Harryis commited on
Commit
330b98e
·
verified ·
1 Parent(s): e229d72

Add files using upload-large-folder tool

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. .gitattributes +15 -0
  2. saves/qwen3b_it_frommlp_nothink_think_cube3_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  3. saves/qwen3b_it_frommlp_nothink_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  4. saves/qwen3b_it_frommlp_nothink_think_sudoku_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  5. saves/qwen3b_it_frommlp_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  6. saves/qwen3b_it_frommlp_sudoku_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  7. saves/qwen3b_it_frommlp_think_2048_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  8. saves/qwen3b_it_frommlp_think_cube3_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  9. saves/qwen3b_it_frommlp_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  10. saves/qwen3b_it_frommlp_think_sudoku_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors +3 -0
  11. saves/qwen7B_it_fromit_326_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors +3 -0
  12. saves/qwen7B_it_fromit_326_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors +3 -0
  13. saves/qwen7B_it_fromit_326_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors +3 -0
  14. saves/qwen7B_it_fromit_326_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors +3 -0
  15. saves/qwen7B_it_fromit_326_think_sudoku_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors +3 -0
  16. saves/qwen7B_it_fromit_326_think_sudoku_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors +3 -0
  17. saves/qwen7B_it_fromit_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors +3 -0
  18. saves/qwen7B_it_fromit_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors +3 -0
  19. saves/qwen7B_it_fromit_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors +3 -0
  20. saves/qwen7B_it_fromit_think_frozenlake_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors +3 -0
  21. saves/qwen7B_it_fromit_think_frozenlake_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors +3 -0
  22. saves/qwen7B_it_fromit_think_frozenlake_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors +3 -0
  23. saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors +3 -0
  24. saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors +3 -0
  25. saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors +3 -0
  26. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_0_f0e433ce35db89e5948e.table.json +0 -0
  27. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_19_4259803972f8bbda2f27.table.json +0 -0
  28. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_29_4ed1f2d439902e2c7893.table.json +0 -0
  29. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_39_0b03ad248e93cda5dec2.table.json +0 -0
  30. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_49_d5c0c8a272a5d4285dc6.table.json +0 -0
  31. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_59_24f95b0517042f7ee8cd.table.json +0 -0
  32. wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_9_a3984c9fb88fb31d8d5b.table.json +0 -0
  33. wandb/run-20251217_181044-gmt9ya4m/files/requirements.txt +317 -0
  34. wandb/run-20251217_181044-gmt9ya4m/files/wandb-metadata.json +107 -0
  35. wandb/run-20251217_181044-gmt9ya4m/run-gmt9ya4m.wandb +3 -0
  36. wandb/run-20251218_002911-rvpar64n/files/config.yaml +957 -0
  37. wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_0_65f2272c5e8c97588d57.table.json +0 -0
  38. wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_109_89d6a0e3f9947ee623bf.table.json +0 -0
  39. wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_119_1e27611f2a0a8eb67409.table.json +0 -0
  40. wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_129_696cecf84541b6b1702d.table.json +0 -0
  41. wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_139_3acc5cfa1037c4f2a2ef.table.json +0 -0
  42. wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_149_97f48d4ad9239c95667b.table.json +0 -0
  43. wandb/run-20251218_002911-rvpar64n/files/requirements.txt +316 -0
  44. wandb/run-20251218_002911-rvpar64n/files/wandb-metadata.json +107 -0
  45. wandb/run-20251218_002911-rvpar64n/files/wandb-summary.json +1 -0
  46. wandb/run-20251218_002911-rvpar64n/run-rvpar64n.wandb +3 -0
  47. wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_0_dc1fa19b166570869af2.table.json +1 -0
  48. wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_109_17a8b03ea39666636a45.table.json +0 -0
  49. wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_119_ceb8ca14ef05eea43576.table.json +0 -0
  50. wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_129_bf6472b6614c5e67157a.table.json +0 -0
.gitattributes CHANGED
@@ -635,3 +635,18 @@ wandb/run-20260112_225324-locrg3kr/run-locrg3kr.wandb filter=lfs diff=lfs merge=
635
  wandb/run-20260113_004625-rq4mvhsy/run-rq4mvhsy.wandb filter=lfs diff=lfs merge=lfs -text
636
  wandb/run-20260325_143143-hrz82uus/run-hrz82uus.wandb filter=lfs diff=lfs merge=lfs -text
637
  wandb/run-20260325_145251-yicz760y/run-yicz760y.wandb filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
635
  wandb/run-20260113_004625-rq4mvhsy/run-rq4mvhsy.wandb filter=lfs diff=lfs merge=lfs -text
636
  wandb/run-20260325_143143-hrz82uus/run-hrz82uus.wandb filter=lfs diff=lfs merge=lfs -text
637
  wandb/run-20260325_145251-yicz760y/run-yicz760y.wandb filter=lfs diff=lfs merge=lfs -text
638
+ wandb/run-20260609_202454-9uv63y2h/run-9uv63y2h.wandb filter=lfs diff=lfs merge=lfs -text
639
+ wandb/run-20260612_141210-ap7ui3xz/run-ap7ui3xz.wandb filter=lfs diff=lfs merge=lfs -text
640
+ wandb/run-20260612_154646-ckt09e1r/run-ckt09e1r.wandb filter=lfs diff=lfs merge=lfs -text
641
+ wandb/run-20260615_105943-axomix5q/run-axomix5q.wandb filter=lfs diff=lfs merge=lfs -text
642
+ wandb/run-20260618_132428-na98c0fe/run-na98c0fe.wandb filter=lfs diff=lfs merge=lfs -text
643
+ wandb/run-20260618_145841-vf6u3b3o/run-vf6u3b3o.wandb filter=lfs diff=lfs merge=lfs -text
644
+ wandb/run-20260618_171400-lld27lru/run-lld27lru.wandb filter=lfs diff=lfs merge=lfs -text
645
+ wandb/run-20260622_145256-b2cnuo8i/run-b2cnuo8i.wandb filter=lfs diff=lfs merge=lfs -text
646
+ wandb/run-20260622_145306-won3e3iq/run-won3e3iq.wandb filter=lfs diff=lfs merge=lfs -text
647
+ wandb/run-20260622_163208-xh7i5ini/run-xh7i5ini.wandb filter=lfs diff=lfs merge=lfs -text
648
+ wandb/run-20260622_163737-71557nq4/run-71557nq4.wandb filter=lfs diff=lfs merge=lfs -text
649
+ wandb/run-20260622_183609-bhcblf16/run-bhcblf16.wandb filter=lfs diff=lfs merge=lfs -text
650
+ wandb/run-20260622_183641-19mq6q1z/run-19mq6q1z.wandb filter=lfs diff=lfs merge=lfs -text
651
+ wandb/run-20251217_181044-gmt9ya4m/run-gmt9ya4m.wandb filter=lfs diff=lfs merge=lfs -text
652
+ wandb/run-20251218_002911-rvpar64n/run-rvpar64n.wandb filter=lfs diff=lfs merge=lfs -text
saves/qwen3b_it_frommlp_nothink_think_cube3_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:eeeb955c0e3feb6f9ca5f3331497c754d736456c3e175e36953043356b32b60b
3
+ size 4984818784
saves/qwen3b_it_frommlp_nothink_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fdd50f5c5d77bde0e0de4b8aa197c29965934282c0c00f784e5380fb6640e0a7
3
+ size 4995781808
saves/qwen3b_it_frommlp_nothink_think_sudoku_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:36766479f0bf96880ce5873c6f88908faa8aa72e5cbee0e501bf20836037f49b
3
+ size 4963265536
saves/qwen3b_it_frommlp_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:99407002e2722d304e04cf52210b5f363fcaa268ee08f8b876a0142006f47dce
3
+ size 4960115416
saves/qwen3b_it_frommlp_sudoku_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f1d2c5b3dbabe5d9ce05b19f4704c1b58426945b69b1ae4b3613af6abf1bd936
3
+ size 4978554632
saves/qwen3b_it_frommlp_think_2048_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3d24fff73c745eb89f2001043a4d2fbf5cc36f5748e973abccd88999571bac28
3
+ size 4956953160
saves/qwen3b_it_frommlp_think_cube3_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ed82586dfbcb0bb7d046a6f8b4f83202cf440b8b23809752ccb75d5c84548120
3
+ size 4961728376
saves/qwen3b_it_frommlp_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:16059a3ddddda32f8d9a19f8801cce1d47230c2a32a0cd46159079258cd9f294
3
+ size 4996841704
saves/qwen3b_it_frommlp_think_sudoku_sequence_multitask/global_step_200/qwen2.5_3b_actor_hf/model-00001-of-00002.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:254c227b444c1e396c638a4ba27fdc5975f76f042dc2cdd8225e7bc205c20ce3
3
+ size 4974786008
saves/qwen7B_it_fromit_326_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c9b56d6e1135d72835fcccceb3a9fcb034c6527a7292b568aa814ef50e359643
3
+ size 4980464024
saves/qwen7B_it_fromit_326_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9724d102b4144b58ab007f81a7abf3b507c497a140e7405a5bea5a068d8d3681
3
+ size 4991428728
saves/qwen7B_it_fromit_326_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b68b2c62cf1e1c7a0df95e7160a7043b65191e5b28a6fd26518a4ca60ae0e895
3
+ size 4907046216
saves/qwen7B_it_fromit_326_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:af160bd7c568ddffd79034d7e9883d4675f56a9a726eb984d98f0c51dd884de4
3
+ size 4940009560
saves/qwen7B_it_fromit_326_think_sudoku_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:993ae977a4419b211c8d6074fea59d480c5c7e53fb2493e9bb1b6fc47e9fb72c
3
+ size 4998877232
saves/qwen7B_it_fromit_326_think_sudoku_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3250a2b929932bbc7e69ff7775a41ade38fc946db44a7563e1d24a0d9d038e5e
3
+ size 4980423304
saves/qwen7B_it_fromit_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ebb8977ce55906159a639f1b9b30eac3b9badd0fe94e328fda47eb8ec9f00c80
3
+ size 4980387096
saves/qwen7B_it_fromit_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ae0ca4b0f6481080c3a232578de95bfa48807d2183c16144f53e5e63def2a071
3
+ size 4984098952
saves/qwen7B_it_fromit_think_cube3_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ea76ac181aa69ccd013da318e4afce921f2c28ed6d2fec42c5948167b3bfa156
3
+ size 4932790592
saves/qwen7B_it_fromit_think_frozenlake_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0422cd81d4f9a2e7f578a297b3fb2dbfc13c57c700264e97a1c8e18fbc32bfb6
3
+ size 4932711640
saves/qwen7B_it_fromit_think_frozenlake_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b6348aad55a1cd942c196b1b14ce801ed2dada8f4246555bf28ca0f3a9001c50
3
+ size 4984138272
saves/qwen7B_it_fromit_think_frozenlake_sequence_multitask/global_step_200/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:477e451891681781806a9ea71df140397a0fd6ee8a17f2cc380b258d53eaa6df
3
+ size 4969384944
saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00001-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:94facdb2d38e071ef0a9640b8fd9b21a8356679324021fd6a196eaff80f1cec7
3
+ size 4940049152
saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00002-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f9c8416ad1b2f88a4e245d43099a5805ec60a32fb9abe992a217fa78ca49f133
3
+ size 4892342264
saves/qwen7B_it_fromit_think_sokobanbox2_sequence_multitask/global_step_100/qwen2.5_7B_actor_hf/model-00003-of-00004.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fc04c91c00910559c1e39c606340abef27c5045a577a2004769a8902b84975bc
3
+ size 4976786856
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_0_f0e433ce35db89e5948e.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_19_4259803972f8bbda2f27.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_29_4ed1f2d439902e2c7893.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_39_0b03ad248e93cda5dec2.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_49_d5c0c8a272a5d4285dc6.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_59_24f95b0517042f7ee8cd.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/media/table/val/generations_9_a3984c9fb88fb31d8d5b.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251217_181044-gmt9ya4m/files/requirements.txt ADDED
@@ -0,0 +1,317 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ragen==0.1
2
+ ragen==0.1
3
+ colorama==0.4.6
4
+ psutil==7.1.2
5
+ ragen==0.1
6
+ setuptools==80.9.0
