The reflection-SFT data of UMM-Reflection (Learning Native Reflection in Unified Models). It trains Each row is one complete trajectory for one request. A T2I trajectory starts with no image; an edit trajectory starts from a given source image.
Rows30,794
Configurations2
Size107.1 GB
Licenseother
AccessPublicly accessible
Monthly Downloads62
Dataset Card
The reflection-SFT data of UMM-Reflection (Learning Native Reflection in Unified Models). It trains Each row is one complete trajectory for one request. A T2I trajectory starts with no image; an edit trajectory starts from a given source image. Every controller turn is a block with [CURRENTROUND], [SCORE], [ACTION] (edit or done), [THINKING] and, for an edit, an [EDIT] payload. Each edit is followed by the image it produced. Trajectories contain one to four generated images; they include one-shot successes, planned multi-step progressions, and natural repairs of a flawed image. The rendered [EDIT] line in thinklist can be shortened. The training code uses the full editinstruction from…
Excerpt from the card by Walt Stephen, licensed other.
Structure
trajectories 29,529 rows
| Split | Rows | Size |
|---|---|---|
| train | 29,529 | 101.9 GB |
think_listliststep_action_listliststep_role_listliststep_round_listliststep_source_image_listliststep_image_name_listliststep_image_listliststep_image_sha256liststep_image_size_bytesliststep_need_losslistuser_promptstringsystem_promptstringsystem_prompt_versionstringuidstringrunstringtaskstringcategorystringquotastringtrajectory_subtypestringmanifest_positionint32n_stepsint32n_imagesint32n_landedint32source_image_step_indexint32final_loss_step_indexint32final_image_namestringmeta_stepsstringsource_datasetstringsource_licensestring
anchor 1,265 rows
| Split | Rows | Size |
|---|---|---|
| train | 1,265 | 5.2 GB |
think_listliststep_image_listliststep_need_losslistuser_promptstringsystem_promptstringuidstringrunstringtaskstringcategorystringn_stepsint32n_landedint32
Details
- Repository
- YijiaFan/UMM-Reflection-SFT-Data
- Publisher
- Walt Stephen
- Task category
- Text to image
- Tags
- reflection, unified-model, image-editing
- Size category
- 10K<n<100K
- Languages
- en
- Revision
- ecb5a3bff758ac2a71d42be10a622ea60832fa70
- Last updated
- 2026-09-29
Files
200 files, 107.1 GB in total.
Data197 files · 107.1 GB
Documentation2 files · 6.9 KB
Repository1 file · 2.5 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| anchor/base_anchor_allowlist.json | Data | 317.6 KB | — |
| anchor/parquet/shard-00000.parquet | Data | 76.3 MB | ac69858ec055 |
| anchor/parquet/shard-00001.parquet | Data | 57.9 MB | 98470674883b |
| anchor/parquet/shard-00002.parquet | Data | 85.3 MB | 839dce00c0bc |
| anchor/parquet/shard-00003.parquet | Data | 56.7 MB | 259f462809a5 |
| anchor/parquet/shard-00004.parquet | Data | 49.5 MB | b449c8e4555b |
| anchor/parquet/shard-00005.parquet | Data | 47.7 MB | 93f563f07635 |
| anchor/parquet/shard-00006.parquet | Data | 63.6 MB | e6851c20f927 |
| anchor/parquet/shard-00007.parquet | Data | 44.8 MB | 40a1251a0a30 |
| anchor/parquet/shard-00008.parquet | Data | 48.2 MB | 4f1a14c8a870 |
| anchor/parquet/shard-00009.parquet | Data | 61.4 MB | 78596cf25415 |
| anchor/parquet/shard-00010.parquet | Data | 54.2 MB | 8b580dedfd2e |
