_waveform_and_window_properties( + waveform: Tensor, + channel: int, + sample_frequency: float, + frame_shift: float, + frame_length: float, + round_to_power_of_two: bool, + preemphasis_coefficient: float, +) -> Tuple[Tensor, int, int, int]: + r"""Gets the waveform and window properties""" + channel = max(channel, 0) + assert channel < waveform.size(0), "Invalid channel {} for size {}".format(channel, waveform.size(0)) + waveform = waveform[channel, :] # size (n) + window_shift = int(sample_frequency * frame_shift * MILLISECONDS_TO_SECONDS) + window_size = int(sample_frequency * frame_length * MILLISECONDS_TO_SECONDS) + padded_window_size = _next_power_of_2(window_size) if round_to_power_of_two else window_size + + assert 2 <= window_size <= len(waveform), "choose a window size {} that is [2, {}]".format( + window_size, len(waveform) + ) + assert 0 < window_shift, "`window_shift` must be greater than 0" + assert padded_window_size % 2 == 0, ( + "the padded `window_size` must be divisible by two." " use `round_to_power_of_two` or change `frame_length`" + ) + assert 0.0 <= preemphasis_coefficient <= 1.0, "`preemphasis_coefficient` must be between [0,1]" + assert sample_frequency > 0, "`sample_frequency` must be greater than zero" + return waveform, window_shift, window_size, padded_window_size + + +def _get_window( + waveform: Tensor, + padded_window_size: int, + window_size: int, + window_shift: int, + window_type: str, + blackman_coeff: float, + snip_edges: bool, + raw_energy: bool, + energy_floor: float, + dither: float, + remove_dc_offset: bool, + preemphasis_coefficient: float, +) -> Tuple[Tensor, Tensor]: + r"""Gets a window and its log energy + + Returns: + (Tensor, Tensor): strided_input of size (m, ``padded_window_size``) and signal_log_energy of size (m) + """ + device, dtype = waveform.device, waveform.dtype + epsilon = _get_epsilon(device, dtype) + + # size (m, window_size) + strided_input = _get_strided(waveform, window_size, window_shift, snip_edges) + + if dither != 0.0: + rand_gauss = torch.randn(strided_input.shape, device=device, dtype=dtype) + strided_input = strided_input + rand_gauss * dither + + if remove_dc_offset: + # Subtract each row/frame by its mean + row_means = torch.mean(strided_input, dim=1).unsqueeze(1) # size (m, 1) + strided_input = strided_input - row_means + + if raw_energy: + # Compute the log energy of each row/frame before applying preemphasis and + # window function + signal_log_energy = _get_log_energy(strided_input, epsilon, energy_floor) # size (m) + + if preemphasis_coefficient != 0.0: + # strided_input[i,j] -= preemphasis_coefficient * strided_input[i, max(0, j-1)] for all i,j + offset_strided_input = torch.nn.functional.pad(strided_input.unsqueeze(0), (1, 0), mode="replicate").squeeze( + 0 + ) # size (m, window_size + 1) + strided_input = strided_input - preemphasis_coefficient * offset_strided_input[:, :-1] + + # Apply window_function to each row/frame + window_function = _feature_window_function(window_type, window_size, blackman_coeff, device, dtype).unsqueeze( + 0 + ) # size (1, window_size) + strided_input = strided_input * window_function # size (m, window_size) + + # Pad columns with zero until we reach size (m, padded_window_size) + if padded_window_size != window_size: + padding_right = padded_window_size - window_size + strided_input = torch.nn.functional.pad( + strided_input.unsqueeze(0), (0, padding_right), mode="constant", value=0 + ).squeeze(0) + + # Compute energy after window function (not the raw one) + if not raw_energy: + signal_log_energy = _get_log_energy(strided_input, epsilon, energy_floor) # size (m) + + return strided_input, signal_log_energy + + +def _subtract_column_mean(tensor: Tensor, subtract_mean: bool) -> Tensor: + # subtracts the column mean of the tensor size (m, n) if subtract_mean=True + # it returns size (m, n) + if subtract_mean: + col_means = torch.mean(tensor, dim=0).unsqueeze(0) + tensor = tensor - col_means + return tensor + + +def spectrogram( + waveform: Tensor, + blackman_coeff: float = 0.42, + channel: int = -1, + dither: float = 0.0, + energy_floor: float = 1.0, + frame_length: float = 25.0, + frame_shift: float = 10.0, + min_duration: float = 0.0, + preemphasis_coefficient: float = 0.97, + raw_energy: bool = True, + remove_dc_offset: bool = True, + round_to_power_of_two: bool = True, + sample_frequency: float = 16000.0, + snip_edges: bool = True, + subtract_mean: bool = False, + window_type: str = POVEY, +) -> Tensor: + r"""Create a spectrogram from a raw audio signal. This matches the input/output of Kaldi's + compute-spectrogram-feats. + + Args: + waveform (Tensor): Tensor of audio of size (c, n) where c is in the range [0,2) + blackman_coeff (float, optional): Constant coefficient for generalized Blackman window. (Default: ``0.42``) + channel (int, optional): Channel to extract (-1 -> expect mono, 0 -> left, 1 -> right) (Default: ``-1``) + dither (float, optional): Dithering constant (0.0 means no dither). If you turn this off, you should set + the energy_floor option, e.g. to 1.0 or 0.1 (Default: ``0.0``) + energy_floor (float, optional): Floor on energy (absolute, not relative) in Spectrogram computation. Caution: + this floor is applied to the zeroth component, representing the total signal energy. The floor on the + individual spectrogram elements is fixed at std::numeric_limits::epsilon(). (Default: ``1.0``) + frame_length (float, optional): Frame length in milliseconds (Default: ``25.0``) + frame_shift (float, optional): Frame shift in milliseconds (Default: ``10.0``) + min_duration (float, optional): Minimum duration of segments to process (in seconds). (Default: ``0.0``) + preemphasis_coefficient (float, optional): Coefficient for use in signal preemphasis (Default: ``0.97``) + raw_energy (bool, optional): If True, compute energy before preemphasis and windowing (Default: ``True``) + remove_dc_offset (bool, optional): Subtract mean from waveform on each frame (Default: ``True``) + round_to_power_of_two (bool, optional): If True, round window size to power of two by zero-padding input + to FFT. (Default: ``True``) + sample_frequency (float, optional): Waveform data sample frequency (must match the waveform file, if + specified there) (Default: ``16000.0``) + snip_edges (bool, optional): If True, end effects will be handled by outputting only frames that completely fit + in the file, and the number of frames depends on the frame_length. If False, the number of frames + depends only on the frame_shift, and we reflect the data at the ends. (Default: ``True``) + subtract_mean (bool, optional): Subtract mean of each feature file [CMS]; not recommended to do + it this way. (Default: ``False``) + window_type (str, optional): Type of window ('hamming'|'hanning'|'povey'|'rectangular'|'blackman') + (Default: ``'povey'``) + + Returns: + Tensor: A spectrogram identical to what Kaldi would output. The shape is + (m, ``padded_window_size // 2 + 1``) where m is calculated in _get_strided + """ + device, dtype = waveform.device, waveform.dtype + epsilon = _get_epsilon(device, dtype) + + waveform, window_shift, window_size, padded_window_size = _get_waveform_and_window_properties( + waveform, channel, sample_frequency, frame_shift, frame_length, round_to_power_of_two, preemphasis_coefficient + ) + + if len(waveform) < min_duration * sample_frequency: + # signal is too short + return torch.empty(0) + + strided_input, signal_log_energy = _get_window( + waveform, + padded_window_size, + window_size, + window_shift, + window_type, + blackman_coeff, + snip_edges, + raw_energy, + energy_floor, + dither, + remove_dc_offset, + preemphasis_coefficient, + ) + + # size (m, padded_window_size // 2 + 1, 2) + fft = torch.fft.rfft(strided_input) + + # Convert the FFT into a power spectrum + power_spectrum = torch.max(fft.abs().pow(2.0), epsilon).log() # size (m, padded_window_size // 2 + 1) + power_spectrum[:, 0] = signal_log_energy + + power_spectrum = _subtract_column_mean(power_spectrum, subtract_mean) + return power_spectrum + + +def inverse_mel_scale_scalar(mel_freq: float) -> float: + return 700.0 * (math.exp(mel_freq / 1127.0) - 1.0) + + +def inverse_mel_scale(mel_freq: Tensor) -> Tensor: + return 700.0 * ((mel_freq / 1127.0).exp() - 1.0) + + +def mel_scale_scalar(freq: float) -> float: + return 1127.0 * math.log(1.0 + freq / 700.0) + + +def mel_scale(freq: Tensor) -> Tensor: + return 1127.0 * (1.0 + freq / 700.0).log() + + +def vtln_warp_freq( + vtln_low_cutoff: float, + vtln_high_cutoff: float, + low_freq: float, + high_freq: float, + vtln_warp_factor: float, + freq: Tensor, +) -> Tensor: + r"""This computes a VTLN warping function that is not the same as HTK's one, + but has similar inputs (this function has the advantage of never producing + empty bins). + + This function computes a warp function F(freq), defined between low_freq + and high_freq inclusive, with the following properties: + F(low_freq) == low_freq + F(high_freq) == high_freq + The function is continuous and piecewise linear with two inflection + points. + The lower inflection point (measured in terms of the unwarped + frequency) is at frequency l, determined as described below. + The higher inflection point is at a frequency h, determined as + described below. + If l <= f <= h, then F(f) = f/vtln_warp_factor. + If the higher inflection point (measured in terms of the unwarped + frequency) is at h, then max(h, F(h)) == vtln_high_cutoff. + Since (by the last point) F(h) == h/vtln_warp_factor, then + max(h, h/vtln_warp_factor) == vtln_high_cutoff, so + h = vtln_high_cutoff / max(1, 1/vtln_warp_factor). + = vtln_high_cutoff * min(1, vtln_warp_factor). + If the lower inflection point (measured in terms of the unwarped + frequency) is at l, then min(l, F(l)) == vtln_low_cutoff + This implies that l = vtln_low_cutoff / min(1, 1/vtln_warp_factor) + = vtln_low_cutoff * max(1, vtln_warp_factor) + Args: + vtln_low_cutoff (float): Lower frequency cutoffs for VTLN + vtln_high_cutoff (float): Upper frequency cutoffs for VTLN + low_freq (float): Lower frequency cutoffs in mel computation + high_freq (float): Upper frequency cutoffs in mel computation + vtln_warp_factor (float): Vtln warp factor + freq (Tensor): given frequency in Hz + + Returns: + Tensor: Freq after vtln warp + """ + assert vtln_low_cutoff > low_freq, "be sure to set the vtln_low option higher than low_freq" + assert vtln_high_cutoff < high_freq, "be sure to set the vtln_high option lower than high_freq [or negative]" + l = vtln_low_cutoff * max(1.0, vtln_warp_factor) + h = vtln_high_cutoff * min(1.0, vtln_warp_factor) + scale = 1.0 / vtln_warp_factor + Fl = scale * l # F(l) + Fh = scale * h # F(h) + assert l > low_freq and h < high_freq + # slope of left part of the 3-piece linear function + scale_left = (Fl - low_freq) / (l - low_freq) + # [slope of center part is just "scale"] + + # slope of right part of the 3-piece linear function + scale_right = (high_freq - Fh) / (high_freq - h) + + res = torch.empty_like(freq) + + outside_low_high_freq = torch.lt(freq, low_freq) | torch.gt(freq, high_freq) # freq < low_freq || freq > high_freq + before_l = torch.lt(freq, l) # freq < l + before_h = torch.lt(freq, h) # freq < h + after_h = torch.ge(freq, h) # freq >= h + + # order of operations matter here (since there is overlapping frequency regions) + res[after_h] = high_freq + scale_right * (freq[after_h] - high_freq) + res[before_h] = scale * freq[before_h] + res[before_l] = low_freq + scale_left * (freq[before_l] - low_freq) + res[outside_low_high_freq] = freq[outside_low_high_freq] + + return res + + +def vtln_warp_mel_freq( + vtln_low_cutoff: float, + vtln_high_cutoff: float, + low_freq, + high_freq: float, + vtln_warp_factor: float, + mel_freq: Tensor, +) -> Tensor: + r""" + Args: + vtln_low_cutoff (float): Lower frequency cutoffs for VTLN + vtln_high_cutoff (float): Upper frequency cutoffs for VTLN + low_freq (float): Lower frequency cutoffs in mel computation + high_freq (float): Upper frequency cutoffs in mel computation + vtln_warp_factor (float): Vtln warp factor + mel_freq (Tensor): Given frequency in Mel + + Returns: + Tensor: ``mel_freq`` after vtln warp + """ + return mel_scale( + vtln_warp_freq( + vtln_low_cutoff, vtln_high_cutoff, low_freq, high_freq, vtln_warp_factor, inverse_mel_scale(mel_freq) + ) + ) + + +def get_mel_banks( + num_bins: int, + window_length_padded: int, + sample_freq: float, + low_freq: float, + high_freq: float, + vtln_low: float, + vtln_high: float, + vtln_warp_factor: float, +) -> Tuple[Tensor, Tensor]: + """ + Returns: + (Tensor, Tensor): The tuple consists of ``bins`` (which is + melbank of size (``num_bins``, ``num_fft_bins``)) and ``center_freqs`` (which is + center frequencies of bins of size (``num_bins``)). + """ + assert num_bins > 3, "Must have at least 3 mel bins" + assert window_length_padded % 2 == 0 + num_fft_bins = window_length_padded / 2 + nyquist = 0.5 * sample_freq + + if high_freq <= 0.0: + high_freq += nyquist + + assert ( + (0.0 <= low_freq < nyquist) and (0.0 < high_freq <= nyquist) and (low_freq < high_freq) + ), "Bad values in options: low-freq {} and high-freq {} vs. nyquist {}".format(low_freq, high_freq, nyquist) + + # fft-bin width [think of it as Nyquist-freq / half-window-length] + fft_bin_width = sample_freq / window_length_padded + mel_low_freq = mel_scale_scalar(low_freq) + mel_high_freq = mel_scale_scalar(high_freq) + + # divide by num_bins+1 in next line because of end-effects where the bins + # spread out to the sides. + mel_freq_delta = (mel_high_freq - mel_low_freq) / (num_bins + 1) + + if vtln_high < 0.0: + vtln_high += nyquist + + assert vtln_warp_factor == 1.0 or ( + (low_freq < vtln_low < high_freq) and (0.0 < vtln_high < high_freq) and (vtln_low < vtln_high) + ), "Bad values in options: vtln-low {} and vtln-high {}, versus " "low-freq {} and high-freq {}".format( + vtln_low, vtln_high, low_freq, high_freq + ) + + bin = torch.arange(num_bins).unsqueeze(1) + left_mel = mel_low_freq + bin * mel_freq_delta # size(num_bins, 1) + center_mel = mel_low_freq + (bin + 1.0) * mel_freq_delta # size(num_bins, 1) + right_mel = mel_low_freq + (bin + 2.0) * mel_freq_delta # size(num_bins, 1) + + if vtln_warp_factor != 1.0: + left_mel = vtln_warp_mel_freq(vtln_low, vtln_high, low_freq, high_freq, vtln_warp_factor, left_mel) + center_mel = vtln_warp_mel_freq(vtln_low, vtln_high, low_freq, high_freq, vtln_warp_factor, center_mel) + right_mel = vtln_warp_mel_freq(vtln_low, vtln_high, low_freq, high_freq, vtln_warp_factor, right_mel) + + center_freqs = inverse_mel_scale(center_mel) # size (num_bins) + # size(1, num_fft_bins) + mel = mel_scale(fft_bin_width * torch.arange(num_fft_bins)).unsqueeze(0) + + # size (num_bins, num_fft_bins) + up_slope = (mel - left_mel) / (center_mel - left_mel) + down_slope = (right_mel - mel) / (right_mel - center_mel) + + if vtln_warp_factor == 1.0: + # left_mel < center_mel < right_mel so we can min the two slopes and clamp negative values + bins = torch.max(torch.zeros(1), torch.min(up_slope, down_slope)) + else: + # warping can move the order of left_mel, center_mel, right_mel anywhere + bins = torch.zeros_like(up_slope) + up_idx = torch.gt(mel, left_mel) & torch.le(mel, center_mel) # left_mel < mel <= center_mel + down_idx = torch.gt(mel, center_mel) & torch.lt(mel, right_mel) # center_mel < mel < right_mel + bins[up_idx] = up_slope[up_idx] + bins[down_idx] = down_slope[down_idx] + + return bins, center_freqs + + +def fbank( + waveform: Tensor, + blackman_coeff: float = 0.42, + channel: int = -1, + dither: float = 0.0, + energy_floor: float = 1.0, + frame_length: float = 25.0, + frame_shift: float = 10.0, + high_freq: float = 0.0, + htk_compat: bool = False, + low_freq: float = 20.0, + min_duration: float = 0.0, + num_mel_bins: int = 23, + preemphasis_coefficient: float = 0.97, + raw_energy: bool = True, + remove_dc_offset: bool = True, + round_to_power_of_two: bool = True, + sample_frequency: float = 16000.0, + snip_edges: bool = True, + subtract_mean: bool = False, + use_energy: bool = False, + use_log_fbank: bool = True, + use_power: bool = True, + vtln_high: float = -500.0, + vtln_low: float = 100.0, + vtln_warp: float = 1.0, + window_type: str = POVEY, +) -> Tensor: + r"""Create a fbank from a raw audio signal. This matches the input/output of Kaldi's + compute-fbank-feats. + + Args: + waveform (Tensor): Tensor of audio of size (c, n) where c is in the range [0,2) + blackman_coeff (float, optional): Constant coefficient for generalized Blackman window. (Default: ``0.42``) + channel (int, optional): Channel to extract (-1 -> expect mono, 0 -> left, 1 -> right) (Default: ``-1``) + dither (float, optional): Dithering constant (0.0 means no dither). If you turn this off, you should set + the energy_floor option, e.g. to 1.0 or 0.1 (Default: ``0.0``) + energy_floor (float, optional): Floor on energy (absolute, not relative) in Spectrogram computation. Caution: + this floor is applied to the zeroth component, representing the total signal energy. The floor on the + individual spectrogram elements is fixed at std::numeric_limits::epsilon(). (Default: ``1.0``) + frame_length (float, optional): Frame length in milliseconds (Default: ``25.0``) + frame_shift (float, optional): Frame shift in milliseconds (Default: ``10.0``) + high_freq (float, optional): High cutoff frequency for mel bins (if <= 0, offset from Nyquist) + (Default: ``0.0``) + htk_compat (bool, optional): If true, put energy last. Warning: not sufficient to get HTK compatible features + (need to change other parameters). (Default: ``False``) + low_freq (float, optional): Low cutoff frequency for mel bins (Default: ``20.0``) + min_duration (float, optional): Minimum duration of segments to process (in seconds). (Default: ``0.0``) + num_mel_bins (int, optional): Number of triangular mel-frequency bins (Default: ``23``) + preemphasis_coefficient (float, optional): Coefficient for use in signal preemphasis (Default: ``0.97``) + raw_energy (bool, optional): If True, compute energy before preemphasis and windowing (Default: ``True``) + remove_dc_offset (bool, optional): Subtract mean from waveform on each frame (Default: ``True``) + round_to_power_of_two (bool, optional): If True, round window size to power of two by zero-padding input + to FFT. (Default: ``True``) + sample_frequency (float, optional): Waveform data sample frequency (must match the waveform file, if + specified there) (Default: ``16000.0``) + snip_edges (bool, optional): If True, end effects will be handled by outputting only frames that completely fit + in