7
+ wheel==0.45.1
8
+ pip==25.3
9
+ ragen==0.1
10
+ pytz==2025.2
11
+ nvidia-cusparselt-cu12==0.6.2
12
+ mpmath==1.3.0
13
+ typing_extensions==4.15.0
14
+ sympy==1.13.1
15
+ pylatexenc==2.10
16
+ nvidia-cusolver-cu12==11.6.1.9
17
+ numpy==1.26.4
18
+ Markdown==3.10
19
+ absl-py==2.3.1
20
+ pyasn1_modules==0.4.2
21
+ Werkzeug==3.1.3
22
+ networkx==3.3
23
+ MarkupSafe==2.1.5
24
+ fsspec==2025.9.0
25
+ filelock==3.19.1
26
+ nvidia-cudnn-cu12==9.1.0.70
27
+ Jinja2==3.1.6
28
+ tensorboard==2.20.0
29
+ triton==3.2.0
30
+ pillow==11.3.0
31
+ xxhash==3.6.0
32
+ nvidia-nvtx-cu12==12.4.127
33
+ nvidia-nvjitlink-cu12==12.4.127
34
+ nvidia-nccl-cu12==2.21.5
35
+ nvidia-curand-cu12==10.3.5.147
36
+ wrapt==2.0.1
37
+ nvidia-cufft-cu12==11.2.1.3
38
+ pyjnius==1.7.0
39
+ nvidia-cuda-runtime-cu12==12.4.127
40
+ nvidia-cuda-nvrtc-cu12==12.4.127
41
+ websockets==15.0.1
42
+ nvidia-cuda-cupti-cu12==12.4.127
43
+ zipp==3.23.0
44
+ nvidia-cublas-cu12==12.4.5.8
45
+ nvidia-cusparse-cu12==12.3.1.170
46
+ flash_attn==2.8.3
47
+ rsa==4.9.1
48
+ einops==0.8.1
49
+ py-cpuinfo==9.0.0
50
+ pure_eval==0.2.3
51
+ ptyprocess==0.7.0
52
+ gym-notices==0.1.0
53
+ flatbuffers==25.9.23
54
+ fastrlock==0.8.3
55
+ Farama-Notifications==0.0.4
56
+ faiss-gpu==1.7.2
57
+ antlr4-python3-runtime==4.9.3
58
+ wcwidth==0.2.14
59
+ wasabi==1.1.3
60
+ uvloop==0.22.1
61
+ urllib3==2.5.0
62
+ tzdata==2025.2
63
+ typing-inspection==0.4.2
64
+ traitlets==5.14.3
65
+ tqdm==4.67.1
66
+ tomli==2.3.0
67
+ threadpoolctl==3.6.0
68
+ tenacity==9.1.2
69
+ tabulate==0.9.0
70
+ spacy-loggers==1.0.5
71
+ spacy-legacy==3.0.12
72
+ soupsieve==2.8
73
+ sniffio==1.3.1
74
+ smmap==5.0.2
75
+ six==1.17.0
76
+ shellingham==1.5.4
77
+ sentencepiece==0.2.1
78
+ scipy==1.15.3
79
+ safetensors==0.6.2
80
+ rpds-py==0.29.0
81
+ rignore==0.7.6
82
+ regex==2025.11.3
83
+ RapidFuzz==3.14.3
84
+ rank-bm25==0.2.2
85
+ pyzmq==27.1.0
86
+ PyYAML==6.0.3
87
+ pytokens==0.3.0
88
+ python-multipart==0.0.20
89
+ python-json-logger==4.0.0
90
+ python-dotenv==1.2.1
91
+ PySocks==1.7.1
92
+ pyparsing==3.2.5
93
+ PyJWT==2.10.1
94
+ Pygments==2.19.2
95
+ pygame==2.6.1
96
+ pydantic_core==2.41.5
97
+ pycparser==2.23
98
+ pycountry==24.6.1
99
+ pybind11==3.0.1
100
+ pyarrow==22.0.0
101
+ psutil==7.1.3
102
+ protobuf==4.25.8
103
+ propcache==0.4.1
104
+ prometheus_client==0.23.1
105
+ platformdirs==4.5.0
106
+ pexpect==4.9.0
107
+ pathspec==0.12.1
108
+ partial-json-parser==0.2.1.1.post6
109
+ parso==0.8.5
110
+ packaging==25.0
111
+ orjson==3.11.4
112
+ opentelemetry-semantic-conventions-ai==0.4.13
113
+ opencv-python-headless==4.12.0.88
114
+ ninja==1.13.0
115
+ nest-asyncio==1.6.0
116
+ mypy_extensions==1.1.0
117
+ murmurhash==1.0.15
118
+ multidict==6.7.0
119
+ msgspec==0.19.0
120
+ msgpack==1.1.2
121
+ mdurl==0.1.2
122
+ loguru==0.7.3
123
+ llvmlite==0.44.0
124
+ llguidance==0.7.30
125
+ lark==1.2.2
126
+ kiwisolver==1.4.9
127
+ joblib==1.5.2
128
+ jiter==0.12.0
129
+ itsdangerous==2.2.0
130
+ interegular==0.3.3
131
+ ImageIO==2.37.2
132
+ idna==3.11
133
+ humanfriendly==10.0
134
+ httpx-sse==0.4.3
135
+ httptools==0.7.1
136
+ html2text==2025.4.15
137
+ hf-xet==1.2.0
138
+ h11==0.16.0
139
+ grpcio==1.76.0
140
+ frozenlist==1.8.0
141
+ fonttools==4.60.1
142
+ executing==2.2.1
143
+ exceptiongroup==1.3.0
144
+ eval_type_backport==0.2.2
145
+ docstring_parser==0.17.0
146
+ dnspython==2.8.0
147
+ distro==1.9.0
148
+ diskcache==5.6.3
149
+ dill==0.4.0
150
+ decorator==5.2.1
151
+ debugpy==1.8.17
152
+ Cython==3.2.1
153
+ cymem==2.0.13
154
+ cycler==0.12.1
155
+ cupy-cuda12x==13.6.0
156
+ contourpy==1.3.2
157
+ colorama==0.4.6
158
+ codetiming==1.4.0
159
+ cloudpickle==3.1.2
160
+ cloudpathlib==0.23.0
161
+ click==8.3.1
162
+ charset-normalizer==3.4.4
163
+ certifi==2025.11.12
164
+ catalogue==2.0.10
165
+ cachetools==6.2.2
166
+ blis==1.3.2
167
+ blinker==1.9.0
168
+ blake3==1.0.8
169
+ attrs==25.4.0
170
+ async-timeout==5.0.1
171
+ asttokens==3.0.1
172
+ astor==0.8.1
173
+ annotated-types==0.7.0
174
+ annotated-doc==0.0.4
175
+ airportsdata==20250909
176
+ aiohappyeyeballs==2.6.1
177
+ yarl==1.22.0
178
+ uvicorn==0.38.0
179
+ typer-slim==0.20.0
180
+ thefuzz==0.22.1
181
+ stack-data==0.6.3
182
+ srsly==2.5.1
183
+ smart_open==7.5.0
184
+ sentry-sdk==2.44.0
185
+ scikit-learn==1.7.2
186
+ requests==2.32.5
187
+ referencing==0.37.0
188
+ python-dateutil==2.9.0.post0
189
+ pydantic==2.12.4
190
+ prompt_toolkit==3.0.52
191
+ preshed==3.0.11
192
+ opentelemetry-proto==1.26.0
193
+ omegaconf==2.3.0
194
+ numba==0.61.2
195
+ nltk==3.9.2
196
+ multiprocess==0.70.18
197
+ matplotlib-inline==0.2.1
198
+ markdown-it-py==4.0.0
199
+ jedi==0.19.2
200
+ importlib_metadata==8.0.0
201
+ httpcore==1.0.9
202
+ gymnasium==1.2.2
203
+ gym==0.26.2
204
+ googleapis-common-protos==1.72.0
205
+ gitdb==4.0.12
206
+ gguf==0.17.1
207
+ Flask==3.1.2
208
+ faiss-cpu==1.13.0
209
+ email-validator==2.3.0
210
+ depyf==0.18.0
211
+ Deprecated==1.3.1
212
+ coloredlogs==15.0.1
213
+ cffi==2.0.0
214
+ black==25.11.0
215
+ beautifulsoup4==4.14.2
216
+ anyio==4.11.0
217
+ aiosignal==1.4.0
218
+ watchfiles==1.1.1
219
+ tiktoken==0.12.0
220
+ starlette==0.49.3
221
+ sse-starlette==3.0.3
222
+ rich==14.2.0
223
+ pydantic-settings==2.12.0
224
+ pydantic-extra-types==2.10.6
225
+ pandas==2.3.3
226
+ opentelemetry-exporter-otlp-proto-common==1.26.0
227
+ onnxruntime==1.23.2
228
+ matplotlib==3.10.7
229
+ lm-format-enforcer==0.10.12
230
+ jsonschema-specifications==2025.9.1
231
+ ipython==8.37.0
232
+ hydra-core==1.3.2
233
+ huggingface-hub==0.36.0
234
+ httpx==0.28.1
235
+ gym-sokoban==0.0.6
236
+ GitPython==3.1.45
237
+ cryptography==46.0.3
238
+ confection==0.1.5
239
+ cleantext==1.1.4
240
+ aiohttp==3.13.2
241
+ weasel==0.4.3
242
+ wandb==0.23.0
243
+ typer==0.19.2
244
+ virtualenv==20.35.4
245
+ pyasn1==0.6.1
246
+ torch==2.6.0
247
+ tokenizers==0.22.1
248
+ thinc==8.3.9
249
+ rich-toolkit==0.15.1
250
+ prometheus-fastapi-instrumentator==7.1.0
251
+ openai==2.8.0
252
+ jsonschema==4.25.1
253
+ gdown==5.2.0
254
+ fastapi==0.121.2
255
+ anthropic==0.73.0
256
+ xformers==0.0.29.post2
257
+ transformers==4.57.1
258
+ proto-plus==1.26.1
259
+ torchvision==0.21.0
260
+ torchdata==0.11.0
261
+ torchaudio==2.6.0
262
+ together==1.5.30
263
+ tensordict==0.8.3
264
+ spacy==3.8.9
265
+ ray==2.51.1
266
+ outlines_core==0.1.26
267
+ mistral_common==1.8.5
268
+ mcp==1.21.1
269
+ fastapi-cloud-cli==0.3.1
270
+ fastapi-cli==0.0.16
271
+ datasets==4.4.1
272
+ accelerate==1.11.0
273
+ xgrammar==0.1.18
274
+ pyserini==1.2.0
275
+ peft==0.18.0
276
+ outlines==0.1.11
277
+ opentelemetry-exporter-otlp-proto-http==1.26.0
278
+ opentelemetry-exporter-otlp-proto-grpc==1.26.0
279
+ kimina-client==0.2.1
280
+ compressed-tensors==0.9.3
281
+ opentelemetry-exporter-otlp==1.26.0
282
+ vllm==0.8.5
283
+ py-spy==0.4.1
284
+ opencensus-context==0.1.3
285
+ distlib==0.4.0
286
+ colorful==0.5.8
287
+ tensorboard-data-server==0.7.2
288
+ google-auth==2.43.0
289
+ google-api-core==2.28.1
290
+ aiohttp-cors==0.8.1
291
+ opentelemetry-exporter-prometheus==0.59b0
292
+ opencensus==0.11.4
293
+ verl==0.5.0.dev0
294
+ opentelemetry-api==1.38.0
295
+ opentelemetry-semantic-conventions==0.59b0
296
+ opentelemetry-sdk==1.38.0
297
+ typeguard==4.4.4
298
+ shtab==1.8.0
299
+ tyro==0.9.35
300
+ ragen==0.1
301
+ verl==0.5.0.dev0
302
+ autocommand==2.2.2
303
+ backports.tarfile==1.2.0
304
+ importlib_metadata==8.0.0
305
+ inflect==7.3.1
306
+ jaraco.collections==5.1.0
307
+ jaraco.context==5.3.0
308
+ jaraco.functools==4.0.1
309
+ jaraco.text==3.12.1
310
+ more-itertools==10.3.0
311
+ packaging==24.2
312
+ platformdirs==4.2.2
313
+ tomli==2.0.1
314
+ typeguard==4.3.0
315
+ typing_extensions==4.12.2
316
+ wheel==0.45.1
317
+ zipp==3.19.2
wandb/run-20251217_181044-gmt9ya4m/files/wandb-metadata.json ADDED
@@ -0,0 +1,107 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "os": "Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35",
3
+ "python": "CPython 3.10.19",
4
+ "startedAt": "2025-12-17T10:10:44.556087Z",
5
+ "args": [
6
+ "--node-ip-address=10.119.27.78",
7
+ "--node-manager-port=41421",
8
+ "--object-store-name=/tmp/ray/session_2025-12-17_18-05-42_500681_3063231/sockets/plasma_store",
9
+ "--raylet-name=/tmp/ray/session_2025-12-17_18-05-42_500681_3063231/sockets/raylet",
10
+ "--redis-address=None",
11
+ "--metrics-agent-port=61299",
12
+ "--logging-rotate-bytes=536870912",
13
+ "--logging-rotate-backup-count=5",
14
+ "--runtime-env-agent-port=59463",
15
+ "--gcs-address=10.119.27.78:63728",
16
+ "--session-name=session_2025-12-17_18-05-42_500681_3063231",
17
+ "--temp-dir=/tmp/ray",
18
+ "--webui=127.0.0.1:8265",
19
+ "--cluster-id=2ddcee66055a87d987e443aaa38e466d6dd89eaa28874f46b3b89634",
20
+ "--startup-token=112",
21
+ "--worker-launch-time-ms=1765965957439",
22
+ "--node-id=76ae8a39a46e9c36fd57a7bc41e66d1a96287204c884155cae8cd326",
23
+ "--runtime-env-hash=-839022692"
24
+ ],
25
+ "program": "/root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py",
26
+ "git": {
27
+ "remote": "https://github.com/mll-lab-nu/RAGEN.git",
28
+ "commit": "8d73639b99b38265453f898b8d6af7d4af50d56e"
29
+ },
30
+ "email": "haoyu-wa22@mails.tsinghua.edu.cn",
31
+ "root": "/mnt/general/wanghy/RAGEN",
32
+ "host": "pt-4d654cf4576f4d23ad3d3919f12932fe-worker-0",
33
+ "executable": "/root/local/miniconda3/envs/ragen/bin/python",
34
+ "cpu_count": 64,
35
+ "cpu_count_logical": 128,
36
+ "gpu": "NVIDIA H100 80GB HBM3",
37
+ "gpu_count": 8,
38
+ "disk": {
39
+ "/": {
40
+ "total": "5153960755200",
41
+ "used": "445609992192"
42
+ }
43
+ },
44
+ "memory": {
45
+ "total": "2163642122240"
46
+ },
47
+ "gpu_nvidia": [
48
+ {
49
+ "name": "NVIDIA H100 80GB HBM3",
50
+ "memoryTotal": "85520809984",
51
+ "cudaCores": 16896,
52
+ "architecture": "Hopper",
53
+ "uuid": "GPU-35e2d43d-4067-82ce-90d4-def9e389bf28"
54
+ },
55
+ {
56
+ "name": "NVIDIA H100 80GB HBM3",
57
+ "memoryTotal": "85520809984",
58
+ "cudaCores": 16896,
59
+ "architecture": "Hopper",
60
+ "uuid": "GPU-af4135e3-88f2-e9ac-518d-502c75a85429"
61
+ },
62
+ {
63
+ "name": "NVIDIA H100 80GB HBM3",
64
+ "memoryTotal": "85520809984",
65
+ "cudaCores": 16896,
66
+ "architecture": "Hopper",
67
+ "uuid": "GPU-d7fdeeba-fe9b-ec03-d9f7-6724fe4266b5"
68
+ },
69
+ {
70
+ "name": "NVIDIA H100 80GB HBM3",
71
+ "memoryTotal": "85520809984",
72
+ "cudaCores": 16896,
73
+ "architecture": "Hopper",
74
+ "uuid": "GPU-ccc4f668-3882-5a8e-2c07-c5cd08f6f666"
75
+ },
76
+ {
77
+ "name": "NVIDIA H100 80GB HBM3",
78
+ "memoryTotal": "85520809984",
79
+ "cudaCores": 16896,
80
+ "architecture": "Hopper",
81
+ "uuid": "GPU-7b73c0cf-d3d5-e10c-7176-a43be1e41001"
82
+ },
83
+ {
84
+ "name": "NVIDIA H100 80GB HBM3",
85
+ "memoryTotal": "85520809984",
86
+ "cudaCores": 16896,
87
+ "architecture": "Hopper",
88
+ "uuid": "GPU-81b58d94-5d1f-8ec2-f9d2-fd56172ed177"
89
+ },
90
+ {
91
+ "name": "NVIDIA H100 80GB HBM3",
92
+ "memoryTotal": "85520809984",
93
+ "cudaCores": 16896,
94
+ "architecture": "Hopper",
95
+ "uuid": "GPU-03e8bc66-3b44-6794-49fd-5392fbdda6d1"
96
+ },
97
+ {
98
+ "name": "NVIDIA H100 80GB HBM3",
99
+ "memoryTotal": "85520809984",
100
+ "cudaCores": 16896,
101
+ "architecture": "Hopper",
102
+ "uuid": "GPU-b7cf0ec6-7c29-1179-dceb-09565da51890"
103
+ }
104
+ ],
105
+ "cudaVersion": "12.4",
106
+ "writerId": "j1xwwasyxj91tdl2zaayvenahfskdk12"
107
+ }
wandb/run-20251217_181044-gmt9ya4m/run-gmt9ya4m.wandb ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2f6f7ffaacc9f3c692308f9bf262d370ffba9e172fe9bdbf0936d3ee9128bbde
3
+ size 3112960
wandb/run-20251218_002911-rvpar64n/files/config.yaml ADDED
@@ -0,0 +1,957 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ _wandb:
2
+ value:
3
+ cli_version: 0.23.0
4
+ e:
5
+ njarcpfygcjesmmm70p4rrjv1cotg2gd:
6
+ args:
7
+ - --node-ip-address=10.119.27.78
8
+ - --node-manager-port=35485
9
+ - --object-store-name=/tmp/ray/session_2025-12-18_00-26-52_186839_3142092/sockets/plasma_store
10
+ - --raylet-name=/tmp/ray/session_2025-12-18_00-26-52_186839_3142092/sockets/raylet
11
+ - --redis-address=None
12
+ - --metrics-agent-port=59068
13
+ - --logging-rotate-bytes=536870912
14
+ - --logging-rotate-backup-count=5
