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Kalso42
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WorldModelForMaze

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Tags:
maze
world-model
sequence-modeling
transformer
mamba
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Upload folder using huggingface_hub (part 4)

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  1. .gitattributes +3 -0
  2. out/transformer/maze_6_6_384_100/attn_after_T_C1_RWs_10M_k1.npz +3 -0
  3. out/transformer/maze_6_6_384_100/attn_after_T_C1_RWs_10M_k2.npz +3 -0
  4. out/transformer/maze_6_6_384_100/attn_after_T_C1_RWs_10M_k3.npz +3 -0
  5. out/transformer/maze_6_6_384_100/attn_after_T_ablate_C1_RWs_10M_currT.npz +3 -0
  6. out/transformer/maze_6_6_384_100/attn_after_T_ablate_C1_RWs_10M_prevT.npz +3 -0
  7. out/transformer/maze_6_6_384_100/attn_bigram_C1_RWs_10M.npz +3 -0
  8. out/transformer/maze_6_6_384_100/attn_curT_C1_RWs_10M.npz +3 -0
  9. out/transformer/maze_6_6_384_100/attn_first4_vs_iter_10M.npz +3 -0
  10. out/transformer/maze_6_6_384_100/clustering_I_node_10000.txt +11 -0
  11. out/transformer/maze_6_6_384_100/clustering_I_wall_type_10000.txt +11 -0
  12. out/transformer/maze_6_6_384_100/compression_A1_RWs_10000_100_.txt +33 -0
  13. out/transformer/maze_6_6_384_100/compression_C1_RWs_10000_100_.txt +33 -0
  14. out/transformer/maze_6_6_384_100/compression_E1_RWs_10000_100_.txt +33 -0
  15. out/transformer/maze_6_6_384_100/compression_I1_RWs_10000_100_.txt +29 -0
  16. out/transformer/maze_6_6_384_100/corrects_maze.pt +3 -0
  17. out/transformer/maze_6_6_384_100/cpress_data_A1_RWs_10000_100_.txt +0 -0
  18. out/transformer/maze_6_6_384_100/cpress_data_C1_RWs_10000_100_.txt +0 -0
  19. out/transformer/maze_6_6_384_100/cpress_data_E1_RWs_10000_100_.txt +0 -0
  20. out/transformer/maze_6_6_384_100/cpress_data_I1_RWs_10000_100_.txt +0 -0
  21. out/transformer/maze_6_6_384_100/detour_attn_analysis.png +3 -0
  22. out/transformer/maze_6_6_384_100/dist_data_A1_RWs_10000_100_.txt +0 -0
  23. out/transformer/maze_6_6_384_100/dist_data_C1_RWs_10000_100_.txt +0 -0
  24. out/transformer/maze_6_6_384_100/dist_data_E1_RWs_10000_100_.txt +0 -0
  25. out/transformer/maze_6_6_384_100/dist_data_I1_RWs_10000_100_.txt +0 -0
  26. out/transformer/maze_6_6_384_100/distinction_A1_RWs_10000_100_.txt +23 -0
  27. out/transformer/maze_6_6_384_100/distinction_C1_RWs_10000_100_.txt +23 -0
  28. out/transformer/maze_6_6_384_100/distinction_E1_RWs_10000_100_.txt +23 -0
  29. out/transformer/maze_6_6_384_100/distinction_I1_RWs_10000_100_.txt +23 -0
  30. out/transformer/maze_6_6_384_100/group_eq_taskC_10000_n100.txt +23 -0
  31. out/transformer/maze_6_6_384_100/group_eq_taskC_10000_n1000.txt +23 -0
  32. out/transformer/maze_6_6_384_100/head_ablation_C1_RWs_10M.csv +8 -0
  33. out/transformer/maze_6_6_384_100/head_ablation_C1_RWs_10M.md +10 -0
  34. out/transformer/maze_6_6_384_100/head_ablation_C1_RWs_10M.npz +3 -0
  35. out/transformer/maze_6_6_384_100/head_ablation_C1_RWs_10M.png +3 -0
  36. out/transformer/maze_6_6_384_100/head_ablation_LLLL_acc_drop_C1_RWs_9M.npz +3 -0
  37. out/transformer/maze_6_6_384_100/head_ablation_LLLL_flip_C1_RWs_9M.npz +3 -0
  38. out/transformer/maze_6_6_384_100/head_ablation_LLLL_kl_C1_RWs_9M.npz +3 -0
  39. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_10M.csv +8 -0
  40. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_10M.md +12 -0
  41. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_10M.npz +3 -0
  42. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_10M.png +3 -0
  43. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_9M.csv +8 -0
  44. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_9M.md +12 -0
  45. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_9M.npz +3 -0
  46. out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_9M.png +3 -0
  47. out/transformer/maze_6_6_384_100/head_ablation_flip_prevLLLL_C1_RWs_9M.npz +3 -0
  48. out/transformer/maze_6_6_384_100/head_ablation_flip_prevLLLL_C1_RWs_9M.png +3 -0
  49. out/transformer/maze_6_6_384_100/head_ablation_prevT_C1_RWs_10M.npz +3 -0
  50. out/transformer/maze_6_6_384_100/logit_lens_taskC.png +3 -0
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+ CLUSTERING BY NODE (cosine distance)
2
+ ============================================================
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+ Layer | Intra-class Dist | Inter-class Dist
4
+ ------------------------------------------------------------
5
+ L_1 | 0.2579 | 0.4598
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+ L_2 | 0.2394 | 0.6012
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+ L_3 | 0.2027 | 0.7447
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+ L_4 | 0.1681 | 0.7866
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+ L_5 | 0.1264 | 0.7566
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+ L_6 | 0.0095 | 0.3334
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+ L_Norm | 0.0088 | 0.3306
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+ CLUSTERING BY WALL_TYPE (cosine distance)
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+ ============================================================
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+ Layer | Intra-class Dist | Inter-class Dist
4
+ ------------------------------------------------------------
5
+ L_1 | 0.4151 | 0.1689
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+ L_2 | 0.4805 | 0.2963
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+ L_3 | 0.4851 | 0.4023
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+ L_4 | 0.4284 | 0.5243
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+ L_5 | 0.2332 | 0.5677
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+ L_6 | 0.0480 | 0.3777
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+ L_Norm | 0.0471 | 0.3671
out/transformer/maze_6_6_384_100/compression_A1_RWs_10000_100_.txt ADDED
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+ ============================================================