the file, and the number of frames depends on the frame_length. If False, the number of frames + depends only on the frame_shift, and we reflect the data at the ends. (Default: ``True``) + subtract_mean (bool, optional): Subtract mean of each feature file [CMS]; not recommended to do + it this way. (Default: ``False``) + use_energy (bool, optional): Add an extra dimension with energy to the FBANK output. (Default: ``False``) + use_log_fbank (bool, optional):If true, produce log-filterbank, else produce linear. (Default: ``True``) + use_power (bool, optional): If true, use power, else use magnitude. (Default: ``True``) + vtln_high (float, optional): High inflection point in piecewise linear VTLN warping function (if + negative, offset from high-mel-freq (Default: ``-500.0``) + vtln_low (float, optional): Low inflection point in piecewise linear VTLN warping function (Default: ``100.0``) + vtln_warp (float, optional): Vtln warp factor (only applicable if vtln_map not specified) (Default: ``1.0``) + window_type (str, optional): Type of window ('hamming'|'hanning'|'povey'|'rectangular'|'blackman') + (Default: ``'povey'``) + + Returns: + Tensor: A fbank identical to what Kaldi would output. The shape is (m, ``num_mel_bins + use_energy``) + where m is calculated in _get_strided + """ + device, dtype = waveform.device, waveform.dtype + + waveform, window_shift, window_size, padded_window_size = _get_waveform_and_window_properties( + waveform, channel, sample_frequency, frame_shift, frame_length, round_to_power_of_two, preemphasis_coefficient + ) + + if len(waveform) < min_duration * sample_frequency: + # signal is too short + return torch.empty(0, device=device, dtype=dtype) + + # strided_input, size (m, padded_window_size) and signal_log_energy, size (m) + strided_input, signal_log_energy = _get_window( + waveform, + padded_window_size, + window_size, + window_shift, + window_type, + blackman_coeff, + snip_edges, + raw_energy, + energy_floor, + dither, + remove_dc_offset, + preemphasis_coefficient, + ) + + # size (m, padded_window_size // 2 + 1) + spectrum = torch.fft.rfft(strided_input).abs() + if use_power: + spectrum = spectrum.pow(2.0) + + # size (num_mel_bins, padded_window_size // 2) + mel_energies, _ = get_mel_banks( + num_mel_bins, padded_window_size, sample_frequency, low_freq, high_freq, vtln_low, vtln_high, vtln_warp + ) + mel_energies = mel_energies.to(device=device, dtype=dtype) + + # pad right column with zeros and add dimension, size (num_mel_bins, padded_window_size // 2 + 1) + mel_energies = torch.nn.functional.pad(mel_energies, (0, 1), mode="constant", value=0) + + # sum with mel fiterbanks over the power spectrum, size (m, num_mel_bins) + mel_energies = torch.mm(spectrum, mel_energies.T) + if use_log_fbank: + # avoid log of zero (which should be prevented anyway by dithering) + mel_energies = torch.max(mel_energies, _get_epsilon(device, dtype)).log() + + # if use_energy then add it as the last column for htk_compat == true else first column + if use_energy: + signal_log_energy = signal_log_energy.unsqueeze(1) # size (m, 1) + # returns size (m, num_mel_bins + 1) + if htk_compat: + mel_energies = torch.cat((mel_energies, signal_log_energy), dim=1) + else: + mel_energies = torch.cat((signal_log_energy, mel_energies), dim=1) + + mel_energies = _subtract_column_mean(mel_energies, subtract_mean) + return mel_energies + + +def _get_dct_matrix(num_ceps: int, num_mel_bins: int) -> Tensor: + # returns a dct matrix of size (num_mel_bins, num_ceps) + # size (num_mel_bins, num_mel_bins) + dct_matrix = torchaudio.functional.create_dct(num_mel_bins, num_mel_bins, "ortho") + # kaldi expects the first cepstral to be weighted sum of factor sqrt(1/num_mel_bins) + # this would be the first column in the dct_matrix for torchaudio as it expects a + # right multiply (which would be the first column of the kaldi's dct_matrix as kaldi + # expects a left multiply e.g. dct_matrix * vector). + dct_matrix[:, 0] = math.sqrt(1 / float(num_mel_bins)) + dct_matrix = dct_matrix[:, :num_ceps] + return dct_matrix + + +def _get_lifter_coeffs(num_ceps: int, cepstral_lifter: float) -> Tensor: + # returns size (num_ceps) + # Compute liftering coefficients (scaling on cepstral coeffs) + # coeffs are numbered slightly differently from HTK: the zeroth index is C0, which is not affected. + i = torch.arange(num_ceps) + return 1.0 + 0.5 * cepstral_lifter * torch.sin(math.pi * i / cepstral_lifter) + + +def mfcc( + waveform: Tensor, + blackman_coeff: float = 0.42, + cepstral_lifter: float = 22.0, + channel: int = -1, + dither: float = 0.0, + energy_floor: float = 1.0, + frame_length: float = 25.0, + frame_shift: float = 10.0, + high_freq: float = 0.0, + htk_compat: bool = False, + low_freq: float = 20.0, + num_ceps: int = 13, + min_duration: float = 0.0, + num_mel_bins: int = 23, + preemphasis_coefficient: float = 0.97, + raw_energy: bool = True, + remove_dc_offset: bool = True, + round_to_power_of_two: bool = True, + sample_frequency: float = 16000.0, + snip_edges: bool = True, + subtract_mean: bool = False, + use_energy: bool = False, + vtln_high: float = -500.0, + vtln_low: float = 100.0, + vtln_warp: float = 1.0, + window_type: str = POVEY, +) -> Tensor: + r"""Create a mfcc from a raw audio signal. This matches the input/output of Kaldi's + compute-mfcc-feats. + + Args: + waveform (Tensor): Tensor of audio of size (c, n) where c is in the range [0,2) + blackman_coeff (float, optional): Constant coefficient for generalized Blackman window. (Default: ``0.42``) + cepstral_lifter (float, optional): Constant that controls scaling of MFCCs (Default: ``22.0``) + channel (int, optional): Channel to extract (-1 -> expect mono, 0 -> left, 1 -> right) (Default: ``-1``) + dither (float, optional): Dithering constant (0.0 means no dither). If you turn this off, you should set + the energy_floor option, e.g. to 1.0 or 0.1 (Default: ``0.0``) + energy_floor (float, optional): Floor on energy (absolute, not relative) in Spectrogram computation. Caution: + this floor is applied to the zeroth component, representing the total signal energy. The floor on the + individual spectrogram elements is fixed at std::numeric_limits::epsilon(). (Default: ``1.0``) + frame_length (float, optional): Frame length in milliseconds (Default: ``25.0``) + frame_shift (float, optional): Frame shift in milliseconds (Default: ``10.0``) + high_freq (float, optional): High cutoff frequency for mel bins (if <= 0, offset from Nyquist) + (Default: ``0.0``) + htk_compat (bool, optional): If true, put energy last. Warning: not sufficient to get HTK compatible + features (need to change other parameters). (Default: ``False``) + low_freq (float, optional): Low cutoff frequency for mel bins (Default: ``20.0``) + num_ceps (int, optional): Number of cepstra in MFCC computation (including C0) (Default: ``13``) + min_duration (float, optional): Minimum duration of segments to process (in seconds). (Default: ``0.0``) + num_mel_bins (int, optional): Number of triangular mel-frequency bins (Default: ``23``) + preemphasis_coefficient (float, optional): Coefficient for use in signal preemphasis (Default: ``0.97``) + raw_energy (bool, optional): If True, compute energy before preemphasis and windowing (Default: ``True``) + remove_dc_offset (bool, optional): Subtract mean from waveform on each frame (Default: ``True``) + round_to_power_of_two (bool, optional): If True, round window size to power of two by zero-padding input + to FFT. (Default: ``True``) + sample_frequency (float, optional): Waveform data sample frequency (must match the waveform file, if + specified there) (Default: ``16000.0``) + snip_edges (bool, optional): If True, end effects will be handled by outputting only frames that completely fit + in the file, and the number of frames depends on the frame_length. If False, the number of frames + depends only on the frame_shift, and we reflect the data at the ends. (Default: ``True``) + subtract_mean (bool, optional): Subtract mean of each feature file [CMS]; not recommended to do + it this way. (Default: ``False``) + use_energy (bool, optional): Add an extra dimension with energy to the FBANK output. (Default: ``False``) + vtln_high (float, optional): High inflection point in piecewise linear VTLN warping function (if + negative, offset from high-mel-freq (Default: ``-500.0``) + vtln_low (float, optional): Low inflection point in piecewise linear VTLN warping function (Default: ``100.0``) + vtln_warp (float, optional): Vtln warp factor (only applicable if vtln_map not specified) (Default: ``1.0``) + window_type (str, optional): Type of window ('hamming'|'hanning'|'povey'|'rectangular'|'blackman') + (Default: ``"povey"``) + + Returns: + Tensor: A mfcc identical to what Kaldi would output. The shape is (m, ``num_ceps``) + where m is calculated in _get_strided + """ + assert num_ceps <= num_mel_bins, "num_ceps cannot be larger than num_mel_bins: %d vs %d" % (num_ceps, num_mel_bins) + + device, dtype = waveform.device, waveform.dtype + + # The mel_energies should not be squared (use_power=True), not have mean subtracted + # (subtract_mean=False), and use log (use_log_fbank=True). + # size (m, num_mel_bins + use_energy) + feature = fbank( + waveform=waveform, + blackman_coeff=blackman_coeff, + channel=channel, + dither=dither, + energy_floor=energy_floor, + frame_length=frame_length, + frame_shift=frame_shift, + high_freq=high_freq, + htk_compat=htk_compat, + low_freq=low_freq, + min_duration=min_duration, + num_mel_bins=num_mel_bins, + preemphasis_coefficient=preemphasis_coefficient, + raw_energy=raw_energy, + remove_dc_offset=remove_dc_offset, + round_to_power_of_two=round_to_power_of_two, + sample_frequency=sample_frequency, + snip_edges=snip_edges, + subtract_mean=False, + use_energy=use_energy, + use_log_fbank=True, + use_power=True, + vtln_high=vtln_high, + vtln_low=vtln_low, + vtln_warp=vtln_warp, + window_type=window_type, + ) + + if use_energy: + # size (m) + signal_log_energy = feature[:, num_mel_bins if htk_compat else 0] + # offset is 0 if htk_compat==True else 1 + mel_offset = int(not htk_compat) + feature = feature[:, mel_offset : (num_mel_bins + mel_offset)] + + # size (num_mel_bins, num_ceps) + dct_matrix = _get_dct_matrix(num_ceps, num_mel_bins).to(dtype=dtype, device=device) + + # size (m, num_ceps) + feature = feature.matmul(dct_matrix) + + if cepstral_lifter != 0.0: + # size (1, num_ceps) + lifter_coeffs = _get_lifter_coeffs(num_ceps, cepstral_lifter).unsqueeze(0) + feature *= lifter_coeffs.to(device=device, dtype=dtype) + + # if use_energy then replace the last column for htk_compat == true else first column + if use_energy: + feature[:, 0] = signal_log_energy + + if htk_compat: + energy = feature[:, 0].unsqueeze(1) # size (m, 1) + feature = feature[:, 1:] # size (m, num_ceps - 1) + if not use_energy: + # scale on C0 (actually removing a scale we previously added that's + # part of one common definition of the cosine transform.) + energy *= math.sqrt(2) + + feature = torch.cat((feature, energy), dim=1) + + feature = _subtract_column_mean(feature, subtract_mean) + return feature diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/modules.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/modules.py new file mode 100644 index 0000000000000000000000000000000000000000..18e2d2066b93139acc9427f0edcdd96b12769f25 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/beats/modules.py @@ -0,0 +1,218 @@ +# -------------------------------------------------------- +# BEATs: Audio Pre-Training with Acoustic Tokenizers (https://arxiv.org/abs/2212.09058) +# Github source: https://github.com/microsoft/unilm/tree/master/beats +# Copyright (c) 2022 Microsoft +# Licensed under The MIT License [see LICENSE for details] +# Based on fairseq code bases +# https://github.com/pytorch/fairseq +# -------------------------------------------------------- + +import math +import warnings +import torch +from torch import Tensor, nn +import torch.nn.functional as F + + +class GradMultiply(torch.autograd.Function): + @staticmethod + def forward(ctx, x, scale): + ctx.scale = scale + res = x.new(x) + return res + + @staticmethod + def backward(ctx, grad): + return grad * ctx.scale, None + + +class SamePad(nn.Module): + def __init__(self, kernel_size, causal=False): + super().__init__() + if causal: + self.remove = kernel_size - 1 + else: + self.remove = 1 if kernel_size % 2 == 0 else 0 + + def forward(self, x): + if self.remove > 0: + x = x[:, :, : -self.remove] + return x + + +class Swish(nn.Module): + def __init__(self): + super(Swish, self).__init__() + self.act = torch.nn.Sigmoid() + + def forward(self, x): + return x * self.act(x) + + +class GLU_Linear(nn.Module): + def __init__(self, input_dim, output_dim, glu_type="sigmoid", bias_in_glu=True): + super(GLU_Linear, self).__init__() + + self.glu_type = glu_type + self.output_dim = output_dim + + if glu_type == "sigmoid": + self.glu_act = torch.nn.Sigmoid() + elif glu_type == "swish": + self.glu_act = Swish() + elif glu_type == "relu": + self.glu_act = torch.nn.ReLU() + elif glu_type == "gelu": + self.glu_act = torch.nn.GELU() + + if bias_in_glu: + self.linear = nn.Linear(input_dim, output_dim * 2, True) + else: + self.linear = nn.Linear(input_dim, output_dim * 2, False) + + def forward(self, x): + # to be consistent with GLU_Linear, we assume the input always has the #channel (#dim) in the last dimension of the tensor, so need to switch the dimension first for 1D-Conv case + x = self.linear(x) + + if self.glu_type == "bilinear": + x = (x[:, :, 0:self.output_dim] * x[:, :, self.output_dim:self.output_dim * 2]) + else: + x = (x[:, :, 0:self.output_dim] * self.glu_act(x[:, :, self.output_dim:self.output_dim * 2])) + + return x + + +def gelu_accurate(x): + if not hasattr(gelu_accurate, "_a"): + gelu_accurate._a = math.sqrt(2 / math.pi) + return ( + 0.5 * x * (1 + torch.tanh(gelu_accurate._a * (x + 0.044715 * torch.pow(x, 3)))) + ) + + +def gelu(x: torch.Tensor) -> torch.Tensor: + return torch.nn.functional.gelu(x.float()).type_as(x) + + +def get_activation_fn(activation: str): + """Returns the activation function corresponding to `activation`""" + + if activation == "relu": + return F.relu + elif activation == "gelu": + return gelu + elif activation == "gelu_fast": + warnings.warn( + "--activation-fn=gelu_fast has been renamed to gelu_accurate" + ) + return gelu_accurate + elif activation == "gelu_accurate": + return gelu_accurate + elif activation == "tanh": + return torch.tanh + elif activation == "linear": + return lambda x: x + elif activation == "glu": + return lambda x: x + else: + raise RuntimeError("--activation-fn {} not supported".format(activation)) + + +def quant_noise(module, p, block_size): + """ + Wraps modules and applies quantization noise to the weights for + subsequent quantization with Iterative Product Quantization as + described in "Training with Quantization Noise for Extreme Model Compression" + + Args: + - module: nn.Module + - p: amount of Quantization Noise + - block_size: size of the blocks for subsequent quantization with iPQ + + Remarks: + - Module weights must have the right sizes wrt the block size + - Only Linear, Embedding and Conv2d modules are supported for the moment + - For more detail on how to quantize by blocks with convolutional weights, + see "And the Bit Goes Down: Revisiting the Quantization of Neural Networks" + - We implement the simplest form of noise here as stated in the paper + which consists in randomly dropping blocks + """ + + # if no quantization noise, don't register hook + if p <= 0: + return module + + # supported modules + assert isinstance(module, (nn.Linear, nn.Embedding, nn.Conv2d)) + + # test whether module.weight has the right sizes wrt block_size + is_conv = module.weight.ndim == 4 + + # 2D matrix + if not is_conv: + assert ( + module.weight.size(1) % block_size == 0 + ), "Input features must be a multiple of block sizes" + + # 4D matrix + else: + # 1x1 convolutions + if module.kernel_size == (1, 1): + assert ( + module.in_channels % block_size == 0 + ), "Input channels must be a multiple of block sizes" + # regular convolutions + else: + k = module.kernel_size[0] * module.kernel_size[1] + assert k % block_size == 0, "Kernel size must be a multiple of block size" + + def _forward_pre_hook(mod, input): + # no noise for evaluation + if mod.training: + if not is_conv: + # gather weight and sizes + weight = mod.weight + in_features = weight.size(1) + out_features = weight.size(0) + + # split weight matrix into blocks and randomly drop selected blocks + mask = torch.zeros( + in_features // block_size * out_features, device=weight.device + ) + mask.bernoulli_(p) + mask = mask.repeat_interleave(block_size, -1).view(-1, in_features) + + else: + # gather weight and sizes + weight = mod.weight + in_channels = mod.in_channels + out_channels = mod.out_channels + + # split weight matrix into blocks and randomly drop selected blocks + if mod.kernel_size == (1, 1): + mask = torch.zeros( + int(in_channels // block_size * out_channels), + device=weight.device, + ) + mask.bernoulli_(p) + mask = mask.repeat_interleave(block_size, -1).view(-1, in_channels) + else: + mask = torch.zeros( + weight.size(0), weight.size(1), device=weight.device + ) + mask.bernoulli_(p) + mask = ( + mask.unsqueeze(2) + .unsqueeze(3) + .repeat(1, 1, mod.kernel_size[0], mod.kernel_size[1]) + ) + + # scale weights and apply mask + mask = mask.to( + torch.bool + ) # x.bool() is not currently supported in TorchScript + s = 1 / (1 - p) + mod.weight.data = s * weight.masked_fill(mask, 0) + + module.register_forward_pre_hook(_forward_pre_hook) + return module diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/speech_encoder.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/speech_encoder.py new file mode 100644 index 0000000000000000000000000000000000000000..7befe5418098bc5bfa1932ade005f3aac7894052 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_encoder/speech_encoder.py @@ -0,0 +1,74 @@ +import types +import torch +import torch.nn as nn +import torch.nn.functional as F +from transformers import WhisperFeatureExtractor +import whisper + +from ....ola.model.speech_encoder.beats.BEATs import BEATsConfig, BEATs + +class WhisperWrappedEncoder: + + @classmethod + def load(cls, model_config): + + def replace_layer_norm(module): + from whisper.model import LayerNorm + for name, child in module.named_children(): + if isinstance(child, LayerNorm): + old_params = child.state_dict() + new_layer_norm = nn.LayerNorm(child.normalized_shape, eps=child.eps, elementwise_affine=child.elementwise_affine) + new_layer_norm.load_state_dict(old_params) + setattr(module, name, new_layer_norm) + else: + replace_layer_norm(child) + + encoder = whisper.load_model(name=model_config.speech_encoder, device='cpu').encoder + replace_layer_norm(encoder) + return encoder + +class DualWrappedEncoder(nn.Module): + def __init__(self, config): + super().