15
+ - --runtime-env-agent-port=43498
16
+ - --gcs-address=10.119.27.78:61419
17
+ - --session-name=session_2025-12-18_00-26-52_186839_3142092
18
+ - --temp-dir=/tmp/ray
19
+ - --webui=127.0.0.1:8265
20
+ - --cluster-id=52220b6b026ccd914d54b182fcb0276082c8b547352cad394dcdc383
21
+ - --startup-token=112
22
+ - --worker-launch-time-ms=1765988823247
23
+ - --node-id=0f24ee8c462b01dc7da3cd3536184faed96f0dc0310b24b436e64181
24
+ - --runtime-env-hash=-839022692
25
+ cpu_count: 64
26
+ cpu_count_logical: 128
27
+ cudaVersion: "12.4"
28
+ disk:
29
+ /:
30
+ total: "5153960755200"
31
+ used: "446199672832"
32
+ email: haoyu-wa22@mails.tsinghua.edu.cn
33
+ executable: /root/local/miniconda3/envs/ragen/bin/python
34
+ git:
35
+ commit: 8d73639b99b38265453f898b8d6af7d4af50d56e
36
+ remote: https://github.com/mll-lab-nu/RAGEN.git
37
+ gpu: NVIDIA H100 80GB HBM3
38
+ gpu_count: 8
39
+ gpu_nvidia:
40
+ - architecture: Hopper
41
+ cudaCores: 16896
42
+ memoryTotal: "85520809984"
43
+ name: NVIDIA H100 80GB HBM3
44
+ uuid: GPU-35e2d43d-4067-82ce-90d4-def9e389bf28
45
+ - architecture: Hopper
46
+ cudaCores: 16896
47
+ memoryTotal: "85520809984"
48
+ name: NVIDIA H100 80GB HBM3
49
+ uuid: GPU-af4135e3-88f2-e9ac-518d-502c75a85429
50
+ - architecture: Hopper
51
+ cudaCores: 16896
52
+ memoryTotal: "85520809984"
53
+ name: NVIDIA H100 80GB HBM3
54
+ uuid: GPU-d7fdeeba-fe9b-ec03-d9f7-6724fe4266b5
55
+ - architecture: Hopper
56
+ cudaCores: 16896
57
+ memoryTotal: "85520809984"
58
+ name: NVIDIA H100 80GB HBM3
59
+ uuid: GPU-ccc4f668-3882-5a8e-2c07-c5cd08f6f666
60
+ - architecture: Hopper
61
+ cudaCores: 16896
62
+ memoryTotal: "85520809984"
63
+ name: NVIDIA H100 80GB HBM3
64
+ uuid: GPU-7b73c0cf-d3d5-e10c-7176-a43be1e41001
65
+ - architecture: Hopper
66
+ cudaCores: 16896
67
+ memoryTotal: "85520809984"
68
+ name: NVIDIA H100 80GB HBM3
69
+ uuid: GPU-81b58d94-5d1f-8ec2-f9d2-fd56172ed177
70
+ - architecture: Hopper
71
+ cudaCores: 16896
72
+ memoryTotal: "85520809984"
73
+ name: NVIDIA H100 80GB HBM3
74
+ uuid: GPU-03e8bc66-3b44-6794-49fd-5392fbdda6d1
75
+ - architecture: Hopper
76
+ cudaCores: 16896
77
+ memoryTotal: "85520809984"
78
+ name: NVIDIA H100 80GB HBM3
79
+ uuid: GPU-b7cf0ec6-7c29-1179-dceb-09565da51890
80
+ host: pt-4d654cf4576f4d23ad3d3919f12932fe-worker-0
81
+ memory:
82
+ total: "2163642122240"
83
+ os: Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35
84
+ program: /root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py
85
+ python: CPython 3.10.19
86
+ root: /mnt/general/wanghy/RAGEN
87
+ startedAt: "2025-12-17T16:29:11.122996Z"
88
+ writerId: njarcpfygcjesmmm70p4rrjv1cotg2gd
89
+ m: []
90
+ python_version: 3.10.19
91
+ t:
92
+ "1":
93
+ - 1
94
+ - 5
95
+ - 11
96
+ - 30
97
+ - 41
98
+ - 49
99
+ - 50
100
+ - 51
101
+ - 53
102
+ - 71
103
+ - 95
104
+ - 97
105
+ - 98
106
+ - 105
107
+ "2":
108
+ - 1
109
+ - 5
110
+ - 11
111
+ - 30
112
+ - 41
113
+ - 49
114
+ - 50
115
+ - 51
116
+ - 53
117
+ - 71
118
+ - 95
119
+ - 97
120
+ - 98
121
+ - 105
122
+ "3":
123
+ - 2
124
+ - 13
125
+ - 16
126
+ - 61
127
+ "4": 3.10.19
128
+ "5": 0.23.0
129
+ "6": 4.57.1
130
+ "12": 0.23.0
131
+ "13": linux-x86_64
132
+ actor_rollout_ref:
133
+ value:
134
+ actor:
135
+ _target_: verl.workers.config.FSDPActorConfig
136
+ checkpoint:
137
+ _target_: verl.trainer.config.CheckpointConfig
138
+ async_save: false
139
+ load_contents:
140
+ - model
141
+ - optimizer
142
+ - extra
143
+ save_contents:
144
+ - model
145
+ - optimizer
146
+ - extra
147
+ clip_ratio: 0.2
148
+ clip_ratio_c: 3
149
+ clip_ratio_high: 0.28
150
+ clip_ratio_low: 0.2
151
+ entropy_checkpointing: false
152
+ entropy_coeff: 0.001
153
+ entropy_from_logits_with_chunking: false
154
+ freeze_vision_tower: false
155
+ fsdp_config:
156
+ _target_: verl.workers.config.FSDPEngineConfig
157
+ entropy_checkpointing: false
158
+ entropy_from_logits_with_chunking: false
159
+ forward_only: false
160
+ forward_prefetch: false
161
+ fsdp_size: -1
162
+ model_dtype: fp32
163
+ offload_policy: false
164
+ optimizer_offload: false
165
+ param_offload: false
166
+ reshard_after_forward: true
167
+ strategy: fsdp
168
+ ulysses_sequence_parallel_size: 1
169
+ use_orig_params: false
170
+ use_torch_compile: true
171
+ wrap_policy:
172
+ min_num_params: 0
173
+ grad_clip: 1
174
+ grpo_advantage_length_weight: false
175
+ kl_loss_coef: 0
176
+ kl_loss_type: kl
177
+ loss_agg_mode: token-mean
178
+ optim:
179
+ _target_: verl.workers.config.FSDPOptimizerConfig
180
+ betas:
181
+ - 0.9
182
+ - 0.999
183
+ clip_grad: 1
184
+ lr: 1e-06
185
+ lr_warmup_steps: -1
186
+ lr_warmup_steps_ratio: 0
187
+ min_lr_ratio: 0
188
+ num_cycles: 0.5
189
+ total_training_steps: 200
190
+ warmup_style: constant
191
+ weight_decay: 0.01
192
+ policy_loss:
193
+ _target_: verl.workers.config.PolicyLossConfig
194
+ clip_cov_lb: 1
195
+ clip_cov_ratio: 0.0002
196
+ clip_cov_ub: 5
197
+ kl_cov_ratio: 0.0002
198
+ loss_mode: vanilla
199
+ ppo_kl_coef: 0.1
200
+ ppo_epochs: 1
201
+ ppo_max_token_len_per_gpu: 16384
202
+ ppo_micro_batch_size: null
203
+ ppo_micro_batch_size_per_gpu: 1
204
+ ppo_mini_batch_size: 32
205
+ profiler:
206
+ _target_: verl.utils.profiler.ProfilerConfig
207
+ all_ranks: false
208
+ enable: false
209
+ ranks: []
210
+ save_path: outputs/profile
211
+ tool: null
212
+ tool_config:
213
+ npu:
214
+ _target_: verl.utils.profiler.config.NPUToolConfig
215
+ analysis: true
216
+ contents: []
217
+ discrete: false
218
+ level: level1
219
+ nsys:
220
+ _target_: verl.utils.profiler.config.NsightToolConfig
221
+ discrete: false
222
+ torch:
223
+ _target_: verl.utils.profiler.config.TorchProfilerToolConfig
224
+ step_end: null
225
+ step_start: 0
226
+ torch_memory:
227
+ _target_: verl.utils.profiler.config.TorchMemoryToolConfig
228
+ stack_depth: 32
229
+ trace_alloc_max_entries: 100000
230
+ shuffle: false
231
+ strategy: fsdp
232
+ tis_imp_ratio_cap: -1
233
+ ulysses_sequence_parallel_size: 1
234
+ use_dynamic_bsz: false
235
+ use_fused_kernels: false
236
+ use_kl_loss: false
237
+ use_ref: true
238
+ use_remove_padding: false
239
+ use_torch_compile: true
240
+ hybrid_engine: true
241
+ model:
242
+ _target_: verl.workers.config.HFModelConfig
243
+ custom_chat_template: null
244
+ enable_activation_offload: false
245
+ enable_gradient_checkpointing: true
246
+ exclude_modules: null
247
+ external_lib: null
248
+ fused_kernel_options:
249
+ impl_backend: torch
250
+ hf_config_path: null
251
+ lora_alpha: 16
252
+ lora_rank: 0
253
+ path: Qwen/Qwen2.5-0.5B-Instruct
254
+ target_modules: all-linear
255
+ tokenizer_path: null
256
+ trust_remote_code: false
257
+ use_fused_kernels: false
258
+ use_liger: false
259
+ use_remove_padding: false
260
+ use_shm: false
261
+ nccl_timeout: 600
262
+ ref:
263
+ entropy_checkpointing: false
264
+ entropy_from_logits_with_chunking: false
265
+ fsdp_config:
266
+ _target_: verl.workers.config.FSDPEngineConfig
267
+ entropy_checkpointing: false
268
+ entropy_from_logits_with_chunking: false
269
+ forward_only: false
270
+ forward_prefetch: false
271
+ fsdp_size: -1
272
+ model_dtype: fp32
273
+ offload_policy: false
274
+ optimizer_offload: false
275
+ param_offload: false
276
+ reshard_after_forward: true
277
+ strategy: fsdp
278
+ ulysses_sequence_parallel_size: 1
279
+ use_orig_params: false
280
+ use_torch_compile: true
281
+ wrap_policy:
282
+ min_num_params: 0
283
+ log_prob_max_token_len_per_gpu: 16384
284
+ log_prob_micro_batch_size: null
285
+ log_prob_micro_batch_size_per_gpu: 1
286
+ log_prob_use_dynamic_bsz: false
287
+ model: null
288
+ profiler:
289
+ _target_: verl.utils.profiler.ProfilerConfig
290
+ all_ranks: false
291
+ enable: false
292
+ ranks: []
293
+ save_path: outputs/profile
294
+ tool: null
295
+ tool_config:
296
+ npu:
297
+ _target_: verl.utils.profiler.config.NPUToolConfig
298
+ analysis: true
299
+ contents: []
300
+ discrete: false
301
+ level: level1
302
+ nsys:
303
+ _target_: verl.utils.profiler.config.NsightToolConfig
304
+ discrete: false
305
+ torch:
306
+ _target_: verl.utils.profiler.config.TorchProfilerToolConfig
307
+ step_end: null
308
+ step_start: 0
309
+ torch_memory:
310
+ _target_: verl.utils.profiler.config.TorchMemoryToolConfig
311
+ stack_depth: 32
312
+ trace_alloc_max_entries: 100000
313
+ strategy: fsdp
314
+ ulysses_sequence_parallel_size: 1
315
+ use_torch_compile: true
316
+ rollout:
317
+ _target_: verl.workers.config.RolloutConfig
318
+ agent:
319
+ _target_: verl.workers.config.AgentLoopConfig
320
+ agent_loop_config_path: null
321
+ custom_async_server:
322
+ _target_: verl.workers.config.CustomAsyncServerConfig
323
+ name: null
324
+ path: null
325
+ num_workers: 8
326
+ calculate_log_probs: false
327
+ cudagraph_capture_sizes: null
328
+ data_parallel_size: 1
329
+ disable_log_stats: true
330
+ do_sample: true
331
+ dtype: bfloat16
332
+ enable_chunked_prefill: true
333
+ enable_prefix_caching: true
334
+ enforce_eager: true
335
+ expert_parallel_size: 1
336
+ free_cache_engine: true
337
+ gpu_memory_utilization: 0.7
338
+ ignore_eos: false
339
+ layered_summon: false
340
+ load_format: dummy
341
+ log_prob_max_token_len_per_gpu: 16384
342
+ log_prob_micro_batch_size: null
343
+ log_prob_micro_batch_size_per_gpu: 1
344
+ log_prob_use_dynamic_bsz: false
345
+ max_model_len: 3600
346
+ max_num_batched_tokens: 8192
347
+ max_num_seqs: 1024
348
+ mode: sync
349
+ multi_stage_wake_up: false
350
+ multi_turn:
351
+ _target_: verl.workers.config.MultiTurnConfig
352
+ enable: false
353
+ format: hermes
354
+ interaction_config_path: null
355
+ max_assistant_turns: null
356
+ max_parallel_calls: 1
357
+ max_tool_response_length: 256
358
+ max_user_turns: null
359
+ num_repeat_rollouts: null
360
+ tokenization_sanity_check_mode: strict
361
+ tool_config_path: null
362
+ tool_response_truncate_side: middle
363
+ use_inference_chat_template: false
364
+ "n": 1
365
+ name: vllm
366
+ over_sample_rate: 0
367
+ profiler:
368
+ _target_: verl.utils.profiler.ProfilerConfig
369
+ all_ranks: false
370
+ enable: false
371
+ ranks: []
372
+ save_path: outputs/profile
373
+ tool: null
374
+ tool_config:
375
+ npu:
376
+ _target_: verl.utils.profiler.config.NPUToolConfig
377
+ analysis: true
378
+ contents: []
379
+ discrete: false
380
+ level: level1
381
+ nsys:
382
+ _target_: verl.utils.profiler.config.NsightToolConfig
383
+ discrete: false
384
+ torch:
385
+ _target_: verl.utils.profiler.config.TorchProfilerToolConfig
386
+ step_end: null
387
+ step_start: 0
388
+ torch_memory:
389
+ _target_: verl.utils.profiler.config.TorchMemoryToolConfig
390
+ stack_depth: 32
391
+ trace_alloc_max_entries: 100000
392
+ prompt_length: 1
393
+ response_length: 400
394
+ rollout_filter_metric: reward_variance
395
+ rollout_filter_ratio: 0.25
396
+ rollout_filter_type: largest
397
+ skip_dump_dir: /tmp/rollout_dump
398
+ skip_rollout: false
399
+ skip_tokenizer_init: true
400
+ temperature: 1
401
+ tensor_model_parallel_size: 1
402
+ top_k: -1
403
+ top_p: 1
404
+ trace:
405
+ _target_: verl.workers.config.TraceConfig
406
+ backend: null
407
+ token2text: false
408
+ update_weights_bucket_megabytes: 512
409
+ val_kwargs:
410
+ _target_: verl.workers.config.SamplingConfig
411
+ do_sample: true
412
+ "n": 1
413
+ temperature: 0.5
414
+ top_k: -1
415
+ top_p: 1
416
+ agent_proxy:
417
+ value:
418
+ action_sep: '||'
419
+ enable_think: true
420
+ max_actions_per_turn: 1
421
+ max_context_window: -1
422
+ max_turn: 25
423
+ reward_normalization:
424
+ grouping: state
425
+ method: identity
426
+ use_turn_scores: false
427
+ algorithm:
428
+ value:
429
+ _target_: verl.trainer.config.AlgoConfig
430
+ adv_estimator: gae
431
+ bi_level_gae: false
432
+ gamma: 1
433
+ high_level_gamma: 0.95
434
+ kl_ctrl:
435
+ _target_: verl.trainer.config.KLControlConfig
436
+ horizon: 10000
437
+ kl_coef: 0
438
+ target_kl: 0.1
439
+ type: fixed
440
+ kl_penalty: kl
441
+ lam: 1
442
+ norm_adv_by_std_in_grpo: true
443
+ pf_ppo:
444
+ reweight_method: pow
445
+ weight_pow: 2
446
+ use_kl_in_reward: false
447
+ use_pf_ppo: false
448
+ critic:
449
+ value:
450
+ _target_: verl.workers.config.FSDPCriticConfig
451