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+ Compression Test Results
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+ ============================================================
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+ Config: 6_6_384
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+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ No task tag mode: Disabled
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+ Training data task configuration: A1
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+ Compression test task configuration: A1
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+
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+ Mean compression precision: 0.9263
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+ Standard error: 0.0268
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+ Total valid trials: 95
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+
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+ Task-specific statistics:
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+ Task A:
20
+ Trials: 95
21
+ Precision: 0.9263
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+ Suffix accuracy: 0.8965 (2555/2850)
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+ ------------------------------------------------------------
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+ Overall Suffix Validation Statistics:
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+ Total suffixes generated: 2850
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+ Valid suffixes: 2555
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+ Invalid suffixes: 295
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+ Average accuracy per iteration: 0.8965
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+ Final overall accuracy: 0.8965
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+ Error categories:
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+ incorrect target node: 286
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+ illegal direction: 9
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+ ============================================================
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+ ============================================================
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+ Compression Test Results
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+ ============================================================
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+ Config: 6_6_384
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+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ No task tag mode: Disabled
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+ Training data task configuration: C1
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+
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+ Mean compression precision: 0.7209
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+
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+ Task-specific statistics:
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+ Task C:
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+ Trials: 43
21
+ Precision: 0.7209
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+ Suffix accuracy: 0.9132 (1178/1290)
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+ ------------------------------------------------------------
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+ Overall Suffix Validation Statistics:
25
+ Total suffixes generated: 1290
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+ Valid suffixes: 1178
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+ Invalid suffixes: 112
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+ Average accuracy per iteration: 0.9132
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+ Final overall accuracy: 0.9132
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+ Error categories:
31
+ illegal direction: 78
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+ incorrect target node: 34
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+ ============================================================
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+ ============================================================
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+ Compression Test Results
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+ ============================================================
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+ Config: 6_6_384
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+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ No task tag mode: Disabled
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+ Training data task configuration: E1
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+ Compression test task configuration: E1
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+ Mean compression precision: 0.1562
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+ Standard error: 0.0371
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+ Total valid trials: 96
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+
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+ Task-specific statistics:
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+ Task E:
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+ Trials: 96
21
+ Precision: 0.1562
22
+ Suffix accuracy: 0.9670 (2785/2880)
23
+ ------------------------------------------------------------
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+ Overall Suffix Validation Statistics:
25
+ Total suffixes generated: 2880
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+ Valid suffixes: 2785
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+ Invalid suffixes: 95
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+ Average accuracy per iteration: 0.9670
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+ Final overall accuracy: 0.9670