| anchor/parquet/shard-00011.parquet | Data | 60.1 MB | f5c48cd075ea |
| anchor/parquet/shard-00012.parquet | Data | 39.6 MB | 9c2a3f436282 |
| anchor/parquet/shard-00013.parquet | Data | 59.0 MB | 5a6d5313b405 |
| anchor/parquet/shard-00014.parquet | Data | 46.1 MB | a61fc52b331d |
| anchor/parquet/shard-00015.parquet | Data | 48.2 MB | 5f8a429e757a |
| anchor/parquet/shard-00016.parquet | Data | 38.9 MB | d6917f5303be |
| anchor/parquet/shard-00017.parquet | Data | 51.0 MB | 101fcfd56a42 |
| anchor/parquet/shard-00018.parquet | Data | 78.8 MB | a02eaa6c420f |
| anchor/parquet/shard-00019.parquet | Data | 60.2 MB | 3975db423122 |
| anchor/parquet/shard-00020.parquet | Data | 74.2 MB | edc2fe13910c |
| anchor/parquet/shard-00021.parquet | Data | 57.8 MB | 981225477775 |
| anchor/parquet/shard-00022.parquet | Data | 86.2 MB | fe0a857e8854 |
| anchor/parquet/shard-00023.parquet | Data | 52.3 MB | 83d146d969a8 |
| anchor/parquet/shard-00024.parquet | Data | 46.1 MB | 094759ba5f6d |
| anchor/parquet/shard-00025.parquet | Data | 34.8 MB | a87f00d11580 |
| anchor/parquet/shard-00026.parquet | Data | 69.3 MB | 4a16366d7117 |
| anchor/parquet/shard-00027.parquet | Data | 39.0 MB | 6fdf03f5f563 |
| anchor/parquet/shard-00028.parquet | Data | 35.5 MB | a455a1b65967 |
| anchor/parquet/shard-00029.parquet | Data | 48.8 MB | 6581deb1bbb6 |
| anchor/parquet/shard-00030.parquet | Data | 46.1 MB | 97330d46ab5c |
| anchor/parquet/shard-00031.parquet | Data | 47.7 MB | a7944b8c1794 |
| anchor/parquet/shard-00032.parquet | Data | 69.5 MB | 5cdd1fb1471c |
| anchor/parquet/shard-00033.parquet | Data | 47.1 MB | b5eb8dce2c23 |
| anchor/parquet/shard-00034.parquet | Data | 32.9 MB | da5553c87d39 |
| anchor/parquet/shard-00035.parquet | Data | 33.2 MB | 382a0110765d |
| anchor/parquet/shard-00036.parquet | Data | 65.7 MB | 748f9af34e99 |
| anchor/parquet/shard-00037.parquet | Data | 57.7 MB | d966060a1e97 |
| anchor/parquet/shard-00038.parquet | Data | 50.7 MB | 1dcdff98f4f3 |
| anchor/parquet/shard-00039.parquet | Data | 55.7 MB | 83736d2ca3e6 |
| anchor/parquet/shard-00040.parquet | Data | 63.5 MB | 7d7601c64e79 |
| anchor/parquet/shard-00041.parquet | Data | 57.3 MB | 528d2c9a9871 |
| anchor/parquet/shard-00042.parquet | Data | 50.0 MB | 3771749e5c39 |
| anchor/parquet/shard-00043.parquet | Data | 62.0 MB | 97a84ec57c79 |
| anchor/parquet/shard-00044.parquet | Data | 66.9 MB | 195689c35cbd |
| anchor/parquet/shard-00045.parquet | Data | 44.5 MB | 5d29dc3cd6ca |
| anchor/parquet/shard-00046.parquet | Data | 34.8 MB | 3c7b7340f072 |
| anchor/parquet/shard-00047.parquet | Data | 86.6 MB | d7601b267999 |
| anchor/parquet/shard-00048.parquet | Data | 34.8 MB | bf8a8ec5fa32 |
| anchor/parquet/shard-00049.parquet | Data | 55.8 MB | ad634cac7edf |
| anchor/parquet/shard-00050.parquet | Data | 50.4 MB | 81627979de4f |
| anchor/parquet/shard-00051.parquet | Data | 67.2 MB | c3c99c3d33c4 |
| anchor/parquet/shard-00052.parquet | Data | 50.1 MB | 6ff182aed22d |
| anchor/parquet/shard-00053.parquet | Data | 61.4 MB | f649cd55c53a |
| anchor/parquet/shard-00054.parquet | Data | 51.8 MB | 6037ec209b3f |
| anchor/parquet/shard-00055.parquet | Data | 61.6 MB | 48ef6038a2a8 |
| anchor/parquet/shard-00056.parquet | Data | 46.9 MB | ae8a1b97e924 |
| anchor/parquet/shard-00057.parquet | Data | 65.6 MB | 77f64718a3e7 |