+ checkpoint:
452
+ _target_: verl.trainer.config.CheckpointConfig
453
+ async_save: false
454
+ load_contents:
455
+ - model
456
+ - optimizer
457
+ - extra
458
+ save_contents:
459
+ - model
460
+ - optimizer
461
+ - extra
462
+ cliprange_value: 0.5
463
+ enable: null
464
+ forward_max_token_len_per_gpu: 32768
465
+ forward_micro_batch_size: null
466
+ forward_micro_batch_size_per_gpu: 1
467
+ grad_clip: 1
468
+ loss_agg_mode: token-mean
469
+ model:
470
+ _target_: verl.workers.config.FSDPCriticModelCfg
471
+ enable_activation_offload: false
472
+ enable_gradient_checkpointing: true
473
+ external_lib: null
474
+ fsdp_config:
475
+ _target_: verl.workers.config.FSDPEngineConfig
476
+ entropy_checkpointing: false
477
+ entropy_from_logits_with_chunking: false
478
+ forward_only: false
479
+ forward_prefetch: false
480
+ fsdp_size: -1
481
+ model_dtype: fp32
482
+ offload_policy: false
483
+ optimizer_offload: false
484
+ param_offload: false
485
+ reshard_after_forward: true
486
+ strategy: fsdp
487
+ ulysses_sequence_parallel_size: 1
488
+ use_orig_params: false
489
+ use_torch_compile: true
490
+ wrap_policy:
491
+ min_num_params: 0
492
+ lora_alpha: 16
493
+ lora_rank: 0
494
+ path: Qwen/Qwen2.5-0.5B-Instruct
495
+ target_modules: all-linear
496
+ tokenizer_path: Qwen/Qwen2.5-0.5B-Instruct
497
+ trust_remote_code: false
498
+ use_remove_padding: false
499
+ use_shm: false
500
+ optim:
501
+ _target_: verl.workers.config.FSDPOptimizerConfig
502
+ betas:
503
+ - 0.9
504
+ - 0.999
505
+ clip_grad: 1
506
+ lr: 1e-05
507
+ lr_warmup_steps: -1
508
+ lr_warmup_steps_ratio: 0
509
+ min_lr_ratio: 0
510
+ num_cycles: 0.5
511
+ total_training_steps: 200
512
+ warmup_style: constant
513
+ weight_decay: 0.01
514
+ ppo_epochs: 1
515
+ ppo_max_token_len_per_gpu: 32768
516
+ ppo_micro_batch_size: null
517
+ ppo_micro_batch_size_per_gpu: 1
518
+ ppo_mini_batch_size: 32
519
+ profiler:
520
+ _target_: verl.utils.profiler.ProfilerConfig
521
+ all_ranks: false
522
+ enable: false
523
+ ranks: []
524
+ save_path: outputs/profile
525
+ tool: null
526
+ tool_config:
527
+ npu:
528
+ _target_: verl.utils.profiler.config.NPUToolConfig
529
+ analysis: true
530
+ contents: []
531
+ discrete: false
532
+ level: level1
533
+ nsys:
534
+ _target_: verl.utils.profiler.config.NsightToolConfig
535
+ discrete: false
536
+ torch:
537
+ _target_: verl.utils.profiler.config.TorchProfilerToolConfig
538
+ step_end: null
539
+ step_start: 0
540
+ torch_memory:
541
+ _target_: verl.utils.profiler.config.TorchMemoryToolConfig
542
+ stack_depth: 32
543
+ trace_alloc_max_entries: 100000
544
+ rollout_n: 1
545
+ shuffle: false
546
+ strategy: fsdp
547
+ ulysses_sequence_parallel_size: 1
548
+ use_dynamic_bsz: false
549
+ ctx_manager:
550
+ value:
551
+ generation:
552
+ gen_config:
553
+ kwargs: null
554
+ response_length: 400
555
+ temperature: 1
556
+ top_k: -1
557
+ top_p: 1
558
+ custom_envs:
559
+ value:
560
+ Bandit:
561
+ env_config:
562
+ split: train
563
+ env_instruction: ""
564
+ env_type: bandit
565
+ max_actions_per_traj: 1
566
+ max_tokens: 100
567
+ BanditTest:
568
+ env_config:
569
+ split: test
570
+ env_instruction: ""
571
+ env_type: bandit
572
+ max_actions_per_traj: 1
573
+ max_tokens: 100
574
+ CoordFrozenLake:
575
+ env_config:
576
+ observation_format: grid_coord
577
+ env_instruction: You are solving the FrozenLake puzzle.\nForbid the whole and go to the target.\nYou may move to the unintended direction due to the slippery ice.\nExample answer format:\n<think>To forbid the hole and go to the target, I should go left then go up.</think>\n<answer>Left || Up</answer>\nA sample full output is as follows:\n<think>\n<observation>\n_O__\nO___\nG___\n__P_\n</observation>\nPlayer at (3,2); holes at (0,1) and (1,0); goal at (2,0). 1 Up move to safe ice\n(2,2). 2 Left slide to (2,1), adjacent to goal. 3 Left reach goal (2,0);\nplayer now on G.\n<prediction>\n_O__\nO___\n√\n___\n____\n</prediction>\n</think> \n<answer>Up || Left || Left</answer>
578
+ env_type: frozen_lake
579
+ max_actions_per_traj: 25
580
+ max_tokens: 120
581
+ CoordSokoban:
582
+ env_config:
583
+ dim_x: 6
584
+ dim_y: 6
585
+ max_steps: 100
586
+ num_boxes: 2
587
+ observation_format: grid_coord
588
+ env_instruction: "You are solving the Sokoban puzzle. You are the player and you need to push all boxes to targets.\nYou are provided with a symbol grid and the zero-indexed coordinates of the player, each box, and each target. \nCoordinates range from the top-left corner (0, 0) to the bottom-right corner (5, 5). \nWhen you are exactly next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box.\nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>.\n"
589
+ env_type: sokoban
590
+ max_actions_per_traj: 10
591
+ max_tokens: 120
592
+ Countdown:
593
+ env_config: null
594
+ env_instruction: 'You are solving the Countdown puzzle. You should use the num list to create an equation that equals the target. Example answer format: <think> To find an equation using [3, 5, 2] to get 4. Let''s check 2 + 5 = 7, 7 - 3 = 4. So the answer is 2 + 5 - 3 = 4. </think><answer>2 + 5 - 3</answer>'
595
+ env_type: countdown
596
+ max_actions_per_traj: 1
597
+ max_tokens: 100
598
+ FrozenLake:
599
+ env_config: null
600
+ env_instruction: 'You are solving the FrozenLake puzzle. Forbid the whole and go to the target. You may move to the unintended direction due to the slippery ice. Example answer format: <think>To forbid the hole and go to the target, I should go left then go up.</think><answer>Left || Up</answer>'
601
+ env_type: frozen_lake
602
+ max_actions_per_traj: 25
603
+ max_tokens: 100
604
+ LargerSokoban:
605
+ env_config:
606
+ dim_x: 8
607
+ dim_y: 8
608
+ max_steps: 100
609
+ num_boxes: 2
610
+ search_depth: 10
611
+ env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and you need to push all boxes to targets. \nWhen you are right next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box. \nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>\n"
612
+ env_type: sokoban
613
+ max_actions_per_traj: 10
614
+ max_tokens: 100
615
+ Lean:
616
+ env_config: null
617
+ env_instruction: You are a Lean theorem prover. Given a Lean theorem statement, propose a sequence of tactics that completes the proof. Think step by step about which tactics to apply next. Provide tactics separated by '||', for example <answer>intro || simp || rfl</answer>.
618
+ env_type: lean
619
+ max_actions_per_traj: 30
620
+ max_tokens: 512
621
+ MediumSudoku:
622
+ env_config:
623
+ difficulty: medium
624
+ grid_size: 9
625
+ max_steps: 81
626
+ render_format: with_feedback
627
+ show_conflicts: true
628
+ show_valid_numbers: true
629
+ env_instruction: |
630
+ You are solving a Sudoku puzzle. Fill in the grid so that every row, column, and 3x3 box contains the numbers 1-9 without repetition.
631
+ Initial cells are shown in [brackets] and cannot be modified. Empty cells are shown as dots (.).
632
+ Place numbers one at a time using the format: <answer>place 5 at row 2 col 3</answer> or <answer>2,3,5</answer>
633
+ The environment will provide feedback on valid/invalid moves and show conflicts if any occur.
634
+ env_type: sudoku
635
+ max_actions_per_traj: 30
636
+ max_tokens: 150
637
+ max_workers: 32
638
+ parallel_friendly: false
639
+ MetamathQA:
640
+ env_config: null
641
+ env_instruction: 'You are solving Math problems. '
642
+ env_type: metamathqa
643
+ max_actions_per_traj: 1
644
+ max_tokens: 100
645
+ SimpleSokoban:
646
+ env_config:
647
+ dim_x: 6
648
+ dim_y: 6
649
+ max_steps: 100
650
+ num_boxes: 2
651
+ env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and you need to push all boxes to targets. \nWhen you are right next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box. \nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>\n"
652
+ env_type: sokoban
653
+ max_actions_per_traj: 10
654
+ max_tokens: 100
655
+ SimpleSudoku:
656
+ env_config:
657
+ difficulty: easy
658
+ grid_size: 4
659
+ max_steps: 20
660
+ render_format: with_feedback
661
+ show_conflicts: false
662
+ show_valid_numbers: false
663
+ env_instruction: |
664
+ You are solving a Sudoku puzzle. Fill in the grid so that every row, column, and 2x2 box contains the numbers 1-4 without repetition.
665
+ Initial cells are shown in [brackets] and cannot be modified. Empty cells are shown as dots (.).
666
+ Place numbers one at a time using the format, for example: <answer>place 1 at row 2 col 3</answer> or <answer>1,2,3</answer>
667
+ The environment will provide feedback on valid/invalid moves and show conflicts if any occur.
668
+ env_type: sudoku
669
+ max_actions_per_traj: 20
670
+ max_tokens: 150
671
+ max_workers: 32
672
+ parallel_friendly: false
673
+ SokobanDifferentGridVocab:
674
+ env_config:
675
+ dim_x: 6
676
+ dim_y: 6
677
+ grid_lookup:
678
+ "0": W
679
+ "1": .
680
+ "2": G
681
+ "3": C
682
+ "4": B
683
+ "5": A
684
+ "6": '@'
685
+ grid_vocab:
686
+ .: empty
687
+ '@': player on target
688
+ A: player
689
+ B: box
690
+ C: box on target
691
+ G: target
692
+ W: wall
693
+ max_steps: 100
694
+ num_boxes: 1
695
+ search_depth: 30
696
+ env_instruction: "You are solving the Sokoban puzzle. \nYou are the player and you need to push all boxes to targets. \nWhen you are right next to a box, you can push it by moving in the same direction. \nYou cannot push a box through a wall, and you cannot pull a box. \nThe answer should be a sequence of actions, like <answer>Right || Right || Up</answer>\n"
697
+ env_type: sokoban
698
+ max_actions_per_traj: 10
699
+ max_tokens: 100
700
+ VisualSimpleSokoban:
701
+ env_config:
702
+ dim_x: 6
703
+ dim_y: 6
704
+ max_steps: 100
705
+ num_boxes: 1
706
+ render_mode: rgb_array
707
+ env_instruction: You are solving the Sokoban puzzle. You are the player and you need to push all boxes to targets. When you are right next to a box, you can push it by moving in the same direction. You cannot push a box through a wall, and you cannot pull a box. The answer should be a sequence of actions, like <answer>Right || Right || Up</answer>
708
+ env_type: sokoban
709
+ max_actions_per_traj: 10
710
+ max_tokens: 100
711
+ WebShop:
712
+ env_config:
713
+ dataset: small
714
+ env_instruction: 'You are browsing an online shop. Based on the instruction, buy a product that close to the production description. You need to search, read the search results, pick a product, choose the size and color and buy. You should only choose action from the available actions list provided later. Example process: I need a gingko light and 20x20 pillow cover that is hand painted. First search[gingko light 20x20 pillow cover hand painted], answer format: <answer>search[blanket with fleece throw]</answer>. Valid answer is search[<keywords>] or click[<clickable>].'
715
+ env_type: webshop
716
+ max_actions_per_traj: 9
717
+ max_tokens: 200
718
+ blackjack:
719
+ env_config: null
720
+ env_instruction: |
721
+ You are playing Blackjack against a dealer. The dealer must hit on 16 or less and stand on 17 or more.
722
+ Choose either Stick or Hit. Respond with a single action.
723
+ Example: <answer>Hit</answer>
724
+ env_type: blackjack
725
+ max_actions_per_traj: 10
726
+ max_tokens: 64
727
+ game_2048:
728
+ env_config: null
729
+ env_instruction: |
730
+ You are playing the 2048 game on a 4x4 grid. Merge equal tiles by sliding Up, Right, Down, or Left.
731
+ If a move is invalid (no tiles move), a small penalty is applied. Respond with a single action.
732
+ Example: <answer>Up</answer>
733
+ env_type: game_2048
734
+ max_actions_per_traj: 700
735
+ max_tokens: 8192
736
+ rubikscube:
737
+ env_config:
738
+ max_steps: 20
739
+ render_mode: text
740
+ scramble_depth: 2
741
+ env_instruction: |
742
+ You are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.
743
+ Available actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.
744
+ - Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).
745
+ - Modifiers: A letter alone means 90° clockwise (e.g., 'R'). A letter with prime (') means 90° counter-clockwise (e.g., "R'").
746
+ Respond with a sequence of actions separated by "||".