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+ Error categories:
31
+ illegal direction: 74
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+ incorrect target node: 21
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+ ============================================================
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+ ============================================================
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+ Compression Test Results
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+ Config: 6_6_384
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+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ Training data task configuration: I1
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+ Compression test task configuration: I1
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+
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+ Mean compression precision: 0.8889
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+ Standard error: 0.0316
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+ Total valid trials: 99
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+
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+ Task-specific statistics:
19
+ ------------------------------------------------------------
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+ Overall Suffix Validation Statistics:
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+ Total suffixes generated: 2970
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+ Valid suffixes: 2667
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+ Invalid suffixes: 303
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+ Average accuracy per iteration: 0.8980
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+ Final overall accuracy: 0.8980
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+ Error categories:
27
+ illegal direction: 177
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+ incorrect target node: 126
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+ ============================================================
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out/transformer/maze_6_6_384_100/cpress_data_C1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/cpress_data_E1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/cpress_data_I1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/detour_attn_analysis.png ADDED

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out/transformer/maze_6_6_384_100/dist_data_A1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/dist_data_C1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/dist_data_E1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/dist_data_I1_RWs_10000_100_.txt ADDED
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out/transformer/maze_6_6_384_100/distinction_A1_RWs_10000_100_.txt ADDED
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+ ============================================================
2
+ Distinction Test Results
3
+ ============================================================
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+ Config: 6_6_384
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+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ Max suffix length: 5
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+ No task tag mode: Disabled
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+ Task configuration: A1
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+ Distinction task configuration: A1
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+
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+ Task A (n=100):
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+ Precision: 0.9879 (SE: 0.0101)
17
+ Recall: 0.8650 (SE: 0.0331)
18
+ ------------------------------
19
+ ============================================================
20
+ OVERALL:
21
+ Precision: 0.9879 (SE: 0.0101)
22
+ Recall: 0.8650 (SE: 0.0331)
23
+ ============================================================
out/transformer/maze_6_6_384_100/distinction_C1_RWs_10000_100_.txt ADDED
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+ ============================================================
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+ Distinction Test Results
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+ ============================================================
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+ Config: 6_6_384
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+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ Max suffix length: 5
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+ No task tag mode: Disabled
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+ Task configuration: C1
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+ Distinction task configuration: C1
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+
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+ Task C (n=27):
16
+ Precision: 0.9580 (SE: 0.0364)
17
+ Recall: 0.8519 (SE: 0.0684)
18
+ ------------------------------
19
+ ============================================================
20
+ OVERALL:
21
+ Precision: 0.9580 (SE: 0.0364)
22
+ Recall: 0.8519 (SE: 0.0684)
23
+ ============================================================
out/transformer/maze_6_6_384_100/distinction_E1_RWs_10000_100_.txt ADDED
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1
+ ============================================================
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+ Distinction Test Results
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+ ============================================================
4
+ Config: 6_6_384
5
+ Checkpoint iteration: 10000
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+ Number of nodes: 100
7
+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ Max suffix length: 5
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+ No task tag mode: Disabled