__init__() + self.config = config + self.whisper_model = self.load_whisper(config) + self.beats_model = self.load_beats(config) + + def load_whisper(cls, model_config): + + def replace_layer_norm(module): + from whisper.model import LayerNorm + for name, child in module.named_children(): + if isinstance(child, LayerNorm): + old_params = child.state_dict() + new_layer_norm = nn.LayerNorm(child.normalized_shape, eps=child.eps, elementwise_affine=child.elementwise_affine) + new_layer_norm.load_state_dict(old_params) + setattr(module, name, new_layer_norm) + else: + replace_layer_norm(child) + + encoder = whisper.load_model(name=model_config.speech_encoder, device='cpu').encoder + replace_layer_norm(encoder) + return encoder + + def load_beats(cls, model_config): + beats_path = model_config.music_encoder + print("Loading BEATs Model") + beats_ckpt = torch.load(beats_path, map_location='cpu') + beats_cfg = BEATsConfig(beats_ckpt['cfg']) + beats = BEATs(beats_cfg) + beats.load_state_dict(beats_ckpt['model']) + return beats + + def forward(self, x, raw_wav=None, audio_padding_mask=None): + with torch.no_grad(): + self.beats_model = self.beats_model.float() + speech_embeds = self.whisper_model(x.half()) + audio_embeds, _ = self.beats_model.extract_features(raw_wav.float(), padding_mask=audio_padding_mask, feature_only=True) + if audio_embeds.size(1) < speech_embeds.size(1): + audio_embeds = F.pad(audio_embeds, (0, 0, 0, speech_embeds.size(1) - audio_embeds.size(1))) + elif audio_embeds.size(1) > speech_embeds.size(1): + speech_embeds = F.pad(speech_embeds, (0, 0, 0, audio_embeds.size(1) - speech_embeds.size(1))) + speech_embeds = torch.cat((speech_embeds, audio_embeds), dim=-1) + speech_embeds = speech_embeds.to(torch.bfloat16) + return speech_embeds diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_projector/builder.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_projector/builder.py new file mode 100644 index 0000000000000000000000000000000000000000..5c5959e229de1e43544dae3ae3a333693ba3e824 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/model/speech_projector/builder.py @@ -0,0 +1,9 @@ +from .speech_projector import EncoderProjectorConcat + + +def build_speech_projector(config): + projector_type = getattr(config, 'speech_projector_type', 'linear') + if projector_type == 'linear': + return EncoderProjectorConcat(config) + + raise ValueError(f'Unknown projector type: {projector_type}') diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/utils.py b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/utils.py new file mode 100644 index 0000000000000000000000000000000000000000..0e4b64724912e63b8e23abe12f34c4084d9a44ce --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ola/ola/utils.py @@ -0,0 +1,213 @@ +# Adopted from https://github.com/haotian-liu/LLaVA. Below is the original copyright: +# Copyright 2023 Haotian Liu +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import os +import sys +import torch +import logging +import logging.handlers +import transformers + +from ...ola.ola.constants import LOGDIR + +server_error_msg = "**NETWORK ERROR DUE TO HIGH TRAFFIC. PLEASE REGENERATE OR REFRESH THIS PAGE.**" +moderation_msg = "YOUR INPUT VIOLATES OUR CONTENT MODERATION GUIDELINES. PLEASE TRY AGAIN." + +handler = None + + +def build_logger(logger_name, logger_filename): + global handler + + formatter = logging.Formatter( + fmt="%(asctime)s | %(levelname)s | %(name)s | %(message)s", + datefmt="%Y-%m-%d %H:%M:%S", + ) + + # Set the format of root handlers + if not logging.getLogger().handlers: + logging.basicConfig(level=logging.INFO) + logging.getLogger().handlers[0].setFormatter(formatter) + + # Redirect stdout and stderr to loggers + stdout_logger = logging.getLogger("stdout") + stdout_logger.setLevel(logging.INFO) + sl = StreamToLogger(stdout_logger, logging.INFO) + sys.stdout = sl + + stderr_logger = logging.getLogger("stderr") + stderr_logger.setLevel(logging.ERROR) + sl = StreamToLogger(stderr_logger, logging.ERROR) + sys.stderr = sl + + # Get logger + logger = logging.getLogger(logger_name) + logger.setLevel(logging.INFO) + + # Add a file handler for all loggers + if handler is None: + os.makedirs(LOGDIR, exist_ok=True) + filename = os.path.join(LOGDIR, logger_filename) + handler = logging.handlers.TimedRotatingFileHandler( + filename, when='D', utc=True, encoding='UTF-8') + handler.setFormatter(formatter) + + for name, item in logging.root.manager.loggerDict.items(): + if isinstance(item, logging.Logger): + item.addHandler(handler) + + return logger + + +class StreamToLogger(object): + """ + Fake file-like stream object that redirects writes to a logger instance. + """ + def __init__(self, logger, log_level=logging.INFO): + self.terminal = sys.stdout + self.logger = logger + self.log_level = log_level + self.linebuf = '' + + def __getattr__(self, attr): + return getattr(self.terminal, attr) + + def write(self, buf): + temp_linebuf = self.linebuf + buf + self.linebuf = '' + for line in temp_linebuf.splitlines(True): + # From the io.TextIOWrapper docs: + # On output, if newline is None, any '\n' characters written + # are translated to the system default line separator. + # By default sys.stdout.write() expects '\n' newlines and then + # translates them so this is still cross platform. + if line[-1] == '\n': + self.logger.log(self.log_level, line.rstrip()) + else: + self.linebuf += line + + def flush(self): + if self.linebuf != '': + self.logger.log(self.log_level, self.linebuf.rstrip()) + self.linebuf = '' + + +def maybe_zero_3(param, ignore_status=False, name=None): + from deepspeed import zero + from deepspeed.runtime.zero.partition_parameters import ZeroParamStatus + if hasattr(param, "ds_id"): + if param.ds_status == ZeroParamStatus.NOT_AVAILABLE: + if not ignore_status: + logging.warning(f"{name}: param.ds_status != ZeroParamStatus.NOT_AVAILABLE: {param.ds_status}") + with zero.GatheredParameters([param]): + param = param.data.detach().cpu().clone() + else: + param = param.detach().cpu().clone() + return param + + +# Borrowed from peft.utils.get_peft_model_state_dict +def get_peft_state_maybe_zero_3(named_params, bias): + if bias == "none": + to_return = {k: t for k, t in named_params if "lora_" in k} + elif bias == "all": + to_return = {k: t for k, t in named_params if "lora_" in k or "bias" in k} + elif bias == "lora_only": + to_return = {} + maybe_lora_bias = {} + lora_bias_names = set() + for k, t in named_params: + if "lora_" in k: + to_return[k] = t + bias_name = k.split("lora_")[0] + "bias" + lora_bias_names.add(bias_name) + elif "bias" in k: + maybe_lora_bias[k] = t + for k, t in maybe_lora_bias: + if bias_name in lora_bias_names: + to_return[bias_name] = t + else: + raise NotImplementedError + to_return = {k: maybe_zero_3(v, ignore_status=True) for k, v in to_return.items()} + return to_return + + +def get_peft_state_non_lora_maybe_zero_3(named_params, require_grad_only=True): + to_return = {k: t for k, t in named_params if "lora_" not in k} + if require_grad_only: + to_return = {k: t for k, t in to_return.items() if t.requires_grad} + to_return = {k: maybe_zero_3(v, ignore_status=True).cpu() for k, v in to_return.items()} + return to_return + + +def get_speech_projector_state_maybe_zero_3(named_params, keys_to_match): + to_return = {k: t for k, t in named_params if any(key_match in k for key_match in keys_to_match)} + to_return = {k: maybe_zero_3(v, ignore_status=True).cpu() for k, v in to_return.items()} + return to_return + +def lengths_to_padding_mask(lens): + bsz, max_lens = lens.size(0), torch.max(lens).item() + mask = torch.arange(max_lens).to(lens.device).view(1, max_lens) + mask = mask.expand(bsz, -1) >= lens.view(bsz, 1).expand(-1, max_lens) + return mask + + +def lengths_to_mask(lens): + return ~lengths_to_padding_mask(lens) + + +def disable_torch_init(): + """ + Disable the redundant torch default initialization to accelerate model creation. + """ + import torch + setattr(torch.nn.Linear, "reset_parameters", lambda self: None) + setattr(torch.nn.LayerNorm, "reset_parameters", lambda self: None) + + +def get_model_name_from_path(model_path): + model_path = model_path.strip("/") + model_paths = model_path.split("/") + if model_paths[-1].startswith('checkpoint-'): + return model_paths[-2] + "_" + model_paths[-1] + else: + return model_paths[-1] + + +def violates_moderation(text): + """ + Check whether the text violates OpenAI moderation API. + """ + url = "https://api.openai.com/v1/moderations" + headers = {"Content-Type": "application/json", + "Authorization": "Bearer " + os.environ["OPENAI_API_KEY"]} + text = text.replace("\n", "") + data = "{" + '"input": ' + f'"{text}"' + "}" + data = data.encode("utf-8") + try: + ret = requests.post(url, headers=headers, data=data, timeout=5) + flagged = ret.json()["results"][0]["flagged"] + except requests.exceptions.RequestException as e: + flagged = False + except KeyError as e: + flagged = False + + return flagged + + +def pretty_print_semaphore(semaphore): + if semaphore is None: + return "None" + return f"Semaphore(value={semaphore._value}, locked={semaphore.locked()})" diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ovis/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ba7dee1cd26c5ad0abf48e905d46f94aecdf4cdc Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ovis/__pycache__/ovis.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/__pycache__/ovis.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e6544bf1bae876a53888227f3e435e1a959e85e6 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/__pycache__/ovis.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ovis/utils/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/utils/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ovis/utils/mdp3.py b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/utils/mdp3.py new file mode 100644 index 0000000000000000000000000000000000000000..98668e5da0f1a1224eb81c26e69c34636d8ee14f --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ovis/utils/mdp3.py @@ -0,0 +1,378 @@ +# MDP3: A Training-free Approach for List-wise Frame Selection in Video-LLMs +# https://arxiv.org/abs/2501.02885 +import copy +import time +from contextlib import contextmanager + +import torch +from torch import nn +from transformers import AutoProcessor, AutoModel + + +@contextmanager +def timer(hint=""): + start = time.perf_counter() + yield + end = time.perf_counter() + print(f"{hint} runtime: {end - start:.4f} s") + + +INF = 0x7fffffff + + +class VisualEncoder(): + + def __init__(self, model_path, device="cuda"): + self.device = device + self.model_path = model_path + self.model = AutoModel.from_pretrained(self.model_path) + self.model = self.model.to(device=self.device) + self.processor = AutoProcessor.from_pretrained(self.model_path) + + def __call__(self, images, texts, clear_prompt=False): + if clear_prompt: + texts = self.clear_prompt(copy.deepcopy(texts)) + + with timer("visual processor"): + inputs = self.processor( + text=texts, images=images, padding="max_length", return_tensors="pt").to(self.model.device) + + stride_num = (int(inputs["input_ids"].shape[-1]) + 63) // 64 + stride = (inputs["input_ids"].shape[-1] + stride_num - 1) // stride_num + + input_id_heads, input_id_tails = [], [] + l, r = 0, inputs["input_ids"].shape[-1] + while l < r: + input_id_heads.append(inputs["input_ids"][:, l:l + stride]) + l += stride + if l < r: + input_id_tails.append(inputs["input_ids"][:, r - stride:r]) + r -= stride + + input_ids = input_id_heads + input_id_tails[::-1] + input_ids = torch.cat(input_ids) + + with timer("extract embeds"): + with torch.no_grad(): + with torch.autocast(self.device): + outputs = self.model( + input_ids, pixel_values=inputs["pixel_values"]) + image_embeds = outputs.image_embeds + text_embeds = outputs.text_embeds + return image_embeds, text_embeds.mean(dim=0, keepdim=True) + + def clear_prompt(self, prompt): + heads = [ + "Select the best answer to the following multiple-choice question based on the video and the subtitles. Respond with only the letter (A, B, C, or D) of the correct option.", + "Select the best answer to the following multiple-choice question based on the video. Respond with only the letter (A, B, C, or D) of the correct option.", + "Carefully watch the video and pay attention to the cause and sequence of events, the detail and movement of objects, and the action and pose of persons. Based on your observations, select the best option that accurately addresses the question.", + "Carefully watch this video and pay attention to every detail. Based on your observations, select the best option that accurately addresses the question." + ] + tails = [ + "Answer with the option's letter from the given choices directly.", + "The best answer is:", + "Answer the question using a single word or phrase.", + "Only give the best option.", + "Best option: (", + "Please directly give the best option:" + ] + for head in heads: + prompt = prompt.split(head)[-1] + for tail in tails: + prompt = prompt.split(tail)[0] + prompt = prompt.strip() + + return prompt + + +class MDP3: + + def __init__(self, n_selection=16, visual_encoder_name_or_path="google/siglip-so400m-patch14-384", device="cuda"): + super().__init__() + self.n_selection = n_selection + self.lamda = 0.2 + self.segment_size = -1 + self.condition_size = 1 + + self.kernel = MultiGaussianKernel( + alphas=[2 ** k for k in list(range(-3, 2))]) + self.ve = VisualEncoder(model_path=visual_encoder_name_or_path, device=device) + + def __call__(self, conversations, frames, clear_prompt=True): + if len(frames) <= self.n_selection: + return conversations, frames + + prompt = "\n".join([x["value"] for x in conversations if x["from"] == "human"]) + with timer("** VLMs Process & Extract"): + frame_embeds, text_embeds = self.ve(frames, prompt, clear_prompt) + with timer("Select Frames"): + with torch.no_grad(): + selected_idx = self._select_frames_fast(frame_embeds, text_embeds) + # clean conversion + ret_conversions = [] + img_cnt = 0 + for conv in conversations: + prompt_clips = conv["value"].split("") + conv_v = [] + for idx, clip in enumerate(prompt_clips): + if clip != "\n": + conv_v.append(clip) + if img_cnt in selected_idx and idx < len(prompt_clips) - 1: + if clip == "\n": + conv_v.append(clip) + conv_v.append("") + img_cnt += 1 + + ret_conversions.append({"from": conv["from"], "value": ''.join(conv_v)}) + + ret_frames = [frames[idx] for idx in selected_idx] + + return ret_conversions, ret_frames + + def cal_obj(self, selected_images_embeds, text_embed): + kernel_matrix = self.kernel( + torch.cat([text_embed, selected_images_embeds])) + r, S_matrix = kernel_matrix[0:1, 1:], kernel_matrix[1:, 1:] + ret_score = (1. / self.lamda * 2 * torch.log(r).sum()) + \ + torch.linalg.slogdet(S_matrix).logabsdet + return ret_score + + def _select_frames(self, image_embeds, text_embeds): + # initializing dynamic programing + N_image = len(image_embeds) + if self.segment_size <= 0: + segment_size = N_image + else: + segment_size = self.segment_size + segment_num = (N_image + segment_size - 1) // segment_size + dp = [[0.] + [-INF] * self.n_selection for _ in range(segment_num + 1)] + trace = [[[] for _ in range(self.n_selection + 1)] + for _ in range(segment_num + 1)] + + for seg_idx in range(1, segment_num + 1): + for selected_num in range(1, min(self.n_selection, seg_idx * segment_size) + 1): + for to_select_num in range(0, min(selected_num, segment_size) + 1): + cur_score, cur_trace = self.seqdpp_select( + text_embeds=text_embeds, + image_embeds=image_embeds, + conditional_index=trace[seg_idx - 1][selected_num - to_select_num][ + -min(self.condition_size, + len(trace[seg_idx - 1][selected_num - to_select_num])):], + candidate_index=range( + (seg_idx - 1) * segment_size, seg_idx * segment_size), + to_select_num=to_select_num + ) + cur_score = dp[seg_idx - 1][selected_num - + to_select_num] + cur_score + cur_trace = trace[ + seg_idx - 1][selected_num - to_select_num] + cur_trace + if cur_score > dp[seg_idx][selected_num]: + dp[seg_idx][selected_num] = cur_score + trace[seg_idx][selected_num] = cur_trace + return trace[segment_num][self.n_selection] + + def _select_frames_fast(self, image_embeds, text_embeds): + # initializing dynamic programing + N_image = len(image_embeds) + if self.segment_size <= 0: + segment_size = N_image + else: + segment_size = self.segment_size + segment_num = (N_image + segment_size - 1) // segment_size + dp = [[0.] + [-INF] * self.n_selection for _ in range(segment_num + 1)] + trace = [[[] for _ in range(self.n_selection + 1)] + for _ in range(segment_num + 1)] + + for seg_idx in range(1, segment_num + 1): + candidate_index = range( + (seg_idx - 1) * segment_size, seg_idx * segment_size) + candidate_embeds = [image_embeds[i] for i in candidate_index] + sim_matrix = self.kernel(torch.stack(candidate_embeds)) + + for start_selected_num in range(0, min(self.n_selection, (seg_idx - 1) * segment_size) + 1): + conditional_index = trace[seg_idx - 1][start_selected_num][ + -min(self.condition_size, len(trace[seg_idx - 1][start_selected_num])):] + offset = len(conditional_index) + additional_embeds = [text_embeds[ + 0].reshape(-1)] + [image_embeds[i] for i in conditional_index] + additional = self.kernel( + torch.stack(additional_embeds), + torch.stack(additional_embeds + candidate_embeds) + ) + total_matrix = torch.cat([ + additional, # [add, 32+add] + torch.cat([ + additional[:, -len(sim_matrix):].T, # [32, add] + sim_matrix # [32, 32] + ], dim=1) # [32, add + 32] + ], dim=0) # [add+32, add+32] + + max_selection = min(self.n_selection - + start_selected_num, segment_size) + + cur_scores, cur_traces = self.seqdpp_select_super_fast( + total_matrix, offset, max_selection) + + for to_select_num, (cur_score, cur_trace) in enumerate(zip(cur_scores, cur_traces)): + cur_trace = [i + int((seg_idx - 1) * segment_size) + for i in cur_trace] + + cur_score = dp[seg_idx - 1][start_selected_num] + cur_score + cur_trace = trace[ + seg_idx - 1][start_selected_num] + cur_trace + + if cur_score > dp[seg_idx][start_selected_num + to_select_num]: + dp[seg_idx][start_selected_num + to_select_num] = cur_score + trace[seg_idx][start_selected_num + + to_select_num] = cur_trace + return