747
+ Example: <answer>U</answer>
748
+ env_type: rubikscube
749
+ max_actions_per_traj: 20
750
+ max_tokens: 96
751
+ custom_reward_function:
752
+ value:
753
+ name: compute_score
754
+ path: null
755
+ data:
756
+ value:
757
+ custom_cls:
758
+ name: null
759
+ path: null
760
+ datagen:
761
+ name: null
762
+ path: null
763
+ dataloader_num_workers: 8
764
+ filter_overlong_prompts: false
765
+ filter_overlong_prompts_workers: 1
766
+ image_key: images
767
+ max_prompt_length: null
768
+ max_response_length: null
769
+ prompt_key: prompt
770
+ return_full_prompt: false
771
+ return_multi_modal_inputs: true
772
+ return_raw_chat: false
773
+ return_raw_input_ids: false
774
+ reward_fn_key: data_source
775
+ sampler:
776
+ class_name: null
777
+ class_path: null
778
+ shuffle: true
779
+ tokenizer: null
780
+ train_batch_size: 128
781
+ train_files: ~/data/rlhf/gsm8k/train.parquet
782
+ truncation: error
783
+ trust_remote_code: false
784
+ use_shm: false
785
+ val_batch_size: null
786
+ val_files: ~/data/rlhf/gsm8k/test.parquet
787
+ validation_shuffle: false
788
+ video_key: videos
789
+ enable_response_mask:
790
+ value: true
791
+ es_manager:
792
+ value:
793
+ format_penalty: -0.1
794
+ train:
795
+ env_configs:
796
+ n_groups:
797
+ - 8
798
+ tags:
799
+ - CoordFrozenLake
800
+ env_groups: 8
801
+ group_size: 16
802
+ val:
803
+ env_configs:
804
+ n_groups:
805
+ - 256
806
+ tags:
807
+ - CoordFrozenLake
808
+ env_groups: 256
809
+ group_size: 1
810
+ global_profiler:
811
+ value:
812
+ _target_: verl.utils.profiler.ProfilerConfig
813
+ global_tool_config:
814
+ nsys:
815
+ _target_: verl.utils.profiler.config.NsightToolConfig
816
+ controller_nsight_options:
817
+ cuda-graph-trace: graph
818
+ cuda-memory-usage: "true"
819
+ trace: cuda,nvtx,cublas,ucx
820
+ discrete: false
821
+ worker_nsight_options:
822
+ capture-range: cudaProfilerApi
823
+ capture-range-end: null
824
+ cuda-graph-trace: graph
825
+ cuda-memory-usage: "true"
826
+ kill: none
827
+ trace: cuda,nvtx,cublas,ucx
828
+ torch_memory:
829
+ context: all
830
+ stack_depth: 32
831
+ stacks: all
832
+ trace_alloc_max_entries: 100000
833
+ profile_continuous_steps: false
834
+ save_path: outputs/profile
835
+ steps: null
836
+ tool: null
837
+ grpo_advantage_length_weight:
838
+ value: false
839
+ lora:
840
+ value:
841
+ alpha: 16
842
+ rank: 0
843
+ target_modules: all-linear
844
+ micro_batch_size_per_gpu:
845
+ value: 1
846
+ model_path:
847
+ value: Qwen/Qwen2.5-0.5B-Instruct
848
+ ppo_mini_batch_size:
849
+ value: 32
850
+ ray_kwargs:
851
+ value:
852
+ ray_init:
853
+ num_cpus: null
854
+ timeline_json_file: null
855
+ reward_model:
856
+ value:
857
+ enable: false
858
+ enable_resource_pool: false
859
+ forward_max_token_len_per_gpu: 32768
860
+ launch_reward_fn_async: false
861
+ max_length: null
862
+ micro_batch_size: null
863
+ micro_batch_size_per_gpu: null
864
+ model:
865
+ external_lib: null
866
+ fsdp_config:
867
+ _target_: verl.workers.config.FSDPEngineConfig
868
+ forward_prefetch: false
869
+ fsdp_size: -1
870
+ param_offload: false
871
+ reshard_after_forward: true
872
+ wrap_policy:
873
+ min_num_params: 0
874
+ input_tokenizer: Qwen/Qwen2.5-0.5B-Instruct
875
+ path: ~/models/FsfairX-LLaMA3-RM-v0.1
876
+ trust_remote_code: false
877
+ use_fused_kernels: false
878
+ use_remove_padding: false
879
+ use_shm: false
880
+ n_gpus_per_node: 0
881
+ nnodes: 0
882
+ profiler:
883
+ _target_: verl.utils.profiler.ProfilerConfig
884
+ all_ranks: false
885
+ enable: false
886
+ ranks: []
887
+ save_path: outputs/profile
888
+ tool: null
889
+ tool_config:
890
+ npu:
891
+ _target_: verl.utils.profiler.config.NPUToolConfig
892
+ analysis: true
893
+ contents: []
894
+ discrete: false
895
+ level: level1
896
+ nsys:
897
+ _target_: verl.utils.profiler.config.NsightToolConfig
898
+ discrete: false
899
+ torch:
900
+ _target_: verl.utils.profiler.config.TorchProfilerToolConfig
901
+ step_end: null
902
+ step_start: 0
903
+ torch_memory:
904
+ _target_: verl.utils.profiler.config.TorchMemoryToolConfig
905
+ stack_depth: 32
906
+ trace_alloc_max_entries: 100000
907
+ reward_manager: naive
908
+ sandbox_fusion:
909
+ max_concurrent: 64
910
+ memory_limit_mb: 1024
911
+ url: null
912
+ strategy: fsdp
913
+ ulysses_sequence_parallel_size: 1
914
+ use_dynamic_bsz: false
915
+ seed:
916
+ value:
917
+ train: 10000
918
+ val: 123
919
+ system:
920
+ value:
921
+ CUDA_VISIBLE_DEVICES: 0,1,2,3,4,5,6,7
922
+ trainer:
923
+ value:
924
+ balance_batch: true
925
+ critic_warmup: 0
926
+ default_hdfs_dir: null
927
+ default_local_dir: /mnt/general/wanghy/RAGEN/saves/
928
+ del_local_ckpt_after_load: false
929
+ device: cuda
930
+ esi_redundant_time: 0
931
+ experiment_name: frozenlake-static-starpos-stateestimate
932
+ generations_to_log_to_wandb:
933
+ train: 128
934
+ val: 20
935
+ local_log_dir: results/
936
+ log_val_generations: 0
937
+ logger:
938
+ - console
939
+ - wandb
940
+ max_actor_ckpt_to_keep: 1
941
+ max_critic_ckpt_to_keep: 1
942
+ n_gpus_per_node: 8
943
+ nnodes: 1
944
+ project_name: ragen_latest_qwen_05B_it
945
+ ray_wait_register_center_timeout: 300
946
+ resume_from_path: null
947
+ resume_mode: auto
948
+ rollout_data_dir: null
949
+ save_freq: -1
950
+ test_freq: 10
951
+ total_epochs: 30
952
+ total_training_steps: 200
953
+ use_legacy_worker_impl: auto
954
+ val_before_train: true
955
+ val_only: false
956
+ validation_data_dir: null
957
+ validation_steps: 1
wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_0_65f2272c5e8c97588d57.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_109_89d6a0e3f9947ee623bf.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_119_1e27611f2a0a8eb67409.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_129_696cecf84541b6b1702d.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_139_3acc5cfa1037c4f2a2ef.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251218_002911-rvpar64n/files/media/table/val/generations_149_97f48d4ad9239c95667b.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20251218_002911-rvpar64n/files/requirements.txt ADDED
@@ -0,0 +1,316 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ragen==0.1
2
+ ragen==0.1
3
+ colorama==0.4.6
4
+ psutil==7.1.2
5
+ ragen==0.1
6
+ setuptools==80.9.0
7
+ wheel==0.45.1
8
+ pip==25.3
9
+ ragen==0.1
10
+ pytz==2025.2
11
+ nvidia-cusparselt-cu12==0.6.2
12
+ mpmath==1.3.0
13
+ typing_extensions==4.15.0
14
+ sympy==1.13.1
15
+ pylatexenc==2.10
16
+ nvidia-cusolver-cu12==11.6.1.9
17
+ numpy==1.26.4
18
+ Markdown==3.10
19
+ absl-py==2.3.1
20
+ pyasn1_modules==0.4.2
21
+ Werkzeug==3.1.3
22
+ networkx==3.3
23
+ MarkupSafe==2.1.5
24
+ fsspec==2025.9.0
25
+ filelock==3.19.1
26
+ nvidia-cudnn-cu12==9.1.0.70
27
+ Jinja2==3.1.6
28
+ tensorboard==2.20.0
29
+ triton==3.2.0
30
+ pillow==11.3.0
31
+ xxhash==3.6.0
32
+ nvidia-nvtx-cu12==12.4.127
33
+ nvidia-nvjitlink-cu12==12.4.127
34
+ nvidia-nccl-cu12==2.21.5
35
+ nvidia-curand-cu12==10.3.5.147
36
+ wrapt==2.0.1
37
+ nvidia-cufft-cu12==11.2.1.3
38
+ pyjnius==1.7.0
39
+ nvidia-cuda-runtime-cu12==12.4.127
40
+ nvidia-cuda-nvrtc-cu12==12.4.127
41
+ websockets==15.0.1
42
+ nvidia-cuda-cupti-cu12==12.4.127
43
+ zipp==3.23.0
44
+ nvidia-cublas-cu12==12.4.5.8
45
+ nvidia-cusparse-cu12==12.3.1.170
46
+ flash_attn==2.8.3
47
+ rsa==4.9.1
48
+ einops==0.8.1
49
+ py-cpuinfo==9.0.0
50
+ pure_eval==0.2.3
51
+ ptyprocess==0.7.0
52
+ gym-notices==0.1.0
53
+ flatbuffers==25.9.23
54
+ fastrlock==0.8.3
55
+ Farama-Notifications==0.0.4
56
+ faiss-gpu==1.7.2
57
+ antlr4-python3-runtime==4.9.3
58
+ wcwidth==0.2.14
59
+ wasabi==1.1.3
60
+ uvloop==0.22.1
61
+ urllib3==2.5.0
62
+ tzdata==2025.2
63
+ typing-inspection==0.4.2
64
+ traitlets==5.14.3
65
+ tqdm==4.67.1
66
+ tomli==2.3.0
67
+ threadpoolctl==3.6.0
68
+ tenacity==9.1.2
69
+ tabulate==0.9.0
70
+ spacy-loggers==1.0.5
71
+ spacy-legacy==3.0.12
72
+ soupsieve==2.8
73
+ sniffio==1.3.1
74
+ smmap==5.0.2
75
+ six==1.17.0
76
+ shellingham==1.5.4
77
+ sentencepiece==0.2.1
78
+ scipy==1.15.3
79
+ safetensors==0.6.2
80
+ rpds-py==0.29.0
81
+ rignore==0.7.6
82
+ regex==2025.11.3
83
+ RapidFuzz==3.14.3
84
+ rank-bm25==0.2.2
85
+ pyzmq==27.1.0
86
+ PyYAML==6.0.3
87
+ pytokens==0.3.0
88
+ python-multipart==0.0.20
89
+ python-json-logger==4.0.0
90
+ python-dotenv==1.2.1
91
+ PySocks==1.7.1
92
+ pyparsing==3.2.5
93
+ PyJWT==2.10.1
94
+ Pygments==2.19.2
95
+ pygame==2.6.1
96
+ pydantic_core==2.41.5
97
+ pycparser==2.23
98
+ pycountry==24.6.1
99
+ pybind11==3.0.1
100
+ pyarrow==22.0.0
101
+ psutil==7.1.3
102
+ protobuf==4.25.8
103
+ propcache==0.4.1
104
+ prometheus_client==0.23.1
105
+ platformdirs==4.5.0
106
+ pexpect==4.9.0
107
+ pathspec==0.12.1
108
+ partial-json-parser==0.2.1.1.post6
109
+ parso==0.8.5
110
+ packaging==25.0
111
+ orjson==3.11.4
112
+ opentelemetry-semantic-conventions-ai==0.4.13
113
+ opencv-python-headless==4.12.0.88
114
+ ninja==1.13.0
115
+ nest-asyncio==1.6.0
116
+ mypy_extensions==1.1.0
117
+ murmurhash==1.0.15
118
+ multidict==6.7.0
119
+ msgspec==0.19.0
120
+ msgpack==1.1.2
121
+ mdurl==0.1.2
122
+ loguru==0.7.3
123
+ llvmlite==0.44.0
124
+ llguidance==0.7.30
125
+ lark==1.2.2
126
+ kiwisolver==1.4.9
127
+ joblib==1.5.2
128
+ jiter==0.12.0
129
+ itsdangerous==2.2.0
130
+ interegular==0.3.3
131
+ ImageIO==2.37.2
132
+ idna==3.11
133
+ humanfriendly==10.0
134
+ httpx-sse==0.4.3
135
+ httptools==0.7.1
136
+ html2text==2025.4.15
137
+ hf-xet==1.2.0
138
+ h11==0.16.0
139
+ grpcio==1.76.0
140
+ frozenlist==1.8.0
141
+ fonttools==4.60.1
142
+ executing==2.2.1
143
+ exceptiongroup==1.3.0
144
+ eval_type_backport==0.2.2
145
+ docstring_parser==0.17.0
146
+ dnspython==2.8.0
147
+ distro==1.9.0
148
+ diskcache==5.6.3
149
+ dill==0.4.0
150
+ decorator==5.2.1
151
+ debugpy==1.8.17
152
+ Cython==3.2.1
153
+ cymem==2.0.13
154
+ cycler==0.12.1
155
+ cupy-cuda12x==13.6.0
156
+ contourpy==1.3.2
157
+ colorama==0.4.6
158
+ codetiming==1.4.0
159
+ cloudpickle==3.1.2
160
+ cloudpathlib==0.23.0
161
+ click==8.3.1
162
+ charset-normalizer==3.4.4
163
+ certifi==2025.11.12
164
+ catalogue==2.0.10
165
+ cachetools==6.2.2
166
+ blis==1.3.2
167
+ blinker==1.9.0
168
+ blake3==1.0.8
169
+ attrs==25.4.0
170
+ async-timeout==5.0.1
171
+ asttokens==3.0.1
172
+ astor==0.8.1
173
+ annotated-types==0.7.0
174
+ annotated-doc==0.0.4
175
+ airportsdata==20250909
176
+ aiohappyeyeballs==2.6.1
177
+ yarl==1.22.0
178
+ uvicorn==0.38.0
179
+ typer-slim==0.20.0
180
+ thefuzz==0.22.1
181
+ stack-data==0.6.3
182
+ srsly==2.5.1
183
+ smart_open==7.5.0
184
+ sentry-sdk==2.44.0
185
+ scikit-learn==1.7.2
186
+ requests==2.32.5
187
+ referencing==0.37.0
188
+ python-dateutil==2.9.0.post0
189
+ pydantic==2.12.4
190
+ prompt_toolkit==3.0.52
191
+ preshed==3.0.11
192
+ opentelemetry-proto==1.26.0
193
+ omegaconf==2.3.0
194
+ numba==0.61.2
195
+ nltk==3.9.2
196
+ multiprocess==0.70.18
197
+ matplotlib-inline==0.2.1
198
+ markdown-it-py==4.0.0
199
+ jedi==0.19.2
200
+ importlib_metadata==8.0.0
201
+ httpcore==1.0.9
202
+ gymnasium==1.2.2
203
+ gym==0.26.2
204
+ googleapis-common-protos==1.72.0
205
+ gitdb==4.0.12
206
+ gguf==0.17.1
207
+ Flask==3.1.2
208
+ faiss-cpu==1.13.0
209
+ email-validator==2.3.0
210
+ depyf==0.18.0
211
+ Deprecated==1.3.1
212
+ coloredlogs==15.0.1
213
+ cffi==2.0.0
214
+ black==25.11.0
215
+ beautifulsoup4==4.14.2
216
+ anyio==4.11.0
217
+ aiosignal==1.4.0
218
+ watchfiles==1.1.1
219
+ tiktoken==0.12.0
220
+ starlette==0.49.3
221
+ sse-starlette==3.0.3
222
+ rich==14.2.0
223
+ pydantic-settings==2.12.0
224
+ pydantic-extra-types==2.10.6
225
+ pandas==2.3.3
226
+ opentelemetry-exporter-otlp-proto-common==1.26.0
227
+ onnxruntime==1.23.2
228
+ matplotlib==3.10.7
229
+ lm-format-enforcer==0.10.12
230
+ jsonschema-specifications==2025.9.1
231
+ ipython==8.37.0
232
+ hydra-core==1.3.2
233
+ huggingface-hub==0.36.0
234
+ httpx==0.28.1
235
+ gym-sokoban==0.0.6
236
+ GitPython==3.1.45
237
+ cryptography==46.0.3
238
+ confection==0.1.5
239
+ cleantext==1.1.4
240
+ aiohttp==3.13.2
241
+ weasel==0.4.3
242
+ wandb==0.23.0
243
+ typer==0.19.2
244
+ virtualenv==20.35.4
245
+ pyasn1==0.6.1
246
+ torch==2.6.0
247
+ tokenizers==0.22.1
248
+ thinc==8.3.9
249
+ rich-toolkit==0.15.1
250
+ prometheus-fastapi-instrumentator==7.1.0
251
+ openai==2.8.0
252
+ jsonschema==4.25.1
253
+ gdown==5.2.0
254
+ fastapi==0.121.2
255
+ anthropic==0.73.0
256
+ xformers==0.0.29.post2
257
+ transformers==4.57.1
258
+ proto-plus==1.26.1
259
+ torchvision==0.21.0
260
+ torchdata==0.11.0
261
+ torchaudio==2.6.0
262
+ together==1.5.30
263
+ tensordict==0.8.3
264
+ spacy==3.8.9
265
+ ray==2.51.1
266
+ outlines_core==0.1.26
267
+ mistral_common==1.8.5
268
+ mcp==1.21.1
269
+ fastapi-cloud-cli==0.3.1
270
+ fastapi-cli==0.0.16
271
+ datasets==4.4.1
272
+ accelerate==1.11.0
273
+ xgrammar==0.1.18
274
+ pyserini==1.2.0
275
+ peft==0.18.0
276
+ outlines==0.1.11
277
+ opentelemetry-exporter-otlp-proto-http==1.26.0
278
+ opentelemetry-exporter-otlp-proto-grpc==1.26.0
279
+ kimina-client==0.2.1
280
+ compressed-tensors==0.9.3
281
+ opentelemetry-exporter-otlp==1.26.0
282
+ vllm==0.8.5
283
+ py-spy==0.4.1
284
+ opencensus-context==0.1.3
285
+ distlib==0.4.0
286
+ colorful==0.5.8
287
+ tensorboard-data-server==0.7.2
288
+ google-auth==2.43.0
289
+ google-api-core==2.28.1
290
+ aiohttp-cors==0.8.1
291
+ opentelemetry-exporter-prometheus==0.59b0
292
+ opencensus==0.11.4
293
+ verl==0.5.0.dev0
294
+ opentelemetry-api==1.38.0
295
+ opentelemetry-semantic-conventions==0.59b0
296
+ opentelemetry-sdk==1.38.0
297
+ typeguard==4.4.4
298
+ shtab==1.8.0
299
+ tyro==0.9.35
300
+ verl==0.5.0.dev0
301
+ autocommand==2.2.2
302
+ backports.tarfile==1.2.0
303
+ importlib_metadata==8.0.0
304
+ inflect==7.3.1
305
+ jaraco.collections==5.1.0
306
+ jaraco.context==5.3.0
307
+ jaraco.functools==4.0.1
308
+ jaraco.text==3.12.1
309
+ more-itertools==10.3.0
310
+ packaging==24.2
311
+ platformdirs==4.2.2
312
+ tomli==2.0.1
313
+ typeguard==4.3.0
314
+ typing_extensions==4.12.2
315
+ wheel==0.45.1
316
+ zipp==3.19.2
wandb/run-20251218_002911-rvpar64n/files/wandb-metadata.json ADDED
@@ -0,0 +1,107 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "os": "Linux-5.14.0-284.25.1.el9_2.x86_64-x86_64-with-glibc2.35",
3
+ "python": "CPython 3.10.19",
4
+ "startedAt": "2025-12-17T16:29:11.122996Z",
5
+ "args": [
6
+ "--node-ip-address=10.119.27.78",
7
+ "--node-manager-port=35485",
8
+ "--object-store-name=/tmp/ray/session_2025-12-18_00-26-52_186839_3142092/sockets/plasma_store",
9
+ "--raylet-name=/tmp/ray/session_2025-12-18_00-26-52_186839_3142092/sockets/raylet",
10
+ "--redis-address=None",
11
+ "--metrics-agent-port=59068",
12
+ "--logging-rotate-bytes=536870912",
13
+ "--logging-rotate-backup-count=5",
14
+ "--runtime-env-agent-port=43498",
15
+ "--gcs-address=10.119.27.78:61419",
16
+ "--session-name=session_2025-12-18_00-26-52_186839_3142092",
17
+ "--temp-dir=/tmp/ray",
18
+ "--webui=127.0.0.1:8265",
19
+ "--cluster-id=52220b6b026ccd914d54b182fcb0276082c8b547352cad394dcdc383",
20
+ "--startup-token=112",
21
+ "--worker-launch-time-ms=1765988823247",
22
+ "--node-id=0f24ee8c462b01dc7da3cd3536184faed96f0dc0310b24b436e64181",
23
+ "--runtime-env-hash=-839022692"
24
+ ],
25
+ "program": "/root/local/miniconda3/envs/ragen/lib/python3.10/site-packages/ray/_private/workers/default_worker.py",
26
+ "git": {
27
+ "remote": "https://github.com/mll-lab-nu/RAGEN.git",
28
+ "commit": "8d73639b99b38265453f898b8d6af7d4af50d56e"
29
+ },
30
+ "email": "haoyu-wa22@mails.tsinghua.edu.cn",
31
+ "root": "/mnt/general/wanghy/RAGEN",
32
+ "host": "pt-4d654cf4576f4d23ad3d3919f12932fe-worker-0",
33
+ "executable": "/root/local/miniconda3/envs/ragen/bin/python",
34
+ "cpu_count": 64,
35
+ "cpu_count_logical": 128,
36
+ "gpu": "NVIDIA H100 80GB HBM3",
37
+ "gpu_count": 8,
38
+ "disk": {
39
+ "/": {
40
+ "total": "5153960755200",
41
+ "used": "446199672832"
42
+ }
43
+ },
44
+ "memory": {
45
+ "total": "2163642122240"
46
+ },
47
+ "gpu_nvidia": [
48
+ {
49
+ "name": "NVIDIA H100 80GB HBM3",
50
+ "memoryTotal": "85520809984",
51
+ "cudaCores": 16896,
52
+ "architecture": "Hopper",
53
+ "uuid": "GPU-35e2d43d-4067-82ce-90d4-def9e389bf28"