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+ Task configuration: E1
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+ Distinction task configuration: E1
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+
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+ Task E (n=100):
16
+ Precision: 0.2933 (SE: 0.0448)
17
+ Recall: 0.9400 (SE: 0.0227)
18
+ ------------------------------
19
+ ============================================================
20
+ OVERALL:
21
+ Precision: 0.2933 (SE: 0.0448)
22
+ Recall: 0.9400 (SE: 0.0227)
23
+ ============================================================
out/transformer/maze_6_6_384_100/distinction_I1_RWs_10000_100_.txt ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ============================================================
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+ Distinction Test Results
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+ ============================================================
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+ Config: 6_6_384
5
+ Checkpoint iteration: 10000
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+ Number of nodes: 100
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+ Number of trials: 100
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+ Epsilon: 0.01
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+ Number of suffix samples: 30
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+ Max suffix length: 5
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+ No task tag mode: Disabled
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+ Task configuration: I1
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+ Distinction task configuration: I1
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+
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+ Task I (n=100):
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+ Precision: 0.9187 (SE: 0.0180)
17
+ Recall: 0.8100 (SE: 0.0392)
18
+ ------------------------------
19
+ ============================================================
20
+ OVERALL:
21
+ Precision: 0.9187 (SE: 0.0180)
22
+ Recall: 0.8100 (SE: 0.0392)
23
+ ============================================================
out/transformer/maze_6_6_384_100/group_eq_taskC_10000_n100.txt ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Group equation experiment for Task C
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+ prefix_len=50, num_trials=100
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+
4
+ Equation | N | JSD | Top1Match | HidCos
5
+ T T | 100 | 0.0002 | 97.00% | 0.9954
6
+ L R | 100 | 0.1637 | 43.00% | 0.6449
7
+ R L | 100 | 0.2016 | 33.00% | 0.5921
8
+ L L | 100 | 0.2054 | 20.00% | 0.5868
9
+ L L L L | 100 | 0.1507 | 42.00% | 0.6669
10
+ R R R R | 100 | 0.1674 | 54.00% | 0.6525
11
+ T | 100 | 0.2295 | 6.00% | 0.5222
12
+ F | 100 | 0.1839 | 45.00% | 0.5972
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+
14
+ Per-layer hidden cosine:
15
+ Equation | embed | L0 | L1 | L2 | L3 | L4 | L5 | ln_f
16
+ T T | 0.4220 | 0.8058 | 0.8306 | 0.9091 | 0.9509 | 0.9709 | 0.9954 | 0.9954
17
+ L R | 0.2819 | 0.6684 | 0.4092 | 0.3571 | 0.3450 | 0.3511 | 0.6385 | 0.6449
18
+ R L | 0.2678 | 0.6661 | 0.3900 | 0.3313 | 0.3175 | 0.3226 | 0.5854 | 0.5921
19
+ L L | 0.2678 | 0.6496 | 0.3271 | 0.2764 | 0.2618 | 0.2661 | 0.5782 | 0.5868
20
+ L L L L | 0.2383 | 0.6045 | 0.3090 | 0.2917 | 0.3420 | 0.3795 | 0.6598 | 0.6669
21
+ R R R R | 0.2546 | 0.5816 | 0.2949 | 0.3141 | 0.3685 | 0.4083 | 0.6467 | 0.6525
22
+ T | 0.3456 | 0.6360 | 0.2977 | 0.2548 | 0.2646 | 0.2356 | 0.5136 | 0.5222
23
+ F | 0.2079 | 0.5721 | 0.3013 | 0.2437 | 0.2661 | 0.3064 | 0.5898 | 0.5972
out/transformer/maze_6_6_384_100/group_eq_taskC_10000_n1000.txt ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Group equation experiment for Task C
2
+ prefix_len=50, num_trials=1000
3
+
4
+ Equation | N | JSD | Top1Match | HidCos
5
+ T T | 1000 | 0.0001 | 98.00% | 0.9959
6
+ L R | 1000 | 0.1675 | 46.30% | 0.6366
7
+ R L | 1000 | 0.1897 | 43.60% | 0.5973
8
+ L L | 1000 | 0.2026 | 22.40% | 0.5709
9
+ L L L L | 1000 | 0.1353 | 49.30% | 0.7058
10
+ R R R R | 1000 | 0.1421 | 47.10% | 0.6944
11
+ T | 1000 | 0.2290 | 8.00% | 0.5227
12
+ F | 1000 | 0.1895 | 47.70% | 0.5842
13
+
14
+ Per-layer hidden cosine:
15
+ Equation | embed | L0 | L1 | L2 | L3 | L4 | L5 | ln_f
16
+ T T | 0.4149 | 0.7987 | 0.8211 | 0.9018 | 0.9467 | 0.9697 | 0.9958 | 0.9959
17
+ L R | 0.2690 | 0.6653 | 0.4042 | 0.3463 | 0.3418 | 0.3517 | 0.6294 | 0.6366
18
+ R L | 0.2795 | 0.6667 | 0.3859 | 0.3297 | 0.3120 | 0.3187 | 0.5893 | 0.5973
19
+ L L | 0.2795 | 0.6493 | 0.3384 | 0.2824 | 0.2670 | 0.2702 | 0.5619 | 0.5709
20
+ L L L L | 0.2499 | 0.6048 | 0.3210 | 0.3088 | 0.3697 | 0.4308 | 0.6994 | 0.7058
21
+ R R R R | 0.2418 | 0.5842 | 0.3001 | 0.3071 | 0.3593 | 0.4161 | 0.6884 | 0.6944
22
+ T | 0.3386 | 0.6290 | 0.2987 | 0.2528 | 0.2573 | 0.2297 | 0.5144 | 0.5227
23
+ F | 0.2146 | 0.5725 | 0.3047 | 0.2474 | 0.2748 | 0.3068 | 0.5763 | 0.5842
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out/transformer/maze_6_6_384_100/head_ablation_C1_RWs_10M.md ADDED
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+ Baseline accuracy: 0.5112
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+
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4
+ |---|---|---|---|---|---|---|---|
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out/transformer/maze_6_6_384_100/head_ablation_flip_C1_RWs_10M.md ADDED
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+ Metric: Prediction-flip rate (vs full model)
2
+
3
+ Baseline accuracy: 0.5112
4
+
5
+ | 层 | H0 | H1 | H2 | H3 | H4 | H5 | 行最大 |
6
+ |---|---|---|---|---|---|---|---|
7
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+ Metric: Prediction-flip rate (vs full model)
2
+
3
+ Baseline accuracy: 0.7021
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+
5
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6
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