trace[segment_num][self.n_selection] + + def seqdpp_select(self, text_embeds, image_embeds, conditional_index, candidate_index, to_select_num): + if to_select_num == 0: + return 0.0, [] + conditional_embeds = [image_embeds[i] for i in conditional_index] + cur_trace = [] + U_matrix = self.kernel(torch.stack( + conditional_embeds + [image_embeds[i] for i in candidate_index])) + I = torch.diag( + torch.tensor([0.] * len(conditional_index) + [1.] * + len(candidate_index), device=U_matrix.device) + ) + obj_values = -torch.linalg.slogdet(U_matrix + I).logabsdet + while len(cur_trace) < to_select_num: + max_obj_gain = -INF + cur_selected_idx = -1 + for i in candidate_index: + if i in cur_trace: + continue + cur_obj = self.cal_obj( + selected_images_embeds=torch.stack( + conditional_embeds + [image_embeds[j] for j in cur_trace + [i]]), + text_embed=text_embeds[0].reshape(1, -1) + ) + cur_obj_gain = cur_obj - obj_values + if cur_obj_gain > max_obj_gain: + max_obj_gain = cur_obj_gain + cur_selected_idx = i + cur_trace.append(cur_selected_idx) + obj_values += max_obj_gain + cur_trace = sorted(cur_trace) + return obj_values if len(cur_trace) > 0 else 0.0, cur_trace + + def seqdpp_select_fast(self, total_matrix, offset, to_select_num): + if to_select_num == 0: + return 0.0, [] + cur_trace = [] + obj_values = 0.0 + r, S_matrix = total_matrix[0:1, 1:], total_matrix[1:, 1:] + candidate_index = range(len(S_matrix) - offset) + + while len(cur_trace) < to_select_num: + max_obj_gain = -INF + cur_selected_idx = -1 + for i in candidate_index: + if i in cur_trace: + continue + selected_idx = list(range(offset)) + \ + [j + offset for j in cur_trace + [i]] + cur_S_matrix = S_matrix[selected_idx][:, selected_idx] + cur_obj = (1. / self.lamda * 2 * torch.log( + r[:, selected_idx]).sum()) + torch.linalg.slogdet(cur_S_matrix).logabsdet + cur_obj_gain = cur_obj - obj_values + if cur_obj_gain > max_obj_gain: + max_obj_gain = cur_obj_gain + cur_selected_idx = i + cur_trace.append(cur_selected_idx) + obj_values += max_obj_gain + cur_trace = sorted(cur_trace) + return obj_values if len(cur_trace) > 0 else 0.0, cur_trace + + def seqdpp_select_super_fast(self, total_matrix, offset, to_select_num): + if to_select_num == 0: + return [0.0], [[]] + cur_trace = [] + ret_scores = [0.0] + r, S_matrix = total_matrix[0:1, 1:], total_matrix[1:, 1:] + candidate_index = list(range(len(S_matrix) - offset)) + + conditional_idx = list(range(offset)) + L = None + if len(conditional_idx) > 0: + L = torch.linalg.cholesky( + S_matrix[conditional_idx][:, conditional_idx]) + + while len(cur_trace) < to_select_num: + max_obj = -INF + cur_selected_idx = -1 + better_L = None + for i in candidate_index: + if i in cur_trace: + continue + cur_idx = i + offset + selected_idx = conditional_idx + \ + [j + offset for j in cur_trace] + [cur_idx] + if L is None: + cur_sim_v = S_matrix[selected_idx][:, selected_idx] + cur_L = torch.sqrt(cur_sim_v).reshape(1, 1) + logdet = cur_sim_v.clone().log() + else: + cur_sim_v = S_matrix[cur_idx:cur_idx + 1][:, selected_idx] + cur_L, logdet = self.cholesky_update_determinant( + L, cur_sim_v) + cur_obj = 1. / self.lamda * 2 * \ + torch.log(r[:, selected_idx]).sum() + logdet + + if cur_obj > max_obj or cur_selected_idx == -1: + max_obj = cur_obj + cur_selected_idx = i + better_L = cur_L + ret_scores.append(max_obj.clone()) + cur_trace.append(cur_selected_idx) + L = better_L + ret_traces = [sorted(cur_trace[:j]) for j in range(len(cur_trace) + 1)] + return ret_scores, ret_traces + + def cholesky_update_determinant(self, L, v): + n = L.shape[0] + v = v.view(-1, 1) + v_projected = torch.linalg.solve_triangular(L, v[:n], upper=False) + + new_diag_element = torch.sqrt(torch.abs(v[-1] - v_projected.T @ v_projected)) + + new_row = torch.cat((v_projected.flatten(), new_diag_element.view(1))) + new_L = torch.zeros((n + 1, n + 1), dtype=L.dtype, device=L.device) + new_L[:n, :n] = L + new_L[n, :n] = new_row[:-1] + new_L[n, n] = new_diag_element + + new_diag = torch.diag(new_L) + new_logdet = 2 * torch.log(new_diag).sum() + + return new_L, new_logdet + + +class GaussianKernel(nn.Module): + + def __init__(self, alpha=1.): + super(GaussianKernel, self).__init__() + self.alpha = alpha + + def forward(self, X: torch.Tensor) -> torch.Tensor: + l2_distance_square = ((X.unsqueeze(1) - X.unsqueeze(0)) ** 2).sum(2) + return torch.exp(-l2_distance_square / (2 * self.alpha)) + + +class MultiGaussianKernel(nn.Module): + + def __init__(self, alphas=None): + super(MultiGaussianKernel, self).__init__() + if alphas is None: + alphas = [2 ** k for k in list(range(-3, 2))] + self.alphas = alphas + + def forward(self, X: torch.Tensor, Y: torch.tensor = None) -> int: + Y = X.unsqueeze(0) if Y is None else Y.unsqueeze(0) + X = X.unsqueeze(1) + l2_distance_square = ((X - Y) ** 2).sum(2) + + return sum([torch.exp(-l2_distance_square / (2 * alpha)) for alpha in self.alphas]) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/qtunevl/__init__.py b/VLMEvalKit-sudoku/vlmeval/vlm/qtunevl/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..56c06c5ddae76873bd041a25837784a7dece21f6 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/qtunevl/__init__.py @@ -0,0 +1,4 @@ +from .qtune_vl import QTuneVL +from .qtune_vl_chat import QTuneVLChat + +__all__ = ['QTuneVL', 'QTuneVLChat'], diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/qwen2_vl/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/qwen2_vl/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..6d9dcc37e6fd85186ba37bd425df291b678f595a Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/qwen2_vl/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/qwen2_vl/__pycache__/prompt.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/qwen2_vl/__pycache__/prompt.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f74bf50624ff7a634e59f776ec92a03e40fad8c3 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/qwen2_vl/__pycache__/prompt.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..1e955160b42a7a1664cbf87ee125c15430cc8003 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/model.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/model.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9039081b481a28a6f04ad03f9f6d27290dcf6cb8 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/model.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/prompt.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/prompt.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..973915da52ec7da97293f23e8a5d428253f1874e Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/prompt.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/sandbox.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/sandbox.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..94ed43fa360328c46d57961019e2778a3f0bfa0d Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/sandbox.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/utils.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/utils.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..733633afef7f6899f6129a5e671eba98f5313cc4 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/thyme/__pycache__/utils.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..d711715958e4247a1e3010ea82fe2fbda867a5df Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/__pycache__/ursa_chat.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/__pycache__/ursa_chat.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f3567227cd63ac0666a7291e8e5643ea42c695d2 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/__pycache__/ursa_chat.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_chat.py b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_chat.py new file mode 100644 index 0000000000000000000000000000000000000000..82f30d91c47823872dc49caf7e82d90808f2780d --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_chat.py @@ -0,0 +1,170 @@ +import torch +from PIL import Image +from ..base import BaseModel +from ...smp import * +from typing import Dict +import logging +from transformers import set_seed +from transformers import AutoTokenizer, AutoProcessor +import re +from typing import List, Optional, Union +from vlmeval.dataset import DATASET_TYPE + + +class UrsaChat(BaseModel): + def __init__(self, model_path: str, **kwargs) -> None: + from .ursa_model import UrsaForConditionalGeneration, UrsaProcessor + super().__init__() + self.model: UrsaForConditionalGeneration = UrsaForConditionalGeneration.from_pretrained(model_path, + torch_dtype=torch.bfloat16).to('cuda') + self.image_processor: UrsaProcessor = UrsaProcessor.from_pretrained(model_path) + self.prompts = { + 'SYSTEM_PROMPT' : 'You are a helpful assistant.', + 'ORIGINAL_PROMPT' : 'you are given a math problem image, please solve the problem step by step. \nQuestion:', + 'EXTRACT_PROMPT' : 'you are given a math problem image, please solve the problem step by step. When you get an answer, please return the correspond option instead of the text content.\nQuestion:', + } + + + def use_custom_prompt(self, dataset: str) -> bool: + """Whether to use custom prompt for the dataset. + + Args: + dataset (str): The name of the dataset. + + Returns: + bool: Whether to use custom prompt for the dataset. + """ + if 'VQA' in DATASET_TYPE(dataset): + return True + return False + + + def build_prompt(self, line: str, dataset: str) -> List[dict]: + """Build prompt for multi-choice dataset. + + Args: + line (str): one line of the dataset. + dataset (str): The name of the dataset. + + Returns: + List[dict]: A list of elements constructed for current line. + """ + assert self.use_custom_prompt(dataset) + assert isinstance(dataset, str) + tgt_path = self.dump_image(line, dataset) + question = line['question'] + # use only question + if dataset in ['MathVista_MINI', 'MathVista', 'MathVision']: + question = question[question.find('Question: ') + len('Question: ') : ] + options = { + cand: line[cand] + for cand in string.ascii_uppercase + if cand in line and not pd.isna(line[cand]) + } + for key, item in options.items(): + question += f'\n{key}. {item}' + prompt = question + if dataset in ['DynaMath']: + prompt = '{}\n{}'.format(self.prompts['EXTRACT_PROMPT'], prompt) + else: + prompt = '{}\n{}'.format(self.prompts['ORIGINAL_PROMPT'], prompt) + message = [dict(type='image', value=s) for s in tgt_path] + message.append(dict(type='text', value=prompt)) + return message + + + def extract_answer(self, text:str) -> str: + """Extract final answer which places after '†Answer:' + + Args: + text (str): original response + + Returns: + str: the extracted answer + """ + patterns = [ + r'Answer: \\boxed\{(.*?)\}', + r'\\boxed\{(.*?)\}', + r'†Answer:(.*?)(?:\n|$)', # Match †Answer: to the next newline or end of string + r'†Answer: (.*?)(?:\n|$)', # Match †Answer: to the next newline or end of string + r'†Answer: \n(.*?)(?:\n|$)', # Match †Answer: to the next newline or end of string + r'correct answer：(.*?)(?:\n|$)', # Match correct answer：to the next newline or end of string + r'Correct answer：(.*?)(?:\n|$)', # Match Correct answer：to the next newline or end of string + r'Answer：(.*?)(?:\n|$)', + r"correct answer is:(.*?)(?:\n|$)", + r"correct answer is:\n(.*?)(?:\n|$)", + r"correct answer is:\n\n(.*?)(?:\n|$)", + r"correct answer is:\n\n\n(.*?)(?:\n|$)", + r'correct answer:(.*?)(?:\n|$)', # Match correct answer：to the next newline or end of string + r'Correct answer:(.*?)(?:\n|$)', # Match Correct answer：to the next newline or end of string + r'correct answer is(.*?)(?:\n|$)', # Match correct answer is to the next newline or end of string + r'Answer:(.*?)(?:\n|$)', + r'†(.*?)(?:\n|$)', # Match † to the next newline or end of string + r'Answer: (.*?)(?:\n|$)', + r'The answer is (.*?)(?:\n|$)' + ] + + res_list = [] + + for i, pattern in enumerate(patterns): + matches = re.findall(pattern, text, re.IGNORECASE) + if matches: + if i == 0: # Only concatenate results for the first pattern + for match in matches: + res = match.strip() + if len(res) == 1 and (not res.isalpha()) and (not res.isdigit()): + continue + if len(res) == 0: + continue + res_list.append(res) + if res_list: + return '\n'.join(res_list) + else: + for match in matches: + res = match.strip() + if len(res) == 1 and (not res.isalpha()) and (not res.isdigit()): + continue + if len(res) == 0: + continue + return res + + return text + + + def generate_inner(self, message: List[dict], dataset: str=None) -> str: + """Generate response for the given message. + + Args: + message (List[dict]): A list of elements constructed for + current line. + dataset (str): The name of the dataset. + + Returns: + str: The generated response. + """ + prompt, image_path = self.message_to_promptimg(message) + conv = [{"role": "system", "content": self.prompts['SYSTEM_PROMPT']}] + conv.append({ + "role": "user", + "content": "<|image|>" + prompt + }) + prompt = self.image_processor.apply_chat_template(conv, add_generation_prompt=True) + if isinstance(image_path, str): + raw_image = Image.open(image_path).convert('RGB') + elif isinstance(image_path, Image.Image): + raw_image = image_path.convert('RGB') + else: + raw_image = None + raw_image = [raw_image] + inputs = self.image_processor(prompt, raw_image, return_tensors='pt').to('cuda', torch.bfloat16) + generation_config = dict( + max_new_tokens=2048, + do_sample=False, + temperature=0., + pad_token_id=self.image_processor.tokenizer.eos_token_id, + ) + outputs = self.model.generate(**inputs, **generation_config) + response = self.image_processor.decode(outputs[0], skip_special_tokens=True).split('assistant\n')[-1] + if dataset in ['MathVista_MINI', 'MathVista', 'DynaMath', 'MathVision', 'LogicVista', 'WeMath', 'MathVerse_MINI_Vision_Only', 'MathVerse']: + response = 'Answer: {}'.format(self.extract_answer(response)) + return response diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/clip_encoder.py b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/clip_encoder.py new file mode 100644 index 0000000000000000000000000000000000000000..8695701a81afb597d91da5e5540041a41e9f4214 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/clip_encoder.py @@ -0,0 +1,242 @@ +# Copyright (c) 2023-2024 DeepSeek. +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from typing import Dict, List, Literal, Optional, Tuple, Union + +import torch +import torch.nn as nn +import torchvision.transforms +from einops import rearrange + +from .sam import create_sam_vit +from .siglip_vit import create_siglip_vit + + +class CLIPVisionTower(nn.Module): + def __init__( + self, + model_name: str = "siglip_large_patch16_384", + image_size: Union[Tuple[int, int], int] = 336, + select_feature: str = "patch", + select_layer: int = -2, + select_layers: list = None, + ckpt_path: str = "", + pixel_mean: Optional[List[float]] = None, + pixel_std: Optional[List[float]] = None, + **kwargs, + ): + super().__init__() + + self.model_name = model_name + self.select_feature = select_feature + self.select_layer = select_layer + self.select_layers = select_layers + + vision_tower_params = { + "model_name": model_name, + "image_size": image_size, + "ckpt_path": ckpt_path, + "select_layer": select_layer, + } + vision_tower_params.update(kwargs) + self.vision_tower, self.forward_kwargs = self.build_vision_tower( + vision_tower_params + ) + + if pixel_mean is not None and pixel_std is not None: + image_norm = torchvision.transforms.Normalize( + mean=pixel_mean, std=pixel_std + ) + else: + image_norm = None + + self.image_norm = image_norm + + def build_vision_tower(self, vision_tower_params): + if self.model_name.startswith("siglip"): + self.select_feature = "same" + vision_tower = create_siglip_vit(**vision_tower_params) + forward_kwargs = dict() + + elif self.model_name.startswith("sam"): + vision_tower = create_sam_vit(**vision_tower_params) + forward_kwargs = dict() + + else: # huggingface + from transformers import CLIPVisionModel + + vision_tower = CLIPVisionModel.from_pretrained(**vision_tower_params) + forward_kwargs = dict(output_hidden_states=True) + + return vision_tower, forward_kwargs + + def feature_select(self, image_forward_outs): + if isinstance(image_forward_outs, torch.Tensor): + # the output has been the self.select_layer"s features + image_features = image_forward_outs + else: + image_features = image_forward_outs.hidden_states[self.select_layer] + + if self.select_feature == "patch": + # if the output has cls_token + image_features = image_features[:, 1:] + elif self.select_feature == "cls_patch": + image_features = image_features + elif self.select_feature == "same": + image_features = image_features + + else: + raise ValueError(f"Unexpected select feature: {self.select_feature}") + return image_features + + def forward(self, images): + """ + + Args: + images (torch.Tensor): [b, 3, H, W] + + Returns: + image_features (torch.Tensor): [b, n_patch, d] + """ + + if self.image_norm is not None: + images = self.image_norm(images) + + image_forward_outs = self.vision_tower(images, **self.forward_kwargs) + image_features = self.feature_select(image_forward_outs) + return image_features + + +class HybridVisionTower(nn.Module): + def __init__( + self, + high_res_cfg: Dict, + low_res_cfg: Dict, + freeze_high: bool = False, + freeze_low: bool = False, + concat_type: Literal["feature", "sequence", "add", "tuple"] = "tuple", + **ignore_kwargs, + ): + super().