54
+ },
55
+ {
56
+ "name": "NVIDIA H100 80GB HBM3",
57
+ "memoryTotal": "85520809984",
58
+ "cudaCores": 16896,
59
+ "architecture": "Hopper",
60
+ "uuid": "GPU-af4135e3-88f2-e9ac-518d-502c75a85429"
61
+ },
62
+ {
63
+ "name": "NVIDIA H100 80GB HBM3",
64
+ "memoryTotal": "85520809984",
65
+ "cudaCores": 16896,
66
+ "architecture": "Hopper",
67
+ "uuid": "GPU-d7fdeeba-fe9b-ec03-d9f7-6724fe4266b5"
68
+ },
69
+ {
70
+ "name": "NVIDIA H100 80GB HBM3",
71
+ "memoryTotal": "85520809984",
72
+ "cudaCores": 16896,
73
+ "architecture": "Hopper",
74
+ "uuid": "GPU-ccc4f668-3882-5a8e-2c07-c5cd08f6f666"
75
+ },
76
+ {
77
+ "name": "NVIDIA H100 80GB HBM3",
78
+ "memoryTotal": "85520809984",
79
+ "cudaCores": 16896,
80
+ "architecture": "Hopper",
81
+ "uuid": "GPU-7b73c0cf-d3d5-e10c-7176-a43be1e41001"
82
+ },
83
+ {
84
+ "name": "NVIDIA H100 80GB HBM3",
85
+ "memoryTotal": "85520809984",
86
+ "cudaCores": 16896,
87
+ "architecture": "Hopper",
88
+ "uuid": "GPU-81b58d94-5d1f-8ec2-f9d2-fd56172ed177"
89
+ },
90
+ {
91
+ "name": "NVIDIA H100 80GB HBM3",
92
+ "memoryTotal": "85520809984",
93
+ "cudaCores": 16896,
94
+ "architecture": "Hopper",
95
+ "uuid": "GPU-03e8bc66-3b44-6794-49fd-5392fbdda6d1"
96
+ },
97
+ {
98
+ "name": "NVIDIA H100 80GB HBM3",
99
+ "memoryTotal": "85520809984",
100
+ "cudaCores": 16896,
101
+ "architecture": "Hopper",
102
+ "uuid": "GPU-b7cf0ec6-7c29-1179-dceb-09565da51890"
103
+ }
104
+ ],
105
+ "cudaVersion": "12.4",
106
+ "writerId": "njarcpfygcjesmmm70p4rrjv1cotg2gd"
107
+ }
wandb/run-20251218_002911-rvpar64n/files/wandb-summary.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"timing_s/ref":0.26667898148298264,"rollout/chosen_in_group_std":1.4213168621063232,"val-aux/unknown/reward/best@16/mean":-0.20080000955611468,"train/charts/avg_episode_return":0,"val-env/CoordFrozenLake/non-zero/pass@1":1,"critic/vf_loss":0.2060354147106409,"perf/max_memory_allocated_gb":58.66531229019165,"val-env/CoordFrozenLake/success":0.02734375,"val-aux/unknown/reward/best@4/mean":-1.5428000077977777,"perf/mfu/actor":0.05160778346443345,"train/CoordFrozenLake/raw_reward":0,"val-aux/unknown/reward/worst@16/std":0,"critic/values/max":0.6953125,"val-aux/unknown/reward/worst@2/std":0.28065808291602246,"critic/rewards/min":-2.5,"prompt_length/min":0,"rollout/chosen_in_group_reward_mean":-1.146875023841858,"perf/mfu/critic":0.06805956457400765,"rollout/chosen_in_group_reward_std":1.4213168621063232,"val-env/CoordFrozenLake/non-zero/success":1,"response_length_non_aborted/min":643,"global_seqlen/min":7176,"response_length/max":3576,"train/CoordFrozenLake/pass@16":0.5,"timing_s/update_actor":1.1153608113527298,"timing_s/values":0.21866092830896378,"critic/rewards/max":1,"val-aux/unknown/reward/best@64/mean":0.6949999895691872,"train/CoordFrozenLake/success":0.171875,"val-aux/unknown/reward/std@256":0.7745194438534935,"val-aux/unknown/reward/worst@64/mean":-2.5,"actor/pg_loss":0.04194484557956457,"val-aux/unknown/reward/worst@128/mean":-2.5,"timing_per_token_ms/values":0.0022618146191772824,"critic/score/max":1,"timing_s/total":10459.28655719757,"rollout/in_group_std":1.106802225112915,"timing_s/step":220.93882460147142,"val-env/CoordFrozenLake/action_is_effective":0.07067301477010263,"actor/grad_norm":22.704938888549805,"val-aux/unknown/reward/worst@128/std":0,"timing_s/testing":129.19626480340958,"rollout/chosen_in_group_max":0.949999988079071,"critic/score/min":-2.5,"perf/throughput":54.695570241209296,"val-aux/unknown/reward/worst@2/mean":-2.465200001090765,"val-aux/unknown/reward/worst@4/std":0.003160693111581105,"val-aux/unknown/reward/best@128/std":0.20949460454717786,"val-aux/unknown/reward/worst@8/mean":-2.5,"val-aux/unknown/reward/best@128/mean":0.8898999882936478,"critic/returns/max":1,"rollout/in_group_max":0.2875000238418579,"global_seqlen/minmax_diff":6682,"critic/vf_explained_var":-0.040234923362731934,"prompt_length/mean":0,"critic/values/mean":-1.198850393295288,"actor/lr":1e-06,"rollout/in_group_mean":-1.5671874284744263,"timing_per_token_ms/update_critic":0.008812493552895272,"train/CoordFrozenLake/non-zero/num_actions":9.67605633802817,"train/CoordFrozenLake/non-zero/action_is_effective":0.5304251808822058,"val-aux/unknown/reward/worst@16/mean":-2.5,"response_length/min":643,"rollout/in_group_reward_std":1.106802225112915,"val-core/unknown/reward/best@256/mean":0.9599999916553498,"global_seqlen/max":13858,"val-env/response_length":1953.76953125,"rollout/in_group_reward_mean":-1.5671874284744263,"val-env/CoordFrozenLake/action_is_valid":0.07755099822026099,"val-env/CoordFrozenLake/non-zero/num_actions":7.487179487179487,"actor/pg_clipfrac":0,"val-aux/unknown/reward/worst@32/mean":-2.5,"perf/total_num_tokens":96675,"critic/advantages/mean":1.36854980681278e-08,"critic/advantages/min":-2.2733142375946045,"critic/grad_norm":12.64126205444336,"train/CoordFrozenLake/episodic_return":0,"timing_s/update_critic":0.8519478142261505,"response_length_non_aborted/mean":3021.09375,"val-aux/unknown/reward/best@16/std":1.1078715489244089,"actor/entropy":0.10832826793193817,"critic/values/min":-3.046875,"response_length/mean":3021.09375,"response_length/clip_ratio":0,"critic/vf_clipfrac":0,"critic/score/mean":-1.146875023841858,"rollout/chosen_in_group_reward_max":0.949999988079071,"actor/ppo_kl":0,"response_length_non_aborted/max":3576,"val-aux/unknown/reward/best@8/mean":-0.9184000092074275,"critic/advantages/max":2.7574989795684814,"_runtime":10568.473887338,"train/response_length":1392.1484375,"val-aux/unknown/reward/worst@8/std":0,"train/CoordFrozenLake/action_is_effective":0.2610686437154607,"timing_per_token_ms/update_actor":0.011537220701864286,"val-env/CoordFrozenLake/non-zero/action_is_effective":0.6958573761979335,"_timestamp":1.7659995209090152e+09,"train/CoordFrozenLake/num_actions":5.3671875,"perf/cpu_memory_used_gb":102.20209121704102,"val-aux/unknown/reward/best@8/std":1.326499697391708,"rollout/chosen_in_group_mean":-1.146875023841858,"val-aux/unknown/reward/best@2/std":1.0595070114389091,"train/CoordFrozenLake/non-zero/action_is_valid":0.6672834105220216,"val-aux/unknown/reward/worst@4/mean":-2.4999000000953675,"val-env/CoordFrozenLake/num_actions":1.140625,"val-aux/unknown/reward/worst@64/std":0,"train/CoordFrozenLake/non-zero/pass@16":1,"val-aux/unknown/reward/best@2/mean":-1.943300003886223,"val-aux/unknown/reward/best@64/std":0.4309466274628203,"val-aux/unknown/reward/best@32/std":0.734469052627553,"critic/vpred_mean":-1.4202403724193573,"critic/returns/mean":-1.408237099647522,"global_seqlen/mean":12084.375,"perf/time_per_step":220.93882460147142,"val-env/charts/avg_episode_return":0,"critic/returns/min":-2.5,"timing_per_token_ms/gen":0.9171911371996584,"rollout/in_group_reward_max":0.2875000238418579,"val/generations":{"sha256":"989a39890b1f21ba62958c296648c3df63e918a12556f775cc4472de68cc5e4e","log_mode":"IMMUTABLE","artifact_path":"wandb-client-artifact://1f3gp2nj24ms7rhf65czzog84o4hb5kkwdanhkvs4z1pjk6l2yt4fipmdgegrhez2heae9e7edrglgjcxeu0qbjteu49402jxmodkx3ddbz7jbcphh7ecp8p0lnfjed3/val/generations.table.json","_latest_artifact_path":"wandb-client-artifact://3bpu57m221tqxv8pcw6oal1wedvay6jci8xqgahgw2l8ukgm0tfqx86pksjyfshiftmae57tv36oyz34jgzp79pxaxdonkeq575vzqp0im9isqjpnnajootq2ry6f92w:latest/val/generations.table.json","ncols":61,"nrows":21,"path":"media/table/val/generations_199_989a39890b1f21ba6295.table.json","_type":"table-file","size":3310189},"response/aborted_ratio":0,"perf/max_memory_reserved_gb":62.564453125,"val-aux/unknown/reward/worst@256/mean":-2.5,"global_seqlen/balanced_min":10979,"prompt_length/max":0,"timing_s/adv":0.15536049008369446,"critic/rewards/mean":-1.146875023841858,"val-env/CoordFrozenLake/raw_reward":0,"response_length_non_aborted/clip_ratio":0,"val-aux/unknown/reward/best@4/std":1.2586771477286762,"timing_per_token_ms/adv":0.0016070389457842715,"val-aux/unknown/reward/worst@32/std":0,"val-aux/unknown/reward/worst@256/std":0,"prompt_length/clip_ratio":0,"timing_per_token_ms/ref":0.002758510281696226,"val-env/CoordFrozenLake/episodic_return":0,"val-core/unknown/reward/mean@256":-2.2359375031956006,"val-aux/unknown/reward/best@32/mean":0.34609999123215673,"val-core/unknown/reward/best@256/std":0.06526868228267867,"train/CoordFrozenLake/non-zero/success":1,"val-env/CoordFrozenLake/pass@1":0.02734375,"critic/lr":1e-05,"_wandb":{"runtime":10568},"global_seqlen/balanced_max":13008,"actor/pg_clipfrac_lower":0,"train/CoordFrozenLake/action_is_valid":0.32842855361630746,"_step":200,"rollout/ref_log_prob":-0.34542232751846313,"val-env/CoordFrozenLake/non-zero/action_is_valid":0.7352983534958079,"timing_s/gen":88.66945318877697,"timing_s/old_log_prob":0.46255436539649963}
wandb/run-20251218_002911-rvpar64n/run-rvpar64n.wandb ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2d7662018ff2ebff860254678b7d8e82dc23b0673084e2cc0b44406674651e5d
3
+ size 5153650
wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_0_dc1fa19b166570869af2.table.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"columns": ["step", "input_1", "output_1", "score_1", "input_2", "output_2", "score_2", "input_3", "output_3", "score_3", "input_4", "output_4", "score_4", "input_5", "output_5", "score_5", "input_6", "output_6", "score_6", "input_7", "output_7", "score_7", "input_8", "output_8", "score_8", "input_9", "output_9", "score_9", "input_10", "output_10", "score_10", "input_11", "output_11", "score_11", "input_12", "output_12", "score_12", "input_13", "output_13", "score_13", "input_14", "output_14", "score_14", "input_15", "output_15", "score_15", "input_16", "output_16", "score_16", "input_17", "output_17", "score_17", "input_18", "output_18", "score_18", "input_19", "output_19", "score_19", "input_20", "output_20", "score_20"], "data": [[0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, Y]\n [W, Y]\nLeft (L): [O, O]\n [G, B]\nFront (F): [G, B]\n [O, O]\nRight (R): [R, R]\n [G, B]\nBack (B): [G, B]\n [R, R]\nDown (D): [Y, Y]\n [W, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the Down face has two white stickers that should be on the Up face. By rotating the Down face counter-clockwise (D'), I can align one of these white stickers with the Up face, which is a step towards solving the cube.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [W, Y]\n [W, Y]\nLeft (L): [O, O]\n [O, O]\nFront (F): [G, B]\n [G, B]\nRight (R): [R, R]\n [R, R]\nBack (B): [G, B]\n [G, B]\nDown (D): [Y, W]\n [Y, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the right side (R) is showing red, which is not in its solved position. By applying the action R', I aim to move the white and green pieces from the up and front faces to the right face, potentially aligning colors closer to their solved positions.</think><answer>R'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [W, G]\n [W, G]\nLeft (L): [O, O]\n [O, O]\nFront (F): [G, Y]\n [G, Y]\nRight (R): [R, R]\n [R, R]\nBack (B): [W, B]\n [W, B]\nDown (D): [Y, B]\n [Y, B]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the right side (R) is showing red (R), which is not in its solved position. To progress towards solving the cube, I need to move the correct color to the right side. Since the correct color for the right side is red and it's already on the right side but not in the correct position, I should rotate the right side counterclockwise to align the red color correctly. Therefore, my next action is R'.</think><answer>R'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [B, G]\n [B, G]\nLeft (L): [O, O]\n [W, Y]\nFront (F): [W, Y]\n [O, O]\nRight (R): [R, R]\n [W, Y]\nBack (B): [W, Y]\n [R, R]\nDown (D): [G, G]\n [B, B]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the Down face has two colors that should not be there: Green and Blue. By rotating the Down face counter-clockwise (D'), I can move these misplaced colors to the Up and Right faces, respectively, where they can be more easily manipulated in subsequent moves.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [B, G]\n [B, G]\nLeft (L): [O, O]\n [O, O]\nFront (F): [W, Y]\n [W, Y]\nRight (R): [R, R]\n [R, R]\nBack (B): [W, Y]\n [W, Y]\nDown (D): [G, B]\n [G, B]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the right side (R) is showing red, which is not in its solved position. By applying the R' action, I can rotate the right side counterclockwise, aiming to align the colors correctly. This move is chosen based on the visible need to correct the misalignment of the red color on the right side.</think><answer>R'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [B, W]\n [B, W]\nLeft (L): [O, O]\n [O, O]\nFront (F): [W, G]\n [W, G]\nRight (R): [R, R]\n [R, R]\nBack (B): [B, Y]\n [B, Y]\nDown (D): [G, Y]\n [G, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the left face (L) is showing two orange colors, which are correct but in the wrong position. To move these colors into a more correct position without disrupting the other faces, I should rotate the left face clockwise (L'). This action will align the orange colors on the left face with the orange center piece, which is a step towards solving the cube.</think><answer>L'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [B, B]\nFront (F): [G, G]\n [O, O]\nRight (R): [R, R]\n [G, G]\nBack (B): [B, B]\n [R, R]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the Down face is already correctly aligned with yellow (Y) on top. To progress, I need to align the other colors on their respective sides. Rotating the Down face counter-clockwise (D') will bring the misaligned green (G) and orange (O) pieces to the Front and Left faces, respectively, where they can be moved into their correct positions in subsequent moves.</think><answer>D'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 15/20\n\nUp (U): [O, W]\n [R, B]\nLeft (L): [B, B]\n [R, G]\nFront (F): [W, R]\n [Y, B]\nRight (R): [Y, G]\n [O, G]\nBack (B): [R, W]\n [O, G]\nDown (D): [O, Y]\n [Y, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the Down face has two different colors, O and Y, which are not aligned with their respective faces. By applying D', I aim to move the O piece to the Left face and the Y piece to the Back face, potentially aligning them with their correct colors.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 16/20\n\nUp (U): [O, W]\n [R, B]\nLeft (L): [B, B]\n [Y, B]\nFront (F): [W, R]\n [O, G]\nRight (R): [Y, G]\n [O, G]\nBack (B): [R, W]\n [R, G]\nDown (D): [Y, W]\n [O, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, moving the left side (L) will help align the blue and yellow colors on the left side, which are currently disoriented. This move is intended to progress towards a state where each side of the cube has a uniform color.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 17/20\n\nUp (U): [G, W]\n [W, B]\nLeft (L): [Y, B]\n [B, B]\nFront (F): [O, R]\n [R, G]\nRight (R): [Y, G]\n [O, G]\nBack (B): [R, O]\n [R, Y]\nDown (D): [W, W]\n [O, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the bottom face has a white and an orange tile that need to be aligned with their respective faces. By applying D', I can move the out-of-place orange tile to the front face, which is closer to its correct position.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 18/20\n\nUp (U): [G, W]\n [W, B]\nLeft (L): [Y, B]\n [R, G]\nFront (F): [O, R]\n [O, G]\nRight (R): [Y, G]\n [R, Y]\nBack (B): [R, O]\n [B, B]\nDown (D): [W, Y]\n [W, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, moving the Down face clockwise (D) would not align any of the colors on the cube, whereas moving the Down face counterclockwise (D') will align the white and orange pieces on the Down face with their respective colors on the Front and Left faces.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 19/20\n\nUp (U): [G, W]\n [W, B]\nLeft (L): [Y, B]\n [O, G]\nFront (F): [O, R]\n [R, Y]\nRight (R): [Y, G]\n [B, B]\nBack (B): [R, O]\n [R, G]\nDown (D): [Y, O]\n [W, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, applying D' will move the yellow piece from the bottom face to the front face, aligning it with the yellow center piece on the left face, which is a step towards solving the cube.