| anchor/parquet/shard-00058.parquet | Data | 75.3 MB | b5dd0ec6cf06 |
| anchor/parquet/shard-00059.parquet | Data | 47.6 MB | 45f60edf8da5 |
| anchor/parquet/shard-00060.parquet | Data | 54.7 MB | 3938472facdd |
| anchor/parquet/shard-00061.parquet | Data | 42.5 MB | e7bbc9897a35 |
| anchor/parquet/shard-00062.parquet | Data | 47.8 MB | 74dace52598f |
| anchor/parquet/shard-00063.parquet | Data | 75.8 MB | 96fb940a0049 |
| anchor/parquet/shard-00064.parquet | Data | 64.5 MB | 863f4bd09ee1 |
| anchor/parquet/shard-00065.parquet | Data | 23.5 MB | 6636c1471e04 |
| anchor/parquet/shard-00066.parquet | Data | 64.0 MB | 62136d86023c |
| anchor/parquet/shard-00067.parquet | Data | 86.6 MB | bb6ba00705a9 |
| anchor/parquet/shard-00068.parquet | Data | 81.4 MB | ad4ec8585968 |
| anchor/parquet/shard-00069.parquet | Data | 40.0 MB | cadfa8da2b39 |
| anchor/parquet/shard-00070.parquet | Data | 79.4 MB | f8d591de585d |
| anchor/parquet/shard-00071.parquet | Data | 45.4 MB | c2c3ad293354 |
| anchor/parquet/shard-00072.parquet | Data | 55.7 MB | 8c2dd7bd529e |
| anchor/parquet/shard-00073.parquet | Data | 84.0 MB | fe7e77c3745d |
| anchor/parquet/shard-00074.parquet | Data | 47.1 MB | 9d438642b35a |
| anchor/parquet/shard-00075.parquet | Data | 32.7 MB | 1c932b00a421 |
| anchor/parquet/shard-00076.parquet | Data | 26.9 MB | b03f7ab3796e |
| anchor/parquet/shard-00077.parquet | Data | 40.9 MB | abb6cf5a3541 |
| anchor/parquet/shard-00078.parquet | Data | 43.1 MB | d15c31774644 |
| anchor/parquet/shard-00079.parquet | Data | 53.4 MB | 985a23f4fd4b |
| anchor/parquet/shard-00080.parquet | Data | 67.6 MB | 38f628960fe4 |
| anchor/parquet/shard-00081.parquet | Data | 47.6 MB | 3ed92dbb79ec |
| anchor/parquet/shard-00082.parquet | Data | 43.8 MB | 8f73262a05c2 |
| anchor/parquet/shard-00083.parquet | Data | 26.7 MB | 10dfef63f69a |
| anchor/parquet/shard-00084.parquet | Data | 65.5 MB | fb3c406e4a7b |
| anchor/parquet/shard-00085.parquet | Data | 29.3 MB | 396fa2929e32 |
| anchor/parquet/shard-00086.parquet | Data | 50.7 MB | b81a99bed39c |
| anchor/parquet/shard-00087.parquet | Data | 55.9 MB | ee2d2301655f |
| anchor/parquet/shard-00088.parquet | Data | 80.5 MB | 9dd3aaa46a0d |
| anchor/parquet/shard-00089.parquet | Data | 40.1 MB | 5cc1beac6741 |
| anchor/parquet/shard-00090.parquet | Data | 54.9 MB | 454acf06ab23 |
| anchor/parquet/shard-00091.parquet | Data | 52.5 MB | bd46d012d868 |
| anchor/parquet/shard-00092.parquet | Data | 74.4 MB | 366bb9e2cf23 |
| anchor/parquet/shard-00093.parquet | Data | 49.2 MB | da97947505d6 |
| anchor/parquet/shard-00094.parquet | Data | 55.7 MB | d734a26b170c |
| anchor/parquet/shard-00095.parquet | Data | 38.5 MB | b6f29db1ee5b |
| trajectory_parquet/shard-00000.parquet | Data | 1.0 GB | d5fb4db2b9e3 |
| trajectory_parquet/shard-00001.parquet | Data | 1.0 GB | d6317998bb3b |
| trajectory_parquet/shard-00002.parquet | Data | 1.0 GB | 967a64523f12 |
| trajectory_parquet/shard-00003.parquet | Data | 1.0 GB | 4e828a70263e |
| trajectory_parquet/shard-00004.parquet | Data | 1.0 GB | 40470fce8090 |
| trajectory_parquet/shard-00005.parquet | Data | 1.0 GB | 01500d57990a |
| trajectory_parquet/shard-00006.parquet | Data | 1.0 GB | ccb73b46dc37 |
| trajectory_parquet/shard-00007.parquet | Data | 1.0 GB | 008d3f9d6f8c |