__init__() + + self.vision_tower_high = CLIPVisionTower(**high_res_cfg) + self.vision_tower_low = CLIPVisionTower(**low_res_cfg) + self.low_res_size = low_res_cfg["image_size"] + self.concat_type = concat_type + + self.high_layer_norm = nn.LayerNorm(high_res_cfg.get("output_dim", 1024)) + self.low_layer_norm = nn.LayerNorm(low_res_cfg.get("output_dim", 1024)) + + if freeze_high: + for p_name, p in self.vision_tower_high.named_parameters(): + p.requires_grad = False + self.vision_tower_high = self.vision_tower_high.eval() + else: + # train donwsamples and neck + for p_name, p in self.vision_tower_high.named_parameters(): + if "downsamples" in p_name or "neck" in p_name: + p.requires_grad = True + else: + p.requires_grad = False + + if freeze_low: + for p in self.vision_tower_low.parameters(): + p.requires_grad = False + self.vision_tower_low = self.vision_tower_low.eval() + + self.resize = torchvision.transforms.Resize(self.low_res_size, antialias=True) + + def forward(self, images: torch.Tensor): + """ + + Args: + images (torch.Tensor): [bs, 3, H, W] + + Returns: + res (torch.Tensor): [bs, t, c] + """ + + # [bs, c, h, w] + high_images = images + + # [bs, c, h_low, w_low] + low_images = self.resize(images) + + # separately run two vision towers + # run high_res vision tower + high_res = self.vision_tower_high(high_images) + # [bs, c, h, w] -> [bs, h*w, c] + high_res = rearrange(high_res, "b c h w -> b (h w) c") + # run low_res vision tower + low_res = self.vision_tower_low(low_images) + + if self.concat_type == "feature": + images_features = torch.cat([high_res, low_res], dim=-1) + elif self.concat_type == "sequence": + images_features = torch.cat([high_res, low_res], dim=1) + elif self.concat_type == "add": + images_features = high_res + low_res + elif self.concat_type == "tuple": + images_features = (high_res, low_res) + + else: + raise ValueError( + "Currently only support `feature`, `sequence`, `add` and `tuple` concat type." + ) + + return images_features + + +if __name__ == "__main__": + image_size = 1024 + x = torch.zeros(2, 3, image_size, image_size).bfloat16().cuda() + + high_res_cfg = dict( + model_name="sam_b_downsample", + select_feature="same", + image_size=image_size, + pixel_mean=(0.48145466, 0.4578275, 0.40821073), + pixel_std=(0.26862954, 0.26130258, 0.27577711), + select_layer=-1, + ckpt_path="", + ) + + low_res_cfg = dict( + model_name="siglip_large_patch16_384", + select_feature="same", + image_size=384, + pixel_mean=(0.5, 0.5, 0.5), + pixel_std=(0.5, 0.5, 0.5), + select_layer=-1, + ckpt_path="", + ) + + net = ( + HybridVisionTower( + high_res_cfg=high_res_cfg, + low_res_cfg=low_res_cfg, + freeze_high=True, + freeze_low=True, + concat_type="tuple", + ) + .bfloat16() + .cuda() + ) + high_x, low_x = net(x) + print(x.shape, high_x.shape, low_x.shape) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/processing_ursa.py b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/processing_ursa.py new file mode 100644 index 0000000000000000000000000000000000000000..f3ed0eb4175ea5b27525259c4a3724d8f1d5cfb0 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/processing_ursa.py @@ -0,0 +1,60 @@ +# Copyright (2025) Bytedance Ltd. and/or its affiliates +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at + +# http://www.apache.org/licenses/LICENSE-2.0 + +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from typing import List, Optional, Union + +from transformers.feature_extraction_utils import BatchFeature +from transformers.image_utils import ImageInput +from transformers.processing_utils import ProcessorMixin +from transformers.tokenization_utils_base import PaddingStrategy, PreTokenizedInput, TextInput, TruncationStrategy +from transformers.utils import TensorType + + +class UrsaProcessor(ProcessorMixin): + attributes = ["image_processor", "tokenizer"] + valid_kwargs = ["chat_template"] + image_processor_class = "AutoImageProcessor" + tokenizer_class = "AutoTokenizer" + + def __init__(self, image_processor=None, tokenizer=None, chat_template=None, **kwargs): + super().__init__(image_processor, tokenizer, chat_template=chat_template, **kwargs) + + def __call__( + self, + text: Union[TextInput, PreTokenizedInput, List[TextInput], List[PreTokenizedInput]] = None, + images: ImageInput = None, + padding: Union[bool, str, PaddingStrategy] = False, + truncation: Union[bool, str, TruncationStrategy] = None, + max_length=None, + return_tensors: Optional[Union[str, TensorType]] = None, # or TensorType.PYTORCH + ) -> BatchFeature: + image_inputs = {} + if images is not None: + image_inputs = self.image_processor(images, return_tensors=return_tensors) + text_inputs = self.tokenizer( + text, return_tensors=return_tensors, padding=padding, truncation=truncation, max_length=max_length + ) + return BatchFeature(data={**text_inputs, **image_inputs}) + + def decode(self, *args, **kwargs): + return self.tokenizer.decode(*args, **kwargs) + + def batch_decode(self, *args, **kwargs): + return self.tokenizer.batch_decode(*args, **kwargs) + + @property + # Copied from transformers.models.clip.processing_clip.CLIPProcessor.model_input_names + def model_input_names(self): + tokenizer_input_names = self.tokenizer.model_input_names + image_processor_input_names = self.image_processor.model_input_names + return list(dict.fromkeys(tokenizer_input_names + image_processor_input_names)) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/projector.py b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/projector.py new file mode 100644 index 0000000000000000000000000000000000000000..15f4ca3b61678667b8f472f566f7412f68828213 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/projector.py @@ -0,0 +1,100 @@ +# Copyright (c) 2023-2024 DeepSeek. +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +from typing import Tuple, Union + +import torch +import torch.nn as nn +from attrdict import AttrDict + + +class MlpProjector(nn.Module): + def __init__(self, cfg): + super().__init__() + + self.cfg = cfg + + if cfg.projector_type == "identity": + modules = nn.Identity() + + elif cfg.projector_type == "linear": + modules = nn.Linear(cfg.input_dim, cfg.n_embed) + + elif cfg.projector_type == "mlp_gelu": + mlp_depth = cfg.get("depth", 1) + modules = [nn.Linear(cfg.input_dim, cfg.n_embed)] + for _ in range(1, mlp_depth): + modules.append(nn.GELU()) + modules.append(nn.Linear(cfg.n_embed, cfg.n_embed)) + modules = nn.Sequential(*modules) + + elif cfg.projector_type == "low_high_hybrid_split_mlp_gelu": + mlp_depth = cfg.get("depth", 1) + self.high_up_proj = nn.Linear(cfg.input_dim, cfg.n_embed // 2) + self.low_up_proj = nn.Linear(cfg.input_dim, cfg.n_embed // 2) + + modules = [] + for _ in range(1, mlp_depth): + modules.append(nn.GELU()) + modules.append(nn.Linear(cfg.n_embed, cfg.n_embed)) + modules = nn.Sequential(*modules) + + else: + raise ValueError(f"Unknown projector type: {cfg.projector_type}") + + self.layers = modules + + def forward( + self, x_or_tuple: Union[Tuple[torch.Tensor, torch.Tensor], torch.Tensor] + ): + """ + + Args: + x_or_tuple (Union[Tuple[torch.Tensor, torch.Tensor], torch.Tensor]: if it is a tuple of torch.Tensor, + then it comes from the hybrid vision encoder, and x = high_res_x, low_res_x); + otherwise it is the feature from the single vision encoder. + + Returns: + x (torch.Tensor): [b, s, c] + """ + + if isinstance(x_or_tuple, tuple): + # self.cfg.projector_type == "low_high_hybrid_split_mlp_gelu": + high_x, low_x = x_or_tuple + high_x = self.high_up_proj(high_x) + low_x = self.low_up_proj(low_x) + x = torch.concat([high_x, low_x], dim=-1) + else: + x = x_or_tuple + + return self.layers(x) + + +if __name__ == "__main__": + cfg = AttrDict( + input_dim=1024, + n_embed=2048, + depth=2, + projector_type="low_high_hybrid_split_mlp_gelu", + ) + inputs = (torch.rand(4, 576, 1024), torch.rand(4, 576, 1024)) + + m = MlpProjector(cfg) + out = m(inputs) + print(out.shape) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/sam.py b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/sam.py new file mode 100644 index 0000000000000000000000000000000000000000..31159a944c928e874391883f546c3f090f40af65 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/sam.py @@ -0,0 +1,593 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. + +# This source code is licensed under the license found in the +# LICENSE file in the root directory of this source tree. + +import copy +from dataclasses import dataclass +from functools import partial +from typing import List, Optional, Tuple, Type, Union + +import torch +import torch.nn as nn +import torch.nn.functional as F + + +class MLPBlock(nn.Module): + def __init__( + self, + embedding_dim: int, + mlp_dim: int, + act: Type[nn.Module] = nn.GELU, + ) -> None: + super().__init__() + self.lin1 = nn.Linear(embedding_dim, mlp_dim) + self.lin2 = nn.Linear(mlp_dim, embedding_dim) + self.act = act() + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.lin2(self.act(self.lin1(x))) + + +# From https://github.com/facebookresearch/detectron2/blob/main/detectron2/layers/batch_norm.py # noqa +# Itself from https://github.com/facebookresearch/ConvNeXt/blob/d1fa8f6fef0a165b27399986cc2bdacc92777e40/models/convnext.py#L119 # noqa +class LayerNorm2d(nn.Module): + def __init__(self, num_channels: int, eps: float = 1e-6) -> None: + super().__init__() + self.weight = nn.Parameter(torch.ones(num_channels)) + self.bias = nn.Parameter(torch.zeros(num_channels)) + self.eps = eps + + def forward(self, x: torch.Tensor) -> torch.Tensor: + u = x.mean(1, keepdim=True) + s = (x - u).pow(2).mean(1, keepdim=True) + x = (x - u) / torch.sqrt(s + self.eps) + x = self.weight[:, None, None] * x + self.bias[:, None, None] + return x + + +# This class and its supporting functions below lightly adapted from the ViTDet backbone available at: https://github.com/facebookresearch/detectron2/blob/main/detectron2/modeling/backbone/vit.py # noqa +class ImageEncoderViT(nn.Module): + def __init__( + self, + img_size: int = 1024, + patch_size: int = 16, + in_chans: int = 3, + embed_dim: int = 768, + depth: int = 12, + num_heads: int = 12, + mlp_ratio: float = 4.0, + out_chans: int = 256, + qkv_bias: bool = True, + norm_layer: Type[nn.Module] = nn.LayerNorm, + act_layer: Type[nn.Module] = nn.GELU, + use_abs_pos: bool = True, + use_rel_pos: bool = False, + rel_pos_zero_init: bool = True, + window_size: int = 0, + global_attn_indexes: Tuple[int, ...] = (), + downsample_channels: Tuple[int, ...] = (512, 1024), + ) -> None: + """ + Args: + img_size (int): Input image size. + patch_size (int): Patch size. + in_chans (int): Number of input image channels. + embed_dim (int): Patch embedding dimension. + depth (int): Depth of ViT. + num_heads (int): Number of attention heads in each ViT block. + mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. + qkv_bias (bool): If True, add a learnable bias to query, key, value. + norm_layer (nn.Module): Normalization layer. + act_layer (nn.Module): Activation layer. + use_abs_pos (bool): If True, use absolute positional embeddings. + use_rel_pos (bool): If True, add relative positional embeddings to the attention map. + rel_pos_zero_init (bool): If True, zero initialize relative positional parameters. + window_size (int): Window size for window attention blocks. + global_attn_indexes (list): Indexes for blocks using global attention. + downsample_channels (list): Channels for downsampling layers. + """ + super().__init__() + self.img_size = img_size + + self.patch_embed = PatchEmbed( + kernel_size=(patch_size, patch_size), + stride=(patch_size, patch_size), + in_chans=in_chans, + embed_dim=embed_dim, + ) + + self.pos_embed: Optional[nn.Parameter] = None + if use_abs_pos: + # Initialize absolute positional embedding with pretrain image size. + self.pos_embed = nn.Parameter( + torch.zeros( + 1, img_size // patch_size, img_size // patch_size, embed_dim + ) + ) + + self.blocks = nn.ModuleList() + for i in range(depth): + block = Block( + dim=embed_dim, + num_heads=num_heads, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + norm_layer=norm_layer, + act_layer=act_layer, + use_rel_pos=use_rel_pos, + rel_pos_zero_init=rel_pos_zero_init, + window_size=window_size if i not in global_attn_indexes else 0, + input_size=(img_size // patch_size, img_size // patch_size), + ) + self.blocks.append(block) + + self.neck = nn.Sequential( + nn.Conv2d( + embed_dim, + out_chans, + kernel_size=1, + bias=False, + ), + LayerNorm2d(out_chans), + nn.Conv2d( + out_chans, + out_chans, + kernel_size=3, + padding=1, + bias=False, + ), + LayerNorm2d(out_chans), + ) + + in_channels = out_chans + downsamples = [] + for i in range(len(downsample_channels)): + out_channels = downsample_channels[i] + downsamples.append( + nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=2, + padding=1, + bias=False, + ) + ) + in_channels = out_channels + self.downsamples = nn.Sequential(*downsamples) + + self.sam_hd = True + if self.sam_hd: + self.hd_alpha_downsamples = nn.Parameter(torch.zeros(1)) + # self.neck_hd = nn.Linear(embed_dim, embed_dim) + self.neck_hd = copy.deepcopy(self.neck) + # self.downsamples_hd = copy.deepcopy(self.downsamples) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = self.patch_embed(x) + if self.pos_embed is not None: + x = x + self.pos_embed + + global_features = [] + for i, blk in enumerate(self.blocks): + x = blk(x) + if self.sam_hd and blk.window_size == 0: + global_features.append(x) + + x = self.neck(x.permute(0, 3, 1, 2)) + x_dtype = x.dtype + x = F.interpolate( + x.float(), size=(96, 96), mode="bilinear", align_corners=False + ).to(x_dtype) + x = self.downsamples(x) + + if self.sam_hd: + first_global_feature = self.neck_hd(global_features[0].permute(0, 3, 1, 2)) + x_dtype = first_global_feature.dtype + first_global_feature = F.interpolate( + first_global_feature.float(), + size=(96, 96), + mode="bilinear", + align_corners=False, + ) + first_global_feature = self.downsamples(first_global_feature.to(x_dtype)) + x = x + first_global_feature * self.hd_alpha_downsamples + + return x + + +class Block(nn.Module): + """Transformer blocks with support of window attention and residual propagation blocks""" + + def __init__( + self, + dim: int, + num_heads: int, + mlp_ratio: float = 4.0, + qkv_bias: bool = True, + norm_layer: Type[nn.Module] = nn.LayerNorm, + act_layer: Type[nn.Module] = nn.GELU, + use_rel_pos: bool = False, + rel_pos_zero_init: bool = True, + window_size: int = 0, + input_size: Optional[Tuple[int, int]] = None, + ) -> None: + """ + Args: + dim (int): Number of input channels. + num_heads (int): Number of attention heads in each ViT block. + mlp_ratio (float): Ratio of mlp hidden dim to embedding dim. + qkv_bias (bool): If True, add a learnable bias to query, key, value. + norm_layer (nn.Module): Normalization layer. + act_layer (nn.Module): Activation layer. + use_rel_pos (bool): If True, add relative positional embeddings to the attention map. + rel_pos_zero_init (bool): If True, zero initialize relative positional parameters. + window_size (int): Window size for window attention blocks. If it equals 0, then + use global attention. + input_size (tuple(int, int) or None): Input resolution for calculating the relative + positional parameter size. + """ + super().__init__() + self.norm1 = norm_layer(dim) + self.attn = Attention( + dim, + num_heads=num_heads, + qkv_bias=qkv_bias, + use_rel_pos=use_rel_pos, + rel_pos_zero_init=rel_pos_zero_init, + input_size=input_size if window_size == 0 else (window_size, window_size), + ) + + self.norm2 = norm_layer(dim) + self.mlp = MLPBlock( + embedding_dim=dim, mlp_dim=int(dim * mlp_ratio), act=act_layer + ) + + self.window_size = window_size + + def forward(self, x: torch.Tensor) -> torch.Tensor: + shortcut = x + x = self.norm1(x) + # Window partition + if self.window_size > 0: + H, W = x.shape[1], x.shape[2] + x, pad_hw = window_partition(x, self.window_size) + + x = self.attn(x) + # Reverse window partition + if self.window_size > 0: + x = window_unpartition(x, self.window_size, pad_hw, (H, W)) + + x = shortcut + x + x = x + self.mlp(self.norm2(x)) + + return x + + +class Attention(nn.Module): + """Multi-head Attention block with relative position embeddings.""" + + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = True, + use_rel_pos: bool = False, + rel_pos_zero_init: bool = True, + input_size: Optional[Tuple[int, int]] = None, + ) -> None: + """ + Args: + dim (int): Number of input channels. + num_heads (int): Number of attention heads. + qkv_bias (bool): If True, add a learnable bias to query, key, value. + rel_pos (bool): If True, add relative positional embeddings to the attention map. + rel_pos_zero_init (bool): If True, zero initialize relative positional parameters. + input_size (tuple(int, int) or None): Input resolution for calculating the relative + positional parameter size. + """ + super().__init__() + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = head_dim**-0.5 + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.proj = nn.Linear(dim, dim) + + self.use_rel_pos = use_rel_pos + if self.use_rel_pos: + assert ( + input_size is not None + ), "Input size must be provided if using relative positional encoding." + # initialize relative positional embeddings + self.rel_pos_h = nn.Parameter(torch.zeros(2 * input_size[0] - 1, head_dim)) + self.rel_pos_w = nn.Parameter(torch.zeros(2 * input_size[1] - 1, head_dim)) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + B, H, W, _ = x.shape + # qkv with shape (3, B, nHead, H * W, C) + qkv = ( + self.qkv(x).reshape(B, H * W, 3, self.num_heads, -1).permute(2, 0, 3, 1, 4) + ) + # q, k, v with shape (B * nHead, H * W, C) + q, k, v = qkv.reshape(3, B * self.num_heads, H * W, -1).unbind(0) + + def do_attention(q, k, v): + attn = (q * self.scale) @ k.transpose(-2, -1) + if self.use_rel_pos: + attn = add_decomposed_rel_pos( + attn, q, self.rel_pos_h, self.rel_pos_w, (H, W), (H, W) + ) + + attn = attn.softmax(dim=-1) + x = ( + (attn @ v) + .view(B, self.num_heads, H, W, -1) + .permute(0, 2, 3, 1, 4) + .reshape(B, H, W, -1) + ) + + return x + + # from haiscale.utils import on_demand_checkpoint + # x = on_demand_checkpoint(do_attention, q, k, v) + x = do_attention(q, k, v) + x = self.proj(x) + + return x + + +def window_partition( + x: torch.Tensor, window_size: int +) -> Tuple[torch.Tensor, Tuple[int, int]]: + """ + Partition into non-overlapping windows with padding if needed. + Args: + x (tensor): input tokens with [B, H, W, C]. + window_size (int): window size. + + Returns: + windows: windows after partition with [B * num_windows, window_size, window_size, C]. + (Hp, Wp): padded height and width before partition + """ + B, H, W, C = x.shape + + pad_h = (window_size - H % window_size) % window_size + pad_w = (window_size - W % window_size) % window_size + if pad_h > 0 or pad_w > 0: + x = F.pad(x, (0, 0, 0, pad_w, 0, pad_h)) + Hp, Wp = H + pad_h, W + pad_w + + x = x.view(B, Hp // window_size, window_size, Wp // window_size, window_size, C) + windows = ( + x.permute(0, 1, 3, 2, 4, 5).contiguous().view(-1, window_size, window_size, C) + ) + return windows, (Hp, Wp) + + +def window_unpartition( + windows: torch.Tensor, + window_size: int, + pad_hw: Tuple[int, int], + hw: Tuple[int, int], +) -> torch.Tensor: + """ + Window unpartition into original sequences and removing padding. + Args: + windows (tensor): input tokens with [B * num_windows, window_size, window_size, C]. + window_size (int): window size. + pad_hw (Tuple): padded height and width (Hp, Wp). + hw (Tuple): original height and width (H, W) before padding. + + Returns: + x: unpartitioned sequences with [B, H, W, C]. + """ + Hp, Wp = pad_hw + H, W = hw + B = windows.shape[0] // (Hp * Wp // window_size // window_size) + x = windows.view( + B, Hp // window_size, Wp // window_size, window_size, window_size, -1 + ) + x = x.permute(0, 1, 3, 