</think><answer>D'</answer>\n", 0.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [B, B]\n [B, B]\nLeft (L): [W, W]\n [O, O]\nFront (F): [R, R]\n [W, W]\nRight (R): [Y, Y]\n [R, R]\nBack (B): [O, O]\n [Y, Y]\nDown (D): [G, G]\n [G, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the Down face is already uniform in green, but to progress, I need to consider the effect of my moves on the rest of the cube. Moving the Down face counter-clockwise (D') will bring the out-of-place white and red tiles on the Front face to the Down face, potentially setting up a better position for future moves to align colors.</think><answer>D'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, B]\n [G, Y]\nLeft (L): [O, R]\n [O, R]\nFront (F): [W, G]\n [W, G]\nRight (R): [O, R]\n [O, R]\nBack (B): [Y, B]\n [Y, B]\nDown (D): [B, W]\n [Y, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the front face has a white piece in the bottom left that should be on the up face. Rotating the front face clockwise (F) will move this piece to the left face, where it can be more easily manipulated into its correct position.</think><answer>F</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [W, B]\n [R, R]\nLeft (L): [O, B]\n [O, W]\nFront (F): [W, W]\n [G, G]\nRight (R): [G, R]\n [Y, R]\nBack (B): [Y, B]\n [Y, B]\nDown (D): [O, O]\n [Y, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the front face has white and green, which is not in the correct position. By applying the F action, I can move the white pieces on the front face to the up face where they belong, aligning with the white center piece.</think><answer>F</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [W, B]\n [W, B]\nLeft (L): [O, O]\n [O, O]\nFront (F): [G, W]\n [G, W]\nRight (R): [R, R]\n [R, R]\nBack (B): [Y, B]\n [Y, B]\nDown (D): [Y, G]\n [Y, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has a green and a white tile, which are not in their correct positions. By applying the 'R' action, I can move the white tile on the right face to the front face, potentially aligning it with the white center tile on the up face. This move could simplify future steps in solving the cube.</think><answer>R</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 15/20\n\nUp (U): [G, W]\n [Y, W]\nLeft (L): [R, Y]\n [R, G]\nFront (F): [W, G]\n [O, B]\nRight (R): [R, B]\n [O, W]\nBack (B): [O, Y]\n [B, Y]\nDown (D): [G, O]\n [B, R]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, I notice that the left side (L) has a mixed color configuration. By applying the L action, I can move the green piece from the front (F) to the left (L) side, aligning it with the green on the top (U) and potentially setting up a better configuration for solving the cube.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 16/20\n\nUp (U): [Y, W]\n [Y, W]\nLeft (L): [R, R]\n [G, Y]\nFront (F): [G, G]\n [Y, B]\nRight (R): [R, B]\n [O, W]\nBack (B): [O, B]\n [B, G]\nDown (D): [W, O]\n [O, R]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, applying D' (down face counter-clockwise) will move the white and orange pieces from the bottom face to the front and right faces, respectively, potentially setting up a more favorable position for solving the cube.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 17/20\n\nUp (U): [Y, W]\n [Y, W]\nLeft (L): [R, R]\n [Y, B]\nFront (F): [G, G]\n [O, W]\nRight (R): [R, B]\n [B, G]\nBack (B): [O, B]\n [G, Y]\nDown (D): [O, R]\n [W, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the Down face has two different colors, O and R, which are not aligned with their respective sides. By applying D', I aim to move the O piece to the Left side where it should be, and the R piece to the Front side, aligning them correctly with their respective colors.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 18/20\n\nUp (U): [Y, W]\n [Y, W]\nLeft (L): [R, R]\n [O, W]\nFront (F): [G, G]\n [B, G]\nRight (R): [R, B]\n [G, Y]\nBack (B): [O, B]\n [Y, B]\nDown (D): [R, O]\n [O, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has two green tiles on the bottom that need to be aligned with the green center. Rotating the front face counter-clockwise (F') will move these tiles up, aligning them correctly with the green center.</think><answer>F'</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 19/20\n\nUp (U): [Y, W]\n [R, G]\nLeft (L): [R, W]\n [O, Y]\nFront (F): [G, G]\n [G, B]\nRight (R): [O, B]\n [R, Y]\nBack (B): [O, B]\n [Y, B]\nDown (D): [R, W]\n [O, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has two green tiles on top that need to be aligned with the green center. By applying the 'F' action, I can rotate the front face clockwise, which will move the green tiles from the top row of the front face to their correct positions on the left and right sides of the front face, aligning them with the green center.</think><answer>F</answer>\n", 0.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [G, G]\nFront (F): [G, G]\n [R, R]\nRight (R): [R, R]\n [B, B]\nBack (B): [B, B]\n [O, O]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the Down face is already uniform in color, which is yellow. However, the other faces are not yet solved. To progress, I need to start aligning the colors on the other faces while keeping the yellow face intact. The simplest and most direct action to begin this alignment is to rotate the Down face, which will not disturb its uniform color but will allow me to see how the other colors align with their respective faces. Therefore, I will rotate the Down face clockwise.</think><answer>D</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 15/20\n\nUp (U): [G, W]\n [B, Y]\nLeft (L): [R, W]\n [R, W]\nFront (F): [R, G]\n [O, B]\nRight (R): [O, O]\n [Y, Y]\nBack (B): [G, Y]\n [B, W]\nDown (D): [B, R]\n [G, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, applying the L action will rotate the left face clockwise, which seems like a good move to start aligning colors. I'll rotate the left face to see if I can get any of the colors to match on the adjacent faces.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 16/20\n\nUp (U): [W, W]\n [Y, Y]\nLeft (L): [R, R]\n [W, W]\nFront (F): [G, G]\n [B, B]\nRight (R): [O, O]\n [Y, Y]\nBack (B): [G, G]\n [B, B]\nDown (D): [R, R]\n [O, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, I notice that the left side (L) has the correct colors at the top but is out of place. By applying the L' action, I can move the white (W) from the top (U) to the left (L) side where it belongs, while also moving the red (R) from the left (L) side to the front (F) side, which is also a step towards solving the cube.</think><answer>L'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 17/20\n\nUp (U): [G, W]\n [B, Y]\nLeft (L): [R, W]\n [R, W]\nFront (F): [R, G]\n [O, B]\nRight (R): [O, O]\n [Y, Y]\nBack (B): [G, Y]\n [B, W]\nDown (D): [B, R]\n [G, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the left side has two white pieces on the bottom that should be on the up side. By applying the L' action, I can move these white pieces to the up side, aligning them correctly with the white center piece.</think><answer>L'</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 18/20\n\nUp (U): [R, W]\n [O, Y]\nLeft (L): [W, W]\n [R, R]\nFront (F): [B, G]\n [G, B]\nRight (R): [O, O]\n [Y, Y]\nBack (B): [G, B]\n [B, G]\nDown (D): [W, R]\n [Y, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, I notice that the left face has two white pieces on the bottom, which are out of place. By applying the L action, I can move these pieces to the top of the left face, potentially aligning them with the white center piece on the up face. This move could simplify the cube's state, bringing it closer to a solved configuration.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 19/20\n\nUp (U): [G, W]\n [B, Y]\nLeft (L): [R, W]\n [R, W]\nFront (F): [R, G]\n [O, B]\nRight (R): [O, O]\n [Y, Y]\nBack (B): [G, Y]\n [B, W]\nDown (D): [B, R]\n [G, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the left face has two white stickers that should be on the up face. By applying the L action, I can move these stickers to the up face, aligning them closer to their correct positions.</think><answer>L</answer>\n", 0.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [O, B]\n [O, B]\nLeft (L): [Y, Y]\n [W, W]\nFront (F): [G, O]\n [R, B]\nRight (R): [W, W]\n [Y, Y]\nBack (B): [R, B]\n [G, O]\nDown (D): [G, R]\n [G, R]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the bottom face has two green tiles and two red tiles. By applying the D' action, I can move the green tiles from the bottom face to the front and back faces, potentially aligning them with their respective colors on the top face.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 3/20\n\nUp (U): [O, B]\n [O, B]\nLeft (L): [Y, Y]\n [R, B]\nFront (F): [G, O]\n [Y, Y]\nRight (R): [W, W]\n [G, O]\nBack (B): [R, B]\n [W, W]\nDown (D): [R, R]\n [G, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 17 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, moving the Down face clockwise (D) would not align any of the colors, but moving it counterclockwise (D') would align the green and orange on the front and left faces, respectively. This action is chosen to progress towards solving the cube by aligning colors on the faces.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 4/20\n\nUp (U): [O, B]\n [O, B]\nLeft (L): [Y, Y]\n [Y, Y]\nFront (F): [G, O]\n [G, O]\nRight (R): [W, W]\n [W, W]\nBack (B): [R, B]\n [R, B]\nDown (D): [R, G]\n [R, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 16 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the right side (R) has white (W) on top which should align with the top (U) side's color. To move the white on the right side to the top, I need to rotate the right side counterclockwise. Therefore, the action R' is appropriate to align the white with the top side.</think><answer>R'</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 5/20\n\nUp (U): [O, R]\n [O, R]\nLeft (L): [Y, Y]\n [Y, Y]\nFront (F): [G, B]\n [G, B]\nRight (R): [W, W]\n [W, W]\nBack (B): [G, B]\n [G, B]\nDown (D): [R, O]\n [R, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 15 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the right side (R) has white (W) on top, which is not in its solved position. To move the white pieces to the top face (U) where they belong, I need to rotate the right side counter-clockwise (R'). This will align the white pieces on the right side with the white center piece on the top face.</think><answer>R'</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 6/20\n\nUp (U): [O, G]\n [O, G]\nLeft (L): [Y, Y]\n [Y, Y]\nFront (F): [G, R]\n [G, R]\nRight (R): [W, W]\n [W, W]\nBack (B): [O, B]\n [O, B]\nDown (D): [R, B]\n [R, B]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 14 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the right face (R) has white (W) on top which should be aligned with the white center on the up face (U). To achieve this, I need to rotate the right face counterclockwise (R') to align the white pieces with the white center.</think><answer>R'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [R, G]\n [B, W]\nLeft (L): [W, O]\n [B, Y]\nFront (F): [W, G]\n [O, O]\nRight (R): [R, Y]\n [W, Y]\nBack (B): [R, B]\n [R, Y]\nDown (D): [G, G]\n [B, O]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the back face has a misaligned color 'B' that should be on the left face. Rotating the back face counter-clockwise (B') will move the 'B' color to the left face, aligning it with the correct color.</think><answer>B'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [B, W]\n [B, W]\nLeft (L): [O, O]\n [B, Y]\nFront (F): [W, G]\n [O, O]\nRight (R): [R, R]\n [W, G]\nBack (B): [B, Y]\n [R, R]\nDown (D): [G, G]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, applying D' (down face counter-clockwise) seems like a good move to start aligning the colors. This action will move the green and yellow pieces from the down face to the front and right faces, respectively, potentially setting up for more efficient moves in the future.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [B, W]\n [B, W]\nLeft (L): [O, O]\n [O, O]\nFront (F): [W, G]\n [W, G]\nRight (R): [R, R]\n [R, R]\nBack (B): [B, Y]\n [B, Y]\nDown (D): [G, Y]\n [G, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the left side (L) is entirely orange, which is correct, but the front side (F) has a white piece that should be on the up side (U). To move this white piece to the up side, I need to rotate the left side clockwise (L'), which will bring the white piece to the up side.</think><answer>L'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 15/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [O, O]\nFront (F): [G, R]\n [G, G]\nRight (R): [R, R]\n [R, G]\nBack (B): [B, B]\n [B, B]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has a green and red tile that needs to be aligned correctly. By applying the D' action, I can move the misaligned green tile on the right face to the front face, positioning it to be aligned with the green center tile on the front face in future moves.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 16/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [G, G]\nFront (F): [G, R]\n [R, G]\nRight (R): [R, R]\n [B, B]\nBack (B): [B, B]\n [O, O]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the Down (D) face is already uniform in yellow (Y). To progress, I should look to align the colors on the adjacent faces. The D' action will bring the misaligned green (G) and red (R) from the Front (F) and Right (R) faces to the Down (D) face, potentially setting up for future moves to align these colors correctly.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 17/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [R, G]\nFront (F): [G, R]\n [B, B]\nRight (R): [R, R]\n [O, O]\nBack (B): [B, B]\n [G, G]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, my goal is to move the cube towards a solved state. The Down (D) face is already uniform in yellow (Y), but to align the other colors correctly, I need to move the yellow center piece to the correct position. The action D' (Down face, counter-clockwise) will move the yellow center piece to the front, allowing for further alignment of the cube's colors.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 18/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [B, B]\nFront (F): [G, R]\n [O, O]\nRight (R): [R, R]\n [G, G]\nBack (B): [B, B]\n [R, G]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the Down face is already uniform in yellow, indicating that the bottom layer might be solved or close to being solved. To continue solving the cube, I should look to align the edge pieces correctly. Since the Down face is correct, I need to check the pieces around it. The D' action will move the bottom layer clockwise, potentially aligning the edge pieces correctly for the next steps in solving the cube.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 19/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [O, O]\n [O, O]\nFront (F): [G, R]\n [G, G]\nRight (R): [R, R]\n [R, G]\nBack (B): [B, B]\n [B, B]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has a green tile out of place, which should be on the left face. To move this tile to its correct position, I need to rotate the back face clockwise, which will bring the green tile to the left face. However, the action required is the opposite, a counter-clockwise rotation of the back face, denoted as B'. This action will correctly position the green tile on the left face.</think><answer>B'</answer>\n", 0.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [O, W]\n [O, R]\nLeft (L): [W, W]\n [B, O]\nFront (F): [B, G]\n [Y, G]\nRight (R): [Y, G]\n [Y, R]\nBack (B): [R, G]\n [B, W]\nDown (D): [B, O]\n [R, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the left face has two white pieces that should be on the up face. By rotating the left face clockwise (L), I can move these white pieces closer to their correct position on the up face.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [W, W]\n [G, R]\nLeft (L): [B, W]\n [O, W]\nFront (F): [O, G]\n [O, G]\nRight (R): [Y, G]\n [Y, R]\nBack (B): [R, R]\n [B, B]\nDown (D): [B, O]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, I notice that the front face has two different colors, O and G. By applying the F action, I can move the O color from the front face to the left face, which currently has the same O color, potentially aligning colors on the cube's faces.</think><answer>F</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [B, B]\n [O, O]\nFront (F): [O, O]\n [G, G]\nRight (R): [G, G]\n [R, R]\nBack (B): [R, R]\n [B, B]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the top (Up) face is already uniform in white color. However, the cube is not fully solved as other faces show mixed colors. To progress towards solving the cube, I should start by rotating the top face to see if this action aligns the colors on the adjacent faces better. Thus, rotating the top face clockwise (U) is my next move.</think><answer>U</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 15/20\n\nUp (U): [W, O]\n [Y, W]\nLeft (L): [R, G]\n [O, G]\nFront (F): [O, B]\n [R, R]\nRight (R): [O, B]\n [B, R]\nBack (B): [Y, G]\n [W, G]\nDown (D): [Y, Y]\n [W, B]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, applying D' will rotate the bottom face counterclockwise, which seems like a good move to progress towards solving the cube. This action is chosen based on the current configuration of the cube and the goal of aligning colors on each face.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 16/20\n\nUp (U): [W, O]\n [Y, W]\nLeft (L): [R, G]\n [R, R]\nFront (F): [O, B]\n [B, R]\nRight (R): [O, B]\n [W, G]\nBack (B): [Y, G]\n [O, G]\nDown (D): [Y, B]\n [Y, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, I need to align the colors on each face. The Down face has two yellow pieces that should be on the Up face, and the Down face also has a blue piece that should be on the Front face. To move the yellow pieces up and the blue piece to the Front, I should perform the inverse of the Down move, which is D'. This will bring the yellow pieces closer to their correct position on the Up face.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 17/20\n\nUp (U): [W, O]\n [Y, W]\nLeft (L): [R, G]\n [B, R]\nFront (F): [O, B]\n [W, G]\nRight (R): [O, B]\n [O, G]\nBack (B): [Y, G]\n [R, R]\nDown (D): [B, W]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, I notice that the bottom layer has a scrambled configuration. By applying the D' action, I aim to position the yellow pieces correctly on the Down face without disrupting the other faces that are closer to being solved. This move is selected based on the visible need to align the yellow pieces on the D face.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 18/20\n\nUp (U): [W, O]\n [Y, W]\nLeft (L): [R, G]\n [W, G]\nFront (F): [O, B]\n [O, G]\nRight (R): [O, B]\n [R, R]\nBack (B): [Y, G]\n [B, R]\nDown (D): [W, Y]\n [B, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the Down face has two yellow pieces that should be on the Up face. By rotating the Down face counter-clockwise (D'), I can move these yellow pieces closer to their correct position on the Up face.</think><answer>D'</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 19/20\n\nUp (U): [W, O]\n [Y, W]\nLeft (L): [R, G]\n [O, G]\nFront (F): [O, B]\n [R, R]\nRight (R): [O, B]\n [B, R]\nBack (B): [Y, G]\n [W, G]\nDown (D): [Y, Y]\n [W, B]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the Down (D) face has two yellow pieces on it, which are out of place. By applying the D' action, I can move these yellow pieces to the Up (U) face, which is a step towards solving the cube.</think><answer>D'</answer>\n", 0.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, R]\n [W, B]\nLeft (L): [O, O]\n [Y, R]\nFront (F): [G, W]\n [B, B]\nRight (R): [R, G]\n [O, W]\nBack (B): [Y, B]\n [R, G]\nDown (D): [Y, Y]\n [O, G]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the bottom face has colors that should be on other faces. Rotating the bottom face clockwise (D) will bring a yellow piece to the front and a green piece to the left, which are closer to their correct positions.</think><answer>D</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [W, R]\n [W, B]\nLeft (L): [O, O]\n [R, G]\nFront (F): [G, W]\n [Y, R]\nRight (R): [R, G]\n [B, B]\nBack (B): [Y, B]\n [O, W]\nDown (D): [O, Y]\n [G, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the upper face has two white pieces that need to be aligned with the white center. Rotating the upper face clockwise (U) will align one of the white pieces with the white center, which is a step towards solving the cube.</think><answer>U</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [W, W]\n [B, R]\nLeft (L): [G, W]\n [R, G]\nFront (F): [R, G]\n [Y, R]\nRight (R): [Y, B]\n [B, B]\nBack (B): [O, O]\n [O, W]\nDown (D): [O, Y]\n [G, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the Down face has two colors that don't match the center, which suggests that the cube is not solved. By applying the D action, I aim to move the yellow piece from the Down face to the Front face, potentially aligning it with the yellow center. This could simplify the cube's state, making it easier to solve in subsequent turns.</think><answer>D</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 3/20\n\nUp (U): [W, W]\n [B, R]\nLeft (L): [G, W]\n [O, W]\nFront (F): [R, G]\n [R, G]\nRight (R): [Y, B]\n [Y, R]\nBack (B): [O, O]\n [B, B]\nDown (D): [G, O]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 17 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has two different colors, R and G. By applying the F action, I can move the uniform colors on the left and right faces to the front, aligning the R colors together and potentially setting up a more uniform face for future moves.</think><answer>F</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 4/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [G, G]\n [O, O]\nFront (F): [R, R]\n [G, G]\nRight (R): [B, B]\n [R, R]\nBack (B): [O, O]\n [B, B]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 16 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the Down (D) face is already correctly aligned with yellow (Y) on top. To continue solving the cube, I need to look for a move that will align another color on its respective face. The Front (F) face has green (G) which should be on the Left (L) face. To move the green piece on the Front face to the Left face, I need to rotate the bottom layer in a way that brings the green piece to the bottom, then use a move to position it correctly. A D' move will bring the green piece from the front to the bottom, setting up for the next steps in solving the cube.</think><answer>D'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 15/20\n\nUp (U): [Y, R]\n [Y, Y]\nLeft (L): [B, R]\n [Y, R]\nFront (F): [G, G]\n [R, G]\nRight (R): [O, B]\n [O, O]\nBack (B): [W, O]\n [B, B]\nDown (D): [W, W]\n [G, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 5 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, I notice that the front face has two green tiles on top and a red tile on the bottom. By applying the action F', I can rotate the front face clockwise, which will move the red tile from the front face to the down face, potentially aligning it better for future moves or solving the cube.</think><answer>F'</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 16/20\n\nUp (U): [Y, R]\n [O, O]\nLeft (L): [B, Y]\n [Y, Y]\nFront (F): [G, G]\n [G, R]\nRight (R): [W, B]\n [W, O]\nBack (B): [W, O]\n [B, B]\nDown (D): [R, R]\n [G, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 4 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the left face has two yellow pieces on the bottom that need to be aligned with the yellow center on the up face. By executing an L action, I can move these yellow pieces to the top of the left face, aligning them correctly with the yellow center.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 17/20\n\nUp (U): [B, R]\n [O, O]\nLeft (L): [Y, B]\n [Y, Y]\nFront (F): [Y, G]\n [O, R]\nRight (R): [W, B]\n [W, O]\nBack (B): [W, G]\n [B, R]\nDown (D): [G, R]\n [G, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 3 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the left face has two yellow pieces on top, which are out of place. By applying the L action, I can move these yellow pieces to the front face, potentially aligning them closer to their correct positions on the yellow (Up) face.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 4:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 18/20\n\nUp (U): [R, R]\n [G, O]\nLeft (L): [Y, Y]\n [Y, B]\nFront (F): [B, G]\n [O, R]\nRight (R): [W, B]\n [W, O]\nBack (B): [W, G]\n [B, G]\nDown (D): [Y, R]\n [O, W]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 2 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, the right side (R) has a white (W) and an orange (O) that should be aligned with the up (U) and front (F) respectively. Rotating the right side counter-clockwise (R') will align the W with the U and O with the F, moving towards solving the cube.</think><answer>R'</answer>\nuser\nReward:\n0.0\n\nTurn 5:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 19/20\n\nUp (U): [R, B]\n [G, W]\nLeft (L): [Y, Y]\n [Y, B]\nFront (F): [B, R]\n [O, O]\nRight (R): [B, O]\n [W, W]\nBack (B): [W, G]\n [R, G]\nDown (D): [Y, G]\n [O, R]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 1 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state, applying L' will move the white and green pieces from the left side to the top, aligning them with the white center and setting up a potential for future moves to solve the cube.</think><answer>L'</answer>\n", 0.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [B, B]\n [R, R]\nFront (F): [O, O]\n [B, B]\nRight (R): [G, G]\n [O, O]\nBack (B): [R, R]\n [G, G]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the Down face is already correctly aligned with yellow (Y) on top. However, the other faces are not yet in their correct configurations. By rotating the Down face counter-clockwise (D'), I can position the misaligned colors on the sides to be moved into their correct faces in subsequent turns.</think><answer>D'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, W]\n [O, O]\nLeft (L): [O, Y]\n [O, Y]\nFront (F): [G, G]\n [G, G]\nRight (R): [W, R]\n [W, R]\nBack (B): [B, B]\n [B, B]\nDown (D): [R, R]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the front face has two green tiles that need to be aligned with the rest of the green face. Rotating the front face counter-clockwise (F') will align the green tiles on the front face with the green center, making progress towards the goal of having each face a single color.</think><answer>F'</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [W, W]\n [Y, Y]\nLeft (L): [B, R]\n [O, G]\nFront (F): [G, G]\n [O, O]\nRight (R): [O, G]\n [B, R]\nBack (B): [R, R]\n [B, B]\nDown (D): [W, W]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the front face has two green pieces on top that should be on the left face. Rotating the front face clockwise will move these pieces to the left face, aligning them with the correct color. Therefore, the next action should be to rotate the front face clockwise.</think><answer>F</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [W, W]\n [G, R]\nLeft (L): [B, W]\n [O, W]\nFront (F): [O, G]\n [O, G]\nRight (R): [Y, G]\n [Y, R]\nBack (B): [R, R]\n [B, B]\nDown (D): [B, O]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the front face has two different colors, O and G. By applying the F action, I aim to rotate the front face clockwise, which should align the O colors on the front and the left faces, and the G colors on the front and the right faces, potentially simplifying the cube's state.</think><answer>F</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [B, B]\n [O, O]\nFront (F): [O, O]\n [G, G]\nRight (R): [G, G]\n [R, R]\nBack (B): [R, R]\n [B, B]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the top face (U) is already uniform with white (W) tiles. To progress, I should start by moving the U face to see if this action aligns other colors correctly or sets up a sequence for future moves. Thus, rotating the U face is a logical first step.</think><answer>U</answer>\n", 1.0, "", "system\nYou're a helpful assistant. \nuser\nYou are solving a 2x2 Rubik's Cube (Pocket Cube). The goal is to restore the cube so that each of the faces consists of a single, unique color.\nAvailable actions use standard Singmaster notation for face rotations: U, U', D, D', L, L', R, R', F, F', B, B'.\n- Faces: U (Up), D (Down), L (Left), R (Right), F (Front), B (Back).\n- Modifiers: A letter alone means 90\u00b0 clockwise (e.g., 'R'). A letter with prime (') means 90\u00b0 counter-clockwise (e.g., \"R'\").\nRespond with a sequence of actions separated by \"||\".\nExample: <answer>U</answer>\n\nYour available actions are:\nU, U', D, D', L, L', R, R', F, F', B, B'\nYou can make up to 20 actions, separated by the action separator \" || \"\n\nTurn 1:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 0/20\n\nUp (U): [R, G]\n [G, W]\nLeft (L): [G, O]\n [Y, Y]\nFront (F): [Y, R]\n [B, G]\nRight (R): [B, W]\n [R, W]\nBack (B): [O, W]\n [O, O]\nDown (D): [B, Y]\n [B, R]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 20 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the cube, the left face has two yellow pieces that should be on the down face. By rotating the left face clockwise (L), I can move these yellow pieces closer to their correct position on the down face.</think><answer>L</answer>\nuser\nReward:\n0.0\n\nTurn 2:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 1/20\n\nUp (U): [O, G]\n [W, W]\nLeft (L): [Y, G]\n [Y, O]\nFront (F): [R, R]\n [G, G]\nRight (R): [B, W]\n [R, W]\nBack (B): [O, B]\n [O, B]\nDown (D): [Y, Y]\n [B, R]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 19 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, my goal is to align the colors on each face. The back face has an 'O' and 'B' which need to be aligned with their respective faces. Executing 'B' will rotate the back face clockwise, potentially aligning the 'O' with the left face and the 'B' with the right face, moving me closer to solving the cube.</think><answer>B</answer>\nuser\nReward:\n0.0\n\nTurn 3:\nState:\n=== Rubik's Cube 2x2 State ===\nStep: 2/20\n\nUp (U): [W, W]\n [W, W]\nLeft (L): [G, G]\n [O, O]\nFront (F): [R, R]\n [G, G]\nRight (R): [B, B]\n [R, R]\nBack (B): [O, O]\n [B, B]\nDown (D): [Y, Y]\n [Y, Y]\n\nAvailable Actions:\nU, U', D, D', L, L', R, R', F, F', B, B'\n\nWhat is your next move?\nYou have 18 actions left. Always output: <think> [Your thoughts] </think> <answer> [your answer] </answer> with no extra text. Strictly follow this format. Max response length: 96 words (tokens).\n\nassistant\n<think>Given the current state of the Rubik's Cube, the Down (D) face is already correctly aligned with yellow (Y) on top. To progress, I need to consider moves that could potentially align other faces without disrupting the D face. A D' move will rotate the bottom layer clockwise, which could help in aligning the colors on the adjacent faces without affecting the already correct D face.</think><answer>D'</answer>\n", 1.0]]}
wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_109_17a8b03ea39666636a45.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_119_ceb8ca14ef05eea43576.table.json ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20260609_042409-gfogm4na/files/media/table/val/generations_129_bf6472b6614c5e67157a.table.json ADDED
The diff for this file is too large to render. See raw diff