2, 4, 5).contiguous().view(B, Hp, Wp, -1) + + if Hp > H or Wp > W: + x = x[:, :H, :W, :].contiguous() + return x + + +def get_rel_pos(q_size: int, k_size: int, rel_pos: torch.Tensor) -> torch.Tensor: + """ + Get relative positional embeddings according to the relative positions of + query and key sizes. + Args: + q_size (int): size of query q. + k_size (int): size of key k. + rel_pos (Tensor): relative position embeddings (L, C). + + Returns: + Extracted positional embeddings according to relative positions. + """ + max_rel_dist = int(2 * max(q_size, k_size) - 1) + # Interpolate rel pos if needed. + if rel_pos.shape[0] != max_rel_dist: + # Interpolate rel pos. + rel_pos_resized = F.interpolate( + rel_pos.reshape(1, rel_pos.shape[0], -1).permute(0, 2, 1), + size=max_rel_dist, + mode="linear", + ) + rel_pos_resized = rel_pos_resized.reshape(-1, max_rel_dist).permute(1, 0) + else: + rel_pos_resized = rel_pos + + # Scale the coords with short length if shapes for q and k are different. + q_coords = torch.arange(q_size)[:, None] * max(k_size / q_size, 1.0) + k_coords = torch.arange(k_size)[None, :] * max(q_size / k_size, 1.0) + relative_coords = (q_coords - k_coords) + (k_size - 1) * max(q_size / k_size, 1.0) + + return rel_pos_resized[relative_coords.long()] + + +def add_decomposed_rel_pos( + attn: torch.Tensor, + q: torch.Tensor, + rel_pos_h: torch.Tensor, + rel_pos_w: torch.Tensor, + q_size: Tuple[int, int], + k_size: Tuple[int, int], +) -> torch.Tensor: + """ + Calculate decomposed Relative Positional Embeddings from :paper:`mvitv2`. + https://github.com/facebookresearch/mvit/blob/19786631e330df9f3622e5402b4a419a263a2c80/mvit/models/attention.py # noqa B950 + Args: + attn (Tensor): attention map. + q (Tensor): query q in the attention layer with shape (B, q_h * q_w, C). + rel_pos_h (Tensor): relative position embeddings (Lh, C) for height axis. + rel_pos_w (Tensor): relative position embeddings (Lw, C) for width axis. + q_size (Tuple): spatial sequence size of query q with (q_h, q_w). + k_size (Tuple): spatial sequence size of key k with (k_h, k_w). + + Returns: + attn (Tensor): attention map with added relative positional embeddings. + """ + q_h, q_w = q_size + k_h, k_w = k_size + Rh = get_rel_pos(q_h, k_h, rel_pos_h) + Rw = get_rel_pos(q_w, k_w, rel_pos_w) + + B, _, dim = q.shape + r_q = q.reshape(B, q_h, q_w, dim) + rel_h = torch.einsum("bhwc,hkc->bhwk", r_q, Rh) + rel_w = torch.einsum("bhwc,wkc->bhwk", r_q, Rw) + + attn = ( + attn.view(B, q_h, q_w, k_h, k_w) + + rel_h[:, :, :, :, None] + + rel_w[:, :, :, None, :] + ).view(B, q_h * q_w, k_h * k_w) + + return attn + + +class PatchEmbed(nn.Module): + """ + Image to Patch Embedding. + """ + + def __init__( + self, + kernel_size: Tuple[int, int] = (16, 16), + stride: Tuple[int, int] = (16, 16), + padding: Tuple[int, int] = (0, 0), + in_chans: int = 3, + embed_dim: int = 768, + ) -> None: + """ + Args: + kernel_size (Tuple): kernel size of the projection layer. + stride (Tuple): stride of the projection layer. + padding (Tuple): padding size of the projection layer. + in_chans (int): Number of input image channels. + embed_dim (int): Patch embedding dimension. + """ + super().__init__() + + self.proj = nn.Conv2d( + in_chans, embed_dim, kernel_size=kernel_size, stride=stride, padding=padding + ) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = self.proj(x) + # B C H W -> B H W C + x = x.permute(0, 2, 3, 1) + return x + + +@dataclass +class SAMViTCfg: + image_size: Union[Tuple[int, int], int] = 1024 + width: int = 1024 + layers: int = 23 + heads: int = 16 + patch_size: int = 16 + window_size: int = 14 + prompt_embed_dim: int = 256 + global_attn_indexes: Union[List[int], Tuple[int]] = (5, 11, 17, 23) + downsample_channels: Union[List[int], Tuple[int]] = (512, 1024) + + +SAM_MODEL_CONFIG = { + "sam_vit_b": { + "width": 768, + "layers": 12, + "heads": 12, + "global_attn_indexes": [2, 5, 8, 11], + "downsample_channels": (), + }, + "sam_b_downsample": { + "width": 768, + "layers": 12, + "heads": 12, + "global_attn_indexes": [2, 5, 8, 11], + "downsample_channels": (512, 1024), + }, + "sam_vit_l": { + "width": 1024, + "layers": 24, + "heads": 16, + "global_attn_indexes": [5, 11, 17, 23], + "downsample_channels": (), + }, + "sam_vit_h": { + "width": 1280, + "layers": 32, + "heads": 16, + "global_attn_indexes": [7, 15, 23, 31], + "downsample_channels": (), + }, +} + + +def create_sam_vit( + model_name: str = "sam_b_downsample", + image_size: int = 1024, + ckpt_path: str = "", + **kwargs, +): + assert ( + model_name in SAM_MODEL_CONFIG.keys() + ), f"model name: {model_name} should be in {SAM_MODEL_CONFIG.keys()}" + + sam_cfg = SAMViTCfg(**SAM_MODEL_CONFIG[model_name]) + image_encoder = ImageEncoderViT( + depth=sam_cfg.layers, + embed_dim=sam_cfg.width, + img_size=image_size, + mlp_ratio=4, + norm_layer=partial(torch.nn.LayerNorm, eps=1e-6), + num_heads=sam_cfg.heads, + patch_size=sam_cfg.patch_size, + qkv_bias=True, + use_rel_pos=True, + global_attn_indexes=sam_cfg.global_attn_indexes, + window_size=14, + out_chans=sam_cfg.prompt_embed_dim, + downsample_channels=sam_cfg.downsample_channels, + ) + + if ckpt_path: + state_dict = torch.load(ckpt_path) + image_encoder.load_state_dict(state_dict, strict=False) + print(f"SAM-ViT restores from {ckpt_path}") + + return image_encoder + + +if __name__ == "__main__": + x = torch.zeros(2, 3, 1024, 1024).bfloat16() + # x.permute(0, 3, 1, 2) + net = create_sam_vit().bfloat16() + out = net(x) + print(x.shape, out.shape) diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/siglip_vit.py b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/siglip_vit.py new file mode 100644 index 0000000000000000000000000000000000000000..a93707baf0e3ffbd11cc04a9814b19270f703ca9 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/ursa/ursa_model/siglip_vit.py @@ -0,0 +1,681 @@ +# Copyright (c) 2023-2024 DeepSeek. +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of +# this software and associated documentation files (the "Software"), to deal in +# the Software without restriction, including without limitation the rights to +# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of +# the Software, and to permit persons to whom the Software is furnished to do so, +# subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in all +# copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS +# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR +# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER +# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN +# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + +# https://github.com/huggingface/pytorch-image-models/blob/main/timm/models/vision_transformer.py +import math +import warnings +from dataclasses import dataclass +from functools import partial +from typing import ( + Callable, + Dict, + Final, + List, + Literal, + Optional, + Sequence, + Set, + Tuple, + Type, + Union, +) + +import torch +import torch.nn as nn +import torch.nn.functional as F +from timm.layers import ( + AttentionPoolLatent, + DropPath, + LayerType, + Mlp, + PatchDropout, + PatchEmbed, + resample_abs_pos_embed, +) +from timm.models._manipulate import checkpoint_seq, named_apply + + +def _no_grad_trunc_normal_(tensor, mean, std, a, b): + # Cut & paste from PyTorch official master until it's in a few official releases - RW + # Method based on https://people.sc.fsu.edu/~jburkardt/presentations/truncated_normal.pdf + def norm_cdf(x): + # Computes standard normal cumulative distribution function + return (1.0 + math.erf(x / math.sqrt(2.0))) / 2.0 + + if (mean < a - 2 * std) or (mean > b + 2 * std): + warnings.warn( + "mean is more than 2 std from [a, b] in nn.init.trunc_normal_. " + "The distribution of values may be incorrect.", + stacklevel=2, + ) + + with torch.no_grad(): + # Values are generated by using a truncated uniform distribution and + # then using the inverse CDF for the normal distribution. + # Get upper and lower cdf values + l = norm_cdf((a - mean) / std) # noqa: E741 + u = norm_cdf((b - mean) / std) + + # Uniformly fill tensor with values from [l, u], then translate to + # [2l-1, 2u-1]. + tensor.uniform_(2 * l - 1, 2 * u - 1) + + # Use inverse cdf transform for normal distribution to get truncated + # standard normal + tensor.erfinv_() + + # Transform to proper mean, std + tensor.mul_(std * math.sqrt(2.0)) + tensor.add_(mean) + + # Clamp to ensure it's in the proper range + tensor.clamp_(min=a, max=b) + return tensor + + +def trunc_normal_(tensor, mean=0.0, std=1.0, a=-2.0, b=2.0): + # type: (torch.Tensor, float, float, float, float) -> torch.Tensor + r"""The original timm.models.layers.weight_init.trunc_normal_ can not handle bfloat16 yet, here we first + convert the tensor to float32, apply the trunc_normal_() in float32, and then convert it back to its orignal dtype. + Fills the input Tensor with values drawn from a truncated normal distribution. The values are effectively drawn + from the normal distribution :math:`\mathcal{N}(\text{mean}, \text{std}^2)` + with values outside :math:`[a, b]` redrawn until they are within + the bounds. The method used for generating the random values works + best when :math:`a \leq \text{mean} \leq b`. + Args: + tensor: an n-dimensional `torch.Tensor` + mean: the mean of the normal distribution + std: the standard deviation of the normal distribution + a: the minimum cutoff value + b: the maximum cutoff value + Examples: + >>> w = torch.empty(3, 5) + >>> nn.init.trunc_normal_(w) + """ + + with torch.no_grad(): + dtype = tensor.dtype + tensor_fp32 = tensor.float() + tensor_fp32 = _no_grad_trunc_normal_(tensor_fp32, mean, std, a, b) + tensor_dtype = tensor_fp32.to(dtype=dtype) + tensor.copy_(tensor_dtype) + + +def init_weights(self): + if self.pos_embed is not None: + trunc_normal_(self.pos_embed, std=self.pos_embed.shape[1] ** -0.5) + trunc_normal_(self.latent, std=self.latent_dim**-0.5) + + +def init_weights_vit_timm(module: nn.Module, name: str = "") -> None: + """ViT weight initialization, original timm impl (for reproducibility)""" + if isinstance(module, nn.Linear): + trunc_normal_(module.weight, std=0.02) + if module.bias is not None: + nn.init.zeros_(module.bias) + elif hasattr(module, "init_weights"): + module.init_weights() + + +class Attention(nn.Module): + fused_attn: Final[bool] + + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + qk_norm: bool = False, + attn_drop: float = 0.0, + proj_drop: float = 0.0, + norm_layer: nn.Module = nn.LayerNorm, + ) -> None: + super().__init__() + assert dim % num_heads == 0, "dim should be divisible by num_heads" + self.num_heads = num_heads + self.head_dim = dim // num_heads + self.scale = self.head_dim**-0.5 + # self.fused_attn = use_fused_attn() + self.fused_attn = True + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.q_norm = norm_layer(self.head_dim) if qk_norm else nn.Identity() + self.k_norm = norm_layer(self.head_dim) if qk_norm else nn.Identity() + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) if proj_drop > 0.0 else nn.Identity() + + def forward(self, x: torch.Tensor) -> torch.Tensor: + B, N, C = x.shape + qkv = ( + self.qkv(x) + .reshape(B, N, 3, self.num_heads, self.head_dim) + .permute(2, 0, 3, 1, 4) + ) + q, k, v = qkv.unbind(0) + q, k = self.q_norm(q), self.k_norm(k) + + if self.fused_attn: + x = F.scaled_dot_product_attention( + q, + k, + v, + dropout_p=self.attn_drop.p if self.training else 0.0, + ) + else: + q = q * self.scale + attn = q @ k.transpose(-2, -1) + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + x = attn @ v + + x = x.transpose(1, 2).reshape(B, N, C) + x = self.proj(x) + x = self.proj_drop(x) + return x + + +class LayerScale(nn.Module): + def __init__( + self, + dim: int, + init_values: float = 1e-5, + inplace: bool = False, + ) -> None: + super().__init__() + self.inplace = inplace + self.gamma = nn.Parameter(init_values * torch.ones(dim)) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return x.mul_(self.gamma) if self.inplace else x * self.gamma + + +class Block(nn.Module): + def __init__( + self, + dim: int, + num_heads: int, + mlp_ratio: float = 4.0, + qkv_bias: bool = False, + qk_norm: bool = False, + proj_drop: float = 0.0, + attn_drop: float = 0.0, + init_values: Optional[float] = None, + drop_path: float = 0.0, + act_layer: nn.Module = nn.GELU, + norm_layer: nn.Module = nn.LayerNorm, + mlp_layer: nn.Module = Mlp, + ) -> None: + super().__init__() + self.norm1 = norm_layer(dim) + self.attn = Attention( + dim, + num_heads=num_heads, + qkv_bias=qkv_bias, + qk_norm=qk_norm, + attn_drop=attn_drop, + proj_drop=proj_drop, + norm_layer=norm_layer, + ) + self.ls1 = ( + LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + ) + self.drop_path1 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + self.norm2 = norm_layer(dim) + self.mlp = mlp_layer( + in_features=dim, + hidden_features=int(dim * mlp_ratio), + act_layer=act_layer, + drop=proj_drop, + ) + self.ls2 = ( + LayerScale(dim, init_values=init_values) if init_values else nn.Identity() + ) + self.drop_path2 = DropPath(drop_path) if drop_path > 0.0 else nn.Identity() + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = x + self.drop_path1(self.ls1(self.attn(self.norm1(x)))) + x = x + self.drop_path2(self.ls2(self.mlp(self.norm2(x)))) + return x + + +class VisionTransformer(nn.Module): + """Vision Transformer + + A PyTorch impl of : `An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale` + - https://arxiv.org/abs/2010.11929 + """ + + dynamic_img_size: Final[bool] + + def __init__( + self, + img_size: Union[int, Tuple[int, int]] = 224, + patch_size: Union[int, Tuple[int, int]] = 16, + in_chans: int = 3, + num_classes: int = 1000, + global_pool: Literal["", "avg", "token", "map"] = "token", + embed_dim: int = 768, + depth: int = 12, + num_heads: int = 12, + mlp_ratio: float = 4.0, + qkv_bias: bool = True, + qk_norm: bool = False, + init_values: Optional[float] = None, + class_token: bool = True, + no_embed_class: bool = False, + reg_tokens: int = 0, + pre_norm: bool = False, + fc_norm: Optional[bool] = None, + dynamic_img_size: bool = False, + dynamic_img_pad: bool = False, + drop_rate: float = 0.0, + pos_drop_rate: float = 0.0, + patch_drop_rate: float = 0.0, + proj_drop_rate: float = 0.0, + attn_drop_rate: float = 0.0, + drop_path_rate: float = 0.0, + weight_init: Literal["skip", "jax", "jax_nlhb", "moco", ""] = "", + embed_layer: Callable = PatchEmbed, + norm_layer: Optional[LayerType] = None, + act_layer: Optional[LayerType] = None, + block_fn: Type[nn.Module] = Block, + mlp_layer: Type[nn.Module] = Mlp, + ignore_head: bool = False, + ) -> None: + """ + Args: + img_size: Input image size. + patch_size: Patch size. + in_chans: Number of image input channels. + num_classes: Mumber of classes for classification head. + global_pool: Type of global pooling for final sequence (default: 'token'). + embed_dim: Transformer embedding dimension. + depth: Depth of transformer. + num_heads: Number of attention heads. + mlp_ratio: Ratio of mlp hidden dim to embedding dim. + qkv_bias: Enable bias for qkv projections if True. + init_values: Layer-scale init values (layer-scale enabled if not None). + class_token: Use class token. + no_embed_class: Don't include position embeddings for class (or reg) tokens. + reg_tokens: Number of register tokens. + fc_norm: Pre head norm after pool (instead of before), if None, enabled when global_pool == 'avg'. + drop_rate: Head dropout rate. + pos_drop_rate: Position embedding dropout rate. + attn_drop_rate: Attention dropout rate. + drop_path_rate: Stochastic depth rate. + weight_init: Weight initialization scheme. + embed_layer: Patch embedding layer. + norm_layer: Normalization layer. + act_layer: MLP activation layer. + block_fn: Transformer block layer. + """ + super().__init__() + assert global_pool in ("", "avg", "token", "map") + assert class_token or global_pool != "token" + use_fc_norm = global_pool == "avg" if fc_norm is None else fc_norm + # norm_layer = get_norm_layer(norm_layer) or partial(nn.LayerNorm, eps=1e-6) + # act_layer = get_act_layer(act_layer) or nn.GELU + norm_layer = partial(nn.LayerNorm, eps=1e-6) + act_layer = nn.GELU + + self.num_classes = num_classes + self.global_pool = global_pool + self.num_features = self.embed_dim = ( + embed_dim # num_features for consistency with other models + ) + self.num_prefix_tokens = 1 if class_token else 0 + self.num_prefix_tokens += reg_tokens + self.num_reg_tokens = reg_tokens + self.has_class_token = class_token + self.no_embed_class = ( + no_embed_class # don't embed prefix positions (includes reg) + ) + self.dynamic_img_size = dynamic_img_size + self.grad_checkpointing = False + self.ignore_head = ignore_head + + embed_args = {} + if dynamic_img_size: + # flatten deferred until after pos embed + embed_args.update(dict(strict_img_size=False, output_fmt="NHWC")) + self.patch_embed = embed_layer( + img_size=img_size, + patch_size=patch_size, + in_chans=in_chans, + embed_dim=embed_dim, + bias=not pre_norm, # disable bias if pre-norm is used (e.g. CLIP) + dynamic_img_pad=dynamic_img_pad, + **embed_args, + ) + num_patches = self.patch_embed.num_patches + + self.cls_token = ( + nn.Parameter(torch.zeros(1, 1, embed_dim)) if class_token else None + ) + self.reg_token = ( + nn.Parameter(torch.zeros(1, reg_tokens, embed_dim)) if reg_tokens else None + ) + embed_len = ( + num_patches if no_embed_class else num_patches + self.num_prefix_tokens + ) + self.pos_embed = nn.Parameter(torch.randn(1, embed_len, embed_dim) * 0.02) + self.pos_drop = nn.Dropout(p=pos_drop_rate) + if patch_drop_rate > 0: + self.patch_drop = PatchDropout( + patch_drop_rate, + num_prefix_tokens=self.num_prefix_tokens, + ) + else: + self.patch_drop = nn.Identity() + self.norm_pre = norm_layer(embed_dim) if pre_norm else nn.Identity() + + dpr = [ + x.item() for x in torch.linspace(0, drop_path_rate, depth) + ] # stochastic depth decay rule + self.blocks = nn.Sequential( + *[ + block_fn( + dim=embed_dim, + num_heads=num_heads, + mlp_ratio=mlp_ratio, + qkv_bias=qkv_bias, + qk_norm=qk_norm, + init_values=init_values, + proj_drop=proj_drop_rate, + attn_drop=attn_drop_rate, + drop_path=dpr[i], + norm_layer=norm_layer, + act_layer=act_layer, + mlp_layer=mlp_layer, + ) + for i in range(depth) + ] + ) + self.norm = norm_layer(embed_dim) if not use_fc_norm else nn.Identity() + + # Classifier Head + if global_pool == "map": + AttentionPoolLatent.init_weights = init_weights + self.attn_pool = AttentionPoolLatent( + self.embed_dim, + num_heads=num_heads, + mlp_ratio=mlp_ratio, + norm_layer=norm_layer, + ) + else: + self.attn_pool = None + self.fc_norm = norm_layer(embed_dim) if use_fc_norm else nn.Identity() + self.head_drop = nn.Dropout(drop_rate) + self.head = ( + nn.Linear(self.embed_dim, num_classes) if num_classes > 0 else nn.Identity() + ) + + if weight_init != "skip": + self.init_weights(weight_init) + + def init_weights(self, mode: Literal["jax", "jax_nlhb", "moco", ""] = "") -> None: + assert mode in ("jax", "jax_nlhb", "moco", "") + # head_bias = -math.log(self.num_classes) if "nlhb" in mode else 0.0 + trunc_normal_(self.pos_embed, std=0.02) + if self.cls_token is not None: + nn.init.normal_(self.cls_token, std=1e-6) + named_apply(init_weights_vit_timm, self) + + @torch.jit.ignore + def no_weight_decay(self) -> Set: + return {"pos_embed", "cls_token", "dist_token"} + + @torch.jit.ignore + def group_matcher(self, coarse: bool = False) -> Dict: + return dict( + stem=r"^cls_token|pos_embed|patch_embed", # stem and embed + blocks=[(r"^blocks\.(\d+)", None), (r"^norm", (99999,))], + ) + + @torch.jit.ignore + def set_grad_checkpointing(self, enable: bool = True) -> None: + self.grad_checkpointing = enable + + @torch.jit.ignore + def get_classifier(self) -> nn.Module: + return self.head + + def reset_classifier(self, num_classes: int, global_pool=None) -> None: + self.num_classes = num_classes + if global_pool is not None: + assert global_pool in ("", "avg", "token", "map") + if global_pool == "map" and self.attn_pool is None: + assert ( + False + ), "Cannot currently add attention pooling in reset_classifier()." + elif global_pool != "map " and self.attn_pool is not None: + self.attn_pool = None # remove attention pooling + self.global_pool = global_pool + self.head = ( + nn.Linear(self.embed_dim, num_classes) if num_classes > 0 else nn.Identity() + ) + + def _pos_embed(self, x: torch.Tensor) -> torch.Tensor: + if self.dynamic_img_size: + B, H, W, C = x.shape + pos_embed = resample_abs_pos_embed( + self.pos_embed, + (H, W), + num_prefix_tokens=0 if self.no_embed_class else self.num_prefix_tokens, + ) + x = x.view(B, -1, C) + else: + pos_embed = self.pos_embed + + to_cat = [] + if self.cls_token is not None: + to_cat.append(self.cls_token.expand(x.shape[0], -1, -1)) + if self.reg_token is not None: + to_cat.append(self.reg_token.expand(x.shape[0], -1, -1)) + + if self.no_embed_class: + # deit-3, updated JAX (big vision) + # position embedding does not overlap with class token, add then concat + x = x + pos_embed + if to_cat: + x = torch.cat(to_cat + [x], dim=1) + else: + # original timm, JAX, and deit vit impl + # pos_embed has entry for class token, concat then add + if to_cat: + x = torch.cat(to_cat + [x], dim=1) + x = x + pos_embed + + return self.pos_drop(x) + + def _intermediate_layers( + self, + x: torch.Tensor, + n: Union[int, Sequence] = 1, + ) -> List[torch.Tensor]: + outputs, num_blocks = [], len(self.blocks) + take_indices = set( + range(num_blocks - n, num_blocks) if isinstance(n, int) else n + ) + + # forward pass + x = self.patch_embed(x) + x = self._pos_embed(x) + x = self.patch_drop(x) + x = self.norm_pre(x) + for i, blk in enumerate(self.blocks): + x = blk(x) + if i in take_indices: + outputs.append(x) + + return outputs + + def get_intermediate_layers( + self, + x: torch.Tensor, + n: Union[int, Sequence] = 1, + reshape: bool = False, + return_prefix_tokens: bool = False, + norm: bool = False, + ) -> Tuple[Union[torch.Tensor, Tuple[torch.Tensor]]]: + """Intermediate layer accessor (NOTE: This is a WIP experiment). + Inspired by DINO / DINOv2 interface + """ + # take last n blocks if n is an int, if in is a sequence, select by matching indices + outputs = self._intermediate_layers(x, n) + if norm: + outputs = [self.norm(out) for out in outputs] + prefix_tokens = [out[:, 0 : self.num_prefix_tokens] for out in outputs] + outputs = [out[:, self.num_prefix_tokens :] for out in outputs] + + if reshape: + grid_size = self.patch_embed.grid_size + outputs = [ + out.reshape(x.shape[0], grid_size[0], grid_size[1], -1) + .permute(0, 3, 1, 2) + .contiguous() + for out in outputs + ] + + if return_prefix_tokens: + return tuple(zip(outputs, prefix_tokens)) + return tuple(outputs) + + def forward_features(self, x: torch.Tensor) -> torch.Tensor: + x = self.patch_embed(x) + x = self._pos_embed(x) + x = self.patch_drop(x) + x = self.norm_pre(x) + if self.grad_checkpointing and not torch.jit.is_scripting(): + x = checkpoint_seq(self.blocks, x) + else: + x = self.blocks(x) + x = self.norm(x) + return x + + def forward_head(self, x: torch.Tensor, pre_logits: bool = False) -> torch.Tensor: + if self.attn_pool is not None: + x = self.attn_pool(x) + elif self.global_pool == "avg": + x = x[:, self.num_prefix_tokens :].mean(dim=1) + elif self.global_pool: + x = x[:, 0] # class token + x = self.fc_norm(x) + x = self.head_drop(x) + return x if pre_logits else self.head(x) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + x = self.forward_features(x) + if not self.ignore_head: + x = self.forward_head(x) + return x + + +@dataclass +class SigLIPVisionCfg: + width: int = 1152 + layers: Union[Tuple[int, int, int, int], int] = 27 + heads: int = 16 + patch_size: int = 14 + image_size: Union[Tuple[int, int], int] = 336 + global_pool: str = "map" + mlp_ratio: float = 3.7362 + class_token: bool = False + num_classes: int = 0 + use_checkpoint: bool = False + + +SigLIP_MODEL_CONFIG = { + "siglip_so400m_patch14_384": { + "image_size": 336, + "patch_size": 14, + "width": 1152, + "layers": 27, + "heads": 16, + "mlp_ratio": 3.7362, + "global_pool": "map", + "use_checkpoint": False, + }, + "siglip_so400m_patch14_224": { + "image_size": 224, + "patch_size": 14, + "width": 1152, + "layers": 27, + "heads": 16, + "mlp_ratio": 3.7362, + "global_pool": "map", + "use_checkpoint": False, + }, + "siglip_large_patch16_384": { + "image_size": 384, + "patch_size": 16, + "width": 1024, + "layers": 24, + "heads": 16, + "mlp_ratio": 4, + "global_pool": "map", + "use_checkpoint": False, + }, +} + + +def create_siglip_vit( + model_name: str = "siglip_so400m_patch14_384", + image_size: int = 384, + select_layer: int = -1, + ckpt_path: str = "", + **kwargs, +): + assert ( + model_name in SigLIP_MODEL_CONFIG.keys() + ), f"model name should be in {SigLIP_MODEL_CONFIG.keys()}" + + vision_cfg = SigLIPVisionCfg(**SigLIP_MODEL_CONFIG[model_name]) + + if select_layer <= 0: + layers = min(vision_cfg.layers, vision_cfg.layers + select_layer + 1) + else: + layers = min(vision_cfg.layers, select_layer) + + model = VisionTransformer( + img_size=image_size, + patch_size=vision_cfg.patch_size, + embed_dim=vision_cfg.width, + depth=layers, + num_heads=vision_cfg.heads, + mlp_ratio=vision_cfg.mlp_ratio, + class_token=vision_cfg.class_token, + global_pool=vision_cfg.global_pool, + ignore_head=kwargs.get("ignore_head", True), + weight_init=kwargs.get("weight_init", "skip"), + num_classes=0, + ) + + if ckpt_path: + state_dict = torch.load(ckpt_path, map_location="cpu") + + incompatible_keys = model.load_state_dict(state_dict, strict=False) + print( + f"SigLIP-ViT restores from {ckpt_path},\n" + f"\tincompatible_keys:', {incompatible_keys}." + ) + + return model diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/valley/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/valley/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..00f7596d3ebc4a6ba3c8f9cc7de893e16177056e Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/valley/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/valley/__pycache__/valley.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/valley/__pycache__/valley.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..26bd349a53b4da5d2010e49caddcb6d0b83fb9dc Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/valley/__pycache__/valley.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/chat_uni_vi.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/chat_uni_vi.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..a1de12206f6295dc4b44f5c5db2bcd22b56f8105 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/chat_uni_vi.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/llama_vid.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/llama_vid.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..1bca4221ac80b0bf6e467e5b4d2c75dca4f52a4e Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/llama_vid.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/video_chatgpt.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/video_chatgpt.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..707a2901735dc87346578aed7d491116fcd74ed6 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/video_chatgpt.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/videochat2.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/videochat2.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..62c0f9cf8b4bc73e7e5ffc0b4455561f58f9c0fe Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/__pycache__/videochat2.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/chat_uni_vi.py b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/chat_uni_vi.py new file mode 100644 index 0000000000000000000000000000000000000000..bb64722cac9d088a8dedc3824071b2075f3e45ac --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/chat_uni_vi.py @@ -0,0 +1,207 @@ +import torch +import warnings +import copy as cp +import numpy as np +import sys +import os +import logging +from ..base import BaseModel +from ...smp import isimg, listinstr +from ...dataset import DATASET_TYPE +from PIL import Image + + +def _get_rawvideo_dec( + video_path, + image_processor, + max_frames=64, + image_resolution=224, + video_framerate=1, + s=None, + e=None, +): + # speed up video decode via decord. + video_mask = np.zeros(max_frames, dtype=np.int64) + max_video_length = 0 + + # T x 3 x H x W + video = np.zeros((max_frames, 3, image_resolution, image_resolution), dtype=np.float64) + + if s is None: + start_time, end_time = None, None + else: + start_time = int(s) + end_time = int(e) + start_time = start_time if start_time >= 0.0 else 0.0 + end_time = end_time if end_time >= 0.0 else 0.0 + if start_time > end_time: + start_time, end_time = end_time, start_time + elif start_time == end_time: + end_time = start_time + 1 + + if os.path.exists(video_path): + from decord import VideoReader, cpu + vreader = VideoReader(video_path, ctx=cpu(0)) + else: + print(video_path) + raise FileNotFoundError + + fps = vreader.get_avg_fps() + f_start = 0 if start_time is None else int(start_time * fps) + f_end = int(min(1000000000 if end_time is None else end_time * fps, len(vreader) - 1)) + num_frames = f_end - f_start + 1 + if num_frames > 0: + # T x 3 x H x W + sample_fps = int(video_framerate) + t_stride = int(round(float(fps) / sample_fps)) + + all_pos = list(range(f_start, f_end + 1, t_stride)) + if len(all_pos) > max_frames: + sample_pos = [all_pos[_] for _ in np.linspace(0, len(all_pos) - 1, num=max_frames, dtype=int)] + else: + sample_pos = all_pos + + patch_images = [Image.fromarray(f) for f in vreader.get_batch(sample_pos).asnumpy()] + + patch_images = torch.stack( + [image_processor.preprocess(img, return_tensors='pt')['pixel_values'][0] for img in patch_images] + ) + slice_len = patch_images.shape[0] + + max_video_length = max_video_length if max_video_length > slice_len else slice_len + if slice_len < 1: + pass + else: + video[:slice_len, ...] = patch_images + + return patch_images, slice_len + else: + print('video path: {} error.'.format(video_path)) + + video_mask[:max_video_length] = [1] * max_video_length + + return torch.from_numpy(video), video_mask + + +class Chatunivi(BaseModel): + INSTALL_REQ = True + INTERLEAVE = False + VIDEO_LLM = True + # sample 1 fps (maximum 64 frames) from the video + + def __init__(self, model_path='Chat-UniVi/Chat-UniVi', **kwargs): + assert model_path is not None + try: + from ChatUniVi.model.builder import load_pretrained_model + except Exception as err: + logging.critical('Please install Chat-UniVi from https://github.com/PKU-YuanGroup/Chat-UniVi.git.') + raise err + + model_name = 'ChatUniVi' + tokenizer, model, processor, context_len = load_pretrained_model(model_path, None, model_name) + self.tokenizer = tokenizer + self.model = model + vision_tower = model.get_vision_tower() + if not vision_tower.is_loaded: + vision_tower.load_model() + image_processor = vision_tower.image_processor + self.processor = image_processor + self.context_len = context_len + self.kwargs = kwargs + self.fps = 1 + self.resolution = 224 + if 'v1.5' in model_path: + self.resolution = 336 + + def get_model_output(self, model, video_processor, tokenizer, video, qs): + from ChatUniVi.conversation import conv_templates, SeparatorStyle + from ChatUniVi.constants import ( + DEFAULT_IMAGE_PATCH_TOKEN, + DEFAULT_IMAGE_TOKEN, + IMAGE_TOKEN_INDEX, + DEFAULT_IM_START_TOKEN, + DEFAULT_IM_END_TOKEN, + MAX_IMAGE_LENGTH, + ) + from ChatUniVi.mm_utils import ( + tokenizer_image_token, + KeywordsStoppingCriteria, + ) + + mm_use_im_start_end = getattr(model.config, 'mm_use_im_start_end', False) + mm_use_im_patch_token = getattr(model.config, 'mm_use_im_patch_token', True) + if mm_use_im_patch_token: + tokenizer.add_tokens([DEFAULT_IMAGE_PATCH_TOKEN], special_tokens=True) + if mm_use_im_start_end: + tokenizer.add_tokens([DEFAULT_IM_START_TOKEN, DEFAULT_IM_END_TOKEN], special_tokens=True) + model.resize_token_embeddings(len(tokenizer)) + + if model.config.config['use_cluster']: + for n, m in model.named_modules(): + m = m.to(dtype=torch.bfloat16) + + video_frames, slice_len = _get_rawvideo_dec( + video, video_processor, max_frames=MAX_IMAGE_LENGTH, + image_resolution=self.resolution, video_framerate=self.fps + ) + + if model.config.mm_use_im_start_end: + qs = DEFAULT_IM_START_TOKEN + DEFAULT_IMAGE_TOKEN * slice_len + DEFAULT_IM_END_TOKEN + '\n' + qs + if type(qs) is dict and 'user' in qs: + qs['user'] = DEFAULT_IMAGE_TOKEN * slice_len + '\n' + qs['user'] + else: + qs = DEFAULT_IMAGE_TOKEN * slice_len + '\n' + qs + + conv = conv_templates['v1'].copy() + if type(qs) is dict and 'system' in qs: + conv.system = qs['system'] + if type(qs) is dict and 'user' in qs: + conv.append_message(conv.roles[0], qs['user']) + else: + conv.append_message(conv.roles[0], qs) + if type(qs) is dict and 'assistant' in qs: + conv.append_message(conv.roles[1], qs['assistant']) + else: + conv.append_message(conv.roles[1], None) + prompt = conv.get_prompt().strip('') + + input_ids = tokenizer_image_token(prompt, tokenizer, IMAGE_TOKEN_INDEX, return_tensors='pt').unsqueeze( + 0).cuda() + + stop_str = conv.sep if conv.sep_style != SeparatorStyle.TWO else conv.sep2 + keywords = [stop_str] + stopping_criteria = KeywordsStoppingCriteria(keywords, tokenizer, input_ids) + + with torch.inference_mode(): + output_ids = model.generate( + input_ids, + images=video_frames.half().cuda(), + do_sample=True, + temperature=0.2, + top_p=None, + num_beams=1, + output_scores=True, + return_dict_in_generate=True, + max_new_tokens=1024, + use_cache=True, + stopping_criteria=[stopping_criteria]) + + output_ids = output_ids.sequences + input_token_len = input_ids.shape[1] + n_diff_input_output = (input_ids != output_ids[:, :input_token_len]).sum().item() + if n_diff_input_output > 0: + print(f'[Warning] {n_diff_input_output} output_ids are not the same as the input_ids') + outputs = tokenizer.batch_decode(output_ids[:, input_token_len:], skip_special_tokens=True)[0] + outputs = outputs.strip() + if outputs.endswith(stop_str): + outputs = outputs[:-len(stop_str)] + outputs = outputs.strip() + return outputs + + def generate_inner(self, message, dataset=None): + if listinstr(['MLVU', 'MVBench'], dataset): + question, video = self.message_to_promptvideo_withrole(message, dataset) + else: + question, video = self.message_to_promptvideo(message) + response = self.get_model_output(self.model, self.processor, self.tokenizer, video, question) + return response diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/video_chatgpt.py b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/video_chatgpt.py new file mode 100644 index 0000000000000000000000000000000000000000..ac87208cf7f25fa0d1e67dc7908977effbf5a904 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/video_chatgpt.py @@ -0,0 +1,68 @@ +import torch +import os +import warnings +import copy as cp +import numpy as np +import sys +import logging +from ..base import BaseModel +from ...smp import isimg, listinstr +from ...dataset import DATASET_TYPE +from huggingface_hub import snapshot_download + + +class VideoChatGPT(BaseModel): + INSTALL_REQ = True + INTERLEAVE = False + VIDEO_LLM = True + # sample a video in 100 frames + + def __init__(self, model_path='MBZUAI/Video-ChatGPT-7B', dir_root=None, **kwargs): + assert model_path is not None + sys.path.append(dir_root) + try: + from video_chatgpt.eval.model_utils import initialize_model + except Exception as err: + logging.critical( + 'Please first install requirements and set the root path to use Video-ChatGPT. \ + Follow the instructions at https://github.com/mbzuai-oryx/Video-ChatGPT.' + ) + raise err + base_model_path = snapshot_download('mmaaz60/LLaVA-7B-Lightening-v1-1') + projection_path = snapshot_download(model_path) + projection_name = 'video_chatgpt-7B.bin' + projection_path = os.path.join(projection_path, projection_name) + + model, vision_tower, tokenizer, image_processor, video_token_len = initialize_model( + base_model_path, projection_path + ) + self.tokenizer = tokenizer + self.model = model + self.processor = image_processor + self.context_len = video_token_len + self.kwargs = kwargs + self.vision_tower = vision_tower + + def get_model_output(self, model, video_processor, tokenizer, video, qs): + from video_chatgpt.eval.model_utils import load_video + from video_chatgpt.inference import video_chatgpt_infer + conv_mode = 'video-chatgpt_v1' + + video_frames = load_video(video) + # Run inference on the video and questions + output = video_chatgpt_infer( + video_frames, + qs, + conv_mode, + model, + self.vision_tower, + tokenizer, + video_processor, + self.context_len, + ) + return output + + def generate_inner(self, message, dataset=None): + question, video = self.message_to_promptvideo(message) + response = self.get_model_output(self.model, self.processor, self.tokenizer, video, question) + return response diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/videochat2.py b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/videochat2.py new file mode 100644 index 0000000000000000000000000000000000000000..b7499fcbfac48dfbec85ac511da87ce575562701 --- /dev/null +++ b/VLMEvalKit-sudoku/vlmeval/vlm/video_llm/videochat2.py @@ -0,0 +1,440 @@ +import torch +import warnings +import copy as cp +import numpy as np +import sys +import os.path as osp +import os +import requests +import shutil +import huggingface_hub +import logging +from transformers import StoppingCriteria, StoppingCriteriaList +from huggingface_hub import snapshot_download +from PIL import Image +from torchvision.transforms import PILToTensor +from torchvision import transforms +from ..base import BaseModel +from ...smp import * +from ...dataset import DATASET_TYPE + + +def get_prompt(conv): + ret = conv.system + conv.sep + for role, message in conv.messages: + if message: + ret += role + ' ' + message + ' ' + conv.sep + else: + ret += role + return ret + + +def get_prompt2(conv): + ret = conv.system + conv.sep + count = 0 + for role, message in conv.messages: + count += 1 + if count == len(conv.messages): + ret += role + ' ' + message + else: + if message: + ret += role + ' ' + message + ' ' + conv.sep + else: + ret += role + return ret + + +class StoppingCriteriaSub(StoppingCriteria): + def __init__(self, stops=[], encounters=1): + super().__init__() + self.stops = stops + + def __call__(self, input_ids: torch.LongTensor, scores: torch.FloatTensor): + for stop in self.stops: + if torch.all((stop == input_ids[0][-len(stop):])).item(): + return True + return False + + +class VideoChat2_HD(BaseModel): + INSTALL_REQ = True + INTERLEAVE = False + VIDEO_LLM = True + + def __init__(self, model_path='OpenGVLab/VideoChat2_HD_stage4_Mistral_7B', + root='./Ask-Anything', config_file='./configs/videochat2_hd.json', + **kwargs): + + from peft import get_peft_model, LoraConfig, TaskType + self.config_file = config_file + self.root = root + self.model_path = model_path + + if root is None: + raise ValueError('Please set `root` to Ask-Anything directory, \ + which is cloned from here: https://github.com/OpenGVLab/Ask-Anything') + + sys.path.append(osp.join(root, 'video_chat2')) + try: + from utils.config import Config + from utils.easydict import EasyDict + from models import VideoChat2_it_hd_mistral + from dataset.hd_utils import HD_transform_padding, HD_transform_no_padding + except Exception as err: + logging.critical( + 'Please first install VideoChat2 and set the root path to use VideoChat2, ' + 'which is cloned from here: https://github.com/OpenGVLab/Ask-Anything ' + ) + raise err + + cfg = Config.from_file(self.config_file) + + def download_file(url, pth): + destination_folder = pth + # 确保目标文件夹存在 + if not os.path.exists(destination_folder): + os.makedirs(destination_folder) + + # 获取文件名 + filename = os.path.basename(url) + destination_path = os.path.join(destination_folder, filename) + if os.path.exists(destination_path): + print(f'File downloaded! No repeat download needed. Saved in {destination_path}') + return + + # 下载文件 + response = requests.get(url, stream=True) + if response.status_code == 200: + with open(destination_path, 'wb') as file: + response.raw.decode_content = True + shutil.copyfileobj(response.raw, file) + print(f'File downloaded and saved to {destination_path}') + else: + print(f'Download failed, status code: {response.status_code}') + + hf_token = os.environ.get('HUGGINGFACE_TOKEN') + huggingface_hub.login(hf_token) + videochat2_model_path = snapshot_download(repo_id=cfg.model.videochat2_model_path, repo_type='model') + cfg.model.videochat2_model_path = osp.join(videochat2_model_path, 'videochat2_mistral_7b_stage2.pth') + + mistral_model_path = snapshot_download(repo_id=cfg.model.mistral_model_path, repo_type='model') + cfg.model.mistral_model_path = mistral_model_path + + vit_blip_model_path = snapshot_download(repo_id=cfg.model.vit_blip_model_path, repo_type='model') + cfg.model.vit_blip_model_path = osp.join(vit_blip_model_path, 'umt_l16_qformer.pth') + + model = VideoChat2_it_hd_mistral(config=cfg.model) + peft_config = LoraConfig( + task_type=TaskType.CAUSAL_LM, inference_mode=False, + r=16, lora_alpha=32, lora_dropout=0., + target_modules=[ + 'q_proj', 'k_proj', 'v_proj', 'o_proj', + 'gate_proj', 'up_proj', 'down_proj', 'lm_head' + ] + ) + model.mistral_model = get_peft_model(model.mistral_model, peft_config) + stage4_model_path = snapshot_download(repo_id=model_path, repo_type='model') + state_dict = torch.load(osp.join(stage4_model_path, 'videochat2_hd_mistral_7b_stage4.pth'), 'cuda') + + if 'model' in state_dict.keys(): + model.load_state_dict(state_dict['model'], strict=False) + else: + model.load_state_dict(state_dict, strict=False) + + model = model.to(torch.device('cuda')) + model = model.eval() + self.model = model + + # position embedding + self.nframe = 16 + self.resolution = 224 + self.hd_num = 6 + new_pos_emb = self.get_sinusoid_encoding_table( + n_position=(self.resolution // 16) ** 2 * self.nframe, + cur_frame=self.nframe + ) + self.model.vision_encoder.encoder.pos_embed = new_pos_emb + + self.hd_transform = HD_transform_no_padding + + mean = (0.485, 0.456, 0.406) + std = (0.229, 0.224, 0.225) + self.transform = transforms.Compose([ + transforms.Lambda(lambda x: x.float().div(255.0)), + transforms.Normalize(mean, std) + ]) + + def get_sinusoid_encoding_table(self, n_position=784, d_hid=1024, + cur_frame=8, ckpt_num_frame=4, + pre_n_position=784): + ''' Sinusoid position encoding table ''' + # TODO: make it with torch instead of numpy + def get_position_angle_vec(position): + return [position / np.power(10000, 2 * (hid_j // 2) / d_hid) for hid_j in range(d_hid)] + + # generate checkpoint position embedding + sinusoid_table = np.array([get_position_angle_vec(pos_i) for pos_i in range(pre_n_position)]) + sinusoid_table[:, 0::2] = np.sin(sinusoid_table[:, 0::2]) # dim 2i + sinusoid_table[:, 1::2] = np.cos(sinusoid_table[:, 1::2]) # dim 2i+1 + sinusoid_table = torch.tensor(sinusoid_table, dtype=torch.float, requires_grad=False).unsqueeze(0) + + print(f'n_position: {n_position}') + print(f'pre_n_position: {pre_n_position}') + + if n_position != pre_n_position: + T = ckpt_num_frame # checkpoint frame + P = 14 # checkpoint size + C = d_hid + new_P = int((n_position // cur_frame) ** 0.5) # testing size + if new_P != 14: + print(f'Pretraining uses 14x14, but current version is {new_P}x{new_P}') + print('Interpolate the position embedding') + sinusoid_table = sinusoid_table.reshape(-1, T, P, P, C) + sinusoid_table = sinusoid_table.reshape(-1, P, P, C).permute(0, 3, 1, 2) + sinusoid_table = torch.nn.functional.interpolate( + sinusoid_table, size=(new_P, new_P), mode='bicubic', align_corners=False) + # BT, C, H, W -> BT, H, W, C -> B, T, H, W, C + sinusoid_table = sinusoid_table.permute(0, 2, 3, 1).reshape(-1, T, new_P, new_P, C) + sinusoid_table = sinusoid_table.flatten(1, 3) # B, THW, C + + if cur_frame != ckpt_num_frame: + print(f'Pretraining uses 4 frames, but current frame is {cur_frame}') + print('Interpolate the position embedding') + T = ckpt_num_frame # checkpoint frame + new_T = cur_frame # testing frame + # interpolate + P = int((n_position // cur_frame) ** 0.5) # testing size + C = d_hid + sinusoid_table = sinusoid_table.reshape(-1, T, P, P, C) + sinusoid_table = sinusoid_table.permute(0, 2, 3, 4, 1).reshape(-1, C, T) # BHW, C, T + sinusoid_table = torch.nn.functional.interpolate(sinusoid_table, size=new_T, mode='linear') + sinusoid_table = sinusoid_table.reshape(1, P, P, C, new_T).permute(0, 4, 1, 2, 3) # B, T, H, W, C + sinusoid_table = sinusoid_table.flatten(1, 3) # B, THW, C + + return sinusoid_table + + def get_index(self, bound, fps, max_frame, first_idx=0): + if bound: + start, end = bound[0], bound[1] + else: + start, end = -100000, 100000 + start_idx = max(first_idx, round(start * fps)) + end_idx = min(round(end * fps), max_frame) + seg_size = float(end_idx - start_idx) / self.nframe + frame_indices = np.array([ + int(start_idx + (seg_size / 2) + np.round(seg_size * idx)) + for idx in range(self.nframe) + ]) + return frame_indices + + def read_video(self, video_path, bound=None): + from decord import VideoReader, cpu + vr = VideoReader(video_path, ctx=cpu(0), num_threads=1) + max_frame = len(vr) - 1 + fps = float(vr.get_avg_fps()) + frame_indices = self.get_index(bound, fps, max_frame, first_idx=0) + + frames = vr.get_batch(frame_indices) + frames = frames.permute(0, 3, 1, 2) + frames = self.hd_transform(frames.float(), image_size=self.resolution, hd_num=self.hd_num) + torch_imgs = self.transform(frames) + return torch_imgs + + def ask(self, text, conv): + conv.messages.append([conv.roles[0], text]) + + def get_context_emb(self, conv, model, img_list, answer_prompt=None, print_res=False): + if answer_prompt: + prompt = get_prompt2(conv) + else: + prompt = get_prompt(conv) + if print_res: + print(prompt) + if '' in prompt: + prompt_segs = prompt.split('') + else: + prompt_segs = prompt.split('') + assert len(prompt_segs) == len(img_list) + 1, 'Unmatched numbers of image placeholders and images.' + with torch.no_grad(): + seg_tokens = [ + model.mistral_tokenizer( + seg, return_tensors='pt', add_special_tokens=i == 0).to('cuda').input_ids + # only add bos to the first seg + for i, seg in enumerate(prompt_segs) + ] + seg_embs = [model.mistral_model.base_model.model.model.embed_tokens(seg_t) for seg_t in seg_tokens] + # seg_embs = [model.mistral_model.model.embed_tokens(seg_t) for seg_t in seg_tokens] + mixed_embs = [emb for pair in zip(seg_embs[:-1], img_list) for emb in pair] + [seg_embs[-1]] + mixed_embs = torch.cat(mixed_embs, dim=1) + return mixed_embs + + def answer(self, conv, model, img_list, do_sample=True, max_new_tokens=500, num_beams=1, min_length=1, top_p=0.9, + repetition_penalty=1.0, length_penalty=1, temperature=1.0, answer_prompt=None, print_res=False): + stop_words_ids = [ + torch.tensor([2]).to('cuda'), + torch.tensor([29871, 2]).to('cuda')] # '' can be encoded in two different ways. + stopping_criteria = StoppingCriteriaList([StoppingCriteriaSub(stops=stop_words_ids)]) + + conv.messages.append([conv.roles[1], answer_prompt]) + embs = self.get_context_emb(conv, model, img_list, answer_prompt=answer_prompt, print_res=print_res) + with torch.no_grad(): + outputs = model.mistral_model.generate( + inputs_embeds=embs, + max_new_tokens=max_new_tokens, + stopping_criteria=stopping_criteria, + num_beams=num_beams, + do_sample=do_sample, + min_length=min_length, + top_p=top_p, + repetition_penalty=repetition_penalty, + length_penalty=length_penalty, + temperature=temperature, + ) + output_token = outputs[0] + if output_token[0] == 0: # the model might output a unknow token at the beginning. remove it + output_token = output_token[1:] + if output_token[0] == 1: # some users find that there is a start token at the beginning. remove it + output_token = output_token[1:] + output_text = model.mistral_tokenizer.decode(output_token, add_special_tokens=False) + output_text = output_text.split('')[0] # remove the stop sign + # output_text = output_text.split('[/INST]')[-1].strip() + conv.messages[-1][1] = output_text + '' + return output_text, output_token.cpu().numpy() + + def infer_data( + self, data_sample, system=' ', + question_prompt='', # add in the end of question + answer_prompt=None, # add in the begining of answer + system_q=False, # whether add question in the system prompt for QFormer + print_res=True, + system_llm=False + ): + assert system_q is False, 'do not support system_q now' + video = data_sample['video'] + T_, C, H, W = video.shape + video = video.reshape(1, T_, C, H, W).to('cuda') + + video_list = [] + with torch.no_grad(): + if system_q: + raise NotImplementedError + else: + video_emb, _, _ = self.model.encode_img(video, system) + video_list.append(video_emb[0]) + question = data_sample['question'] + + from utils.easydict import EasyDict + chat = EasyDict({ + 'system': system, + 'roles': ('[INST]', '[/INST]'), + 'messages': [], + 'sep': '' + }) + + if data_sample['subtitle'] != '': + subtitle = f"This video's subtitles are listed below: {data_sample['subtitle']}" + chat.messages.append([chat.roles[0], f'{subtitle}\n [/INST]']) + else: + chat.messages.append([chat.roles[0], ' [/INST]']) + + if system_llm: + prompt = system + question + question_prompt + else: + prompt = question + question_prompt + + self.ask(prompt, chat) + + llm_message = self.answer( + conv=chat, model=self.model, do_sample=False, + img_list=video_list, max_new_tokens=100, + answer_prompt=answer_prompt, print_res=print_res + )[0] + + return llm_message.strip() + + def qa_template(self, data): + question = data.split('Answer:')[0].split('\n')[0] + '\n' + question += 'Options:\n' + choices = data.split('Answer:')[0].split('\n')[1:] + choices = [item for item in choices if item != ''] # remove blank space + for idx, c in enumerate(choices): + cur_choice, cur_text = c[0], c[3:] + question += f'({cur_choice}) {cur_text}\n' + question = question.rstrip() + return question + + def split_subtitle(self, data): + if 'This video\'s subtitles are listed below' in data: + # 找到subtitle的起始和结束位置 + start_marker = 'This video\'s subtitles are listed below:' + end_marker = 'Select the best answer to the following multiple-choice question based on the video.' + + start_index = data.find(start_marker) + len(start_marker) + end_index = data.find(end_marker) + + # 提取subtitle部分 + subtitle = data[start_index:end_index].strip() + return subtitle + else: + return '' + + def generate_inner(self, message, dataset=None): + if dataset == 'Video-MME': + _, video = self.message_to_promptvideo(message) + torch_imgs = self.read_video(video) + subtitle = self.split_subtitle(message[-2]['value']) + question = self.qa_template(message[-1]['value']) + example = { + 'subtitle': subtitle, + 'video': torch_imgs, + 'question': question + } + pred_option = self.infer_data( + example, + ' ', + question_prompt='\nOnly give the best option.', + answer_prompt='Best option:(', + system_q=False, + print_res=False, + system_llm=True + ) + return_message = '(' + pred_option.split('\n')[0] + return return_message + elif listinstr(['MLVU', 'MVBench', 'TempCompass'], dataset): + question, video = self.message_to_promptvideo_withrole(message, dataset) + torch_imgs = self.read_video(video) + example = { + 'subtitle': '', + 'video': torch_imgs, + 'question': question['user'] + } + if 'assistant' not in question: + question['assistant'] = None + if question['system'] == '': + question['system'] = ' ' + pred_option = self.infer_data( + example, + question['system'], + answer_prompt=question['assistant'], + system_q=False, + print_res=False, + system_llm=True + ) + return_message = '(' + pred_option.split('\n')[0] + return return_message + else: + question, video = self.message_to_promptvideo(message) + torch_imgs = self.read_video(video) + example = { + 'subtitle': '', + 'video': torch_imgs, + 'question': f'Question:{question}\nAnswer:' + } + pred_result = self.infer_data( + example, + ' ', + system_q=False, + print_res=False, + system_llm=False + ) + return pred_result diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/__init__.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..2f2c8ddb891ea0e5314526af8c6eba0b5e8df034 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/__init__.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/sharecaptioner.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/sharecaptioner.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ec3cb8af30f13c6368519612e5d34f6bb978d3bb Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/sharecaptioner.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..9618dca974d7b18fd03c59a20ff00eb70fc546d3 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2_4KHD.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2_4KHD.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e29fb7144a1a56da105bfc473bf7adeb4ff996d5 Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2_4KHD.cpython-310.pyc differ diff --git a/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2d5.cpython-310.pyc b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2d5.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..29df0c4f6578c8d394bc2436752003150b51b0fb Binary files /dev/null and b/VLMEvalKit-sudoku/vlmeval/vlm/xcomposer/__pycache__/xcomposer2d5.cpython-310.pyc differ diff --git a/heatmap.py b/heatmap.py new file mode 100644 index 0000000000000000000000000000000000000000..174e7a1cba539ff212f5c431e683161dc236462f --- /dev/null +++ b/heatmap.py @@ -0,0 +1,35 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +def heatmap(file_path, output_path): + df = pd.read_excel(file_path) + + counts = [0] * 8 + # 统计每个标签 prediction 正确的数量 + for i in range(8): + for j in range(400 * i, 400 * (i+1)): + if df.iloc[j]["answer"] == df.iloc[j]["prediction"]: + counts[i] += 1 + counts[i] = counts[i] / 400 + counts.insert(4, 0) + # 将数量重塑为 3x3 矩阵 + matrix = [counts[0:3], counts[3:6], counts[6:9]] + + plt.figure(figsize=(6, 6)) + ax = sns.heatmap(matrix, annot=False, fmt="d", cmap="OrRd", xticklabels=[0,1,2], yticklabels=[0,1,2], vmin=0.125, vmax=0.925) + ax.set_aspect("equal") + plt.title("Correct Predictions Heatmap") + plt.xlabel("Column") + plt.ylabel("Row") + plt.savefig(output_path) + +#全图 +full_file_path = "./llava_uhd_final_ShapeGrid_sudoku_ShapeGrid.xlsx" +output_path = "./heatmap_full.png" +heatmap(full_file_path, output_path) + +#切片 +slice_file_path = "./llava_uhd_resampler_query_49_ShapeGrid_sudoku.xlsx" +output_path = "./heatmap_slice.png" +heatmap(slice_file_path, output_path) \ No newline at end of file diff --git a/heatmap_appendix.py b/heatmap_appendix.py new file mode 100644 index 0000000000000000000000000000000000000000..736ec55d4cf496cd6c3b76d421b5633267cf9419 --- /dev/null +++ b/heatmap_appendix.py @@ -0,0 +1,36 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt + +def heatmap(file_path, output_path): + df = pd.read_excel(file_path) + + counts = [0] * 9 + for i in range(9): + for j in range(200 * i, 200 * (i+1)): + if df.iloc[j]["answer"] in df.iloc[j]["prediction"]: + counts[i] += 1 + counts[i] = counts[i] / 200 + matrix = [counts[0:3], counts[3:6], counts[6:9]] + + # 绘图 + plt.figure(figsize=(6, 6)) + ax = sns.heatmap(matrix, annot=False, fmt="d", cmap="OrRd", xticklabels=[0,1,2], yticklabels=[0,1,2], vmin=0.7, vmax=0.8) + ax.set_aspect("equal") + plt.title("Correct Predictions Heatmap") + plt.xlabel("Column") + plt.ylabel("Row") + plt.savefig(output_path) + + +# Qwen2.5-VL-7B-Instruct +qwen_file_path = "./Qwen2.5-VL-7B-Instruct_ShapeGrid_sudoku_ShapeGrid.xlsx" +output_path = "./heatmap_full.png" +heatmap(qwen_file_path, output_path) + + +# MiniCPM-o-2_6 +minicpm_file_path = "./MiniCPM-o-2_6_ShapeGrid_sudoku_ShapeGrid.xlsx" +output_path = "./heatmap_slice.png" +heatmap(minicpm_file_path, output_path) +