| trajectory_parquet/shard-00008.parquet | Data | 1.0 GB | 0eef1063901e |
| trajectory_parquet/shard-00009.parquet | Data | 1.0 GB | d1b8bacdbd03 |
| trajectory_parquet/shard-00010.parquet | Data | 1.0 GB | 063d450c91db |
| trajectory_parquet/shard-00011.parquet | Data | 1.0 GB | 44bd10f1a6a2 |
| trajectory_parquet/shard-00012.parquet | Data | 1.1 GB | 0f6c7e0a18b2 |
| trajectory_parquet/shard-00013.parquet | Data | 1.0 GB | 7bc534ba973f |
| trajectory_parquet/shard-00014.parquet | Data | 993.9 MB | 845c240a0a95 |
| trajectory_parquet/shard-00015.parquet | Data | 1.0 GB | 39cbefcc79d3 |
| trajectory_parquet/shard-00016.parquet | Data | 1.0 GB | abb1cf27e382 |
| trajectory_parquet/shard-00017.parquet | Data | 1.0 GB | 7658e7b91d89 |
| trajectory_parquet/shard-00018.parquet | Data | 1.0 GB | 9639b7ac9da2 |
| trajectory_parquet/shard-00019.parquet | Data | 1.0 GB | 1ab224b32f89 |
| trajectory_parquet/shard-00020.parquet | Data | 961.6 MB | f7013b4fcc24 |
| trajectory_parquet/shard-00021.parquet | Data | 998.7 MB | 154d3281cd45 |
| trajectory_parquet/shard-00022.parquet | Data | 1.0 GB | 3081a55b1807 |
| trajectory_parquet/shard-00023.parquet | Data | 999.6 MB | 31047957538c |
| trajectory_parquet/shard-00024.parquet | Data | 984.8 MB | 1f7b88ed6bed |
| trajectory_parquet/shard-00025.parquet | Data | 1.0 GB | 109f5adb1906 |
| trajectory_parquet/shard-00026.parquet | Data | 1.0 GB | 4c7875f3d83a |
| trajectory_parquet/shard-00027.parquet | Data | 1.1 GB | bb0f0ca9b475 |
| trajectory_parquet/shard-00028.parquet | Data | 984.3 MB | fa1dfbba89e2 |
| trajectory_parquet/shard-00029.parquet | Data | 1.0 GB | 0eb12e6e00a6 |
| trajectory_parquet/shard-00030.parquet | Data | 971.2 MB | aefdc0b01c50 |
| trajectory_parquet/shard-00031.parquet | Data | 1.0 GB | 83814a8433a5 |
| trajectory_parquet/shard-00032.parquet | Data | 1.0 GB | b55b05d2b56c |
| trajectory_parquet/shard-00033.parquet | Data | 1.0 GB | 30b90b6c530f |
| trajectory_parquet/shard-00034.parquet | Data | 1.0 GB | 9e1a35372efa |
| trajectory_parquet/shard-00035.parquet | Data | 1.0 GB | df7c9db79a90 |
| trajectory_parquet/shard-00036.parquet | Data | 1.0 GB | 46224aa22ab6 |
| trajectory_parquet/shard-00037.parquet | Data | 1.0 GB | 0fbe9921080a |
| trajectory_parquet/shard-00038.parquet | Data | 1.0 GB | b86c892735c5 |
| trajectory_parquet/shard-00039.parquet | Data | 1.0 GB | 36de1a970ece |
| trajectory_parquet/shard-00040.parquet | Data | 1.0 GB | e6502b703938 |
| trajectory_parquet/shard-00041.parquet | Data | 1.1 GB | 262923187009 |
| trajectory_parquet/shard-00042.parquet | Data | 1.0 GB | 085aac2300bd |
| trajectory_parquet/shard-00043.parquet | Data | 1.0 GB | 70fcfe4f022f |
| trajectory_parquet/shard-00044.parquet | Data | 1.0 GB | e927b5de3e13 |
| trajectory_parquet/shard-00045.parquet | Data | 1.0 GB | a83b996c59b6 |
| trajectory_parquet/shard-00046.parquet | Data | 1.0 GB | 933176fab680 |
| trajectory_parquet/shard-00047.parquet | Data | 1.0 GB | f2f2164ff63b |
| trajectory_parquet/shard-00048.parquet | Data | 1.0 GB | 2cc931689113 |
| trajectory_parquet/shard-00049.parquet | Data | 1.0 GB | 717066ca921b |
| trajectory_parquet/shard-00050.parquet | Data | 1.0 GB | 244e3c9e7bb3 |
| trajectory_parquet/shard-00051.parquet | Data | 1.0 GB | a0b23f1a2faf |
| trajectory_parquet/shard-00052.parquet | Data | 1.0 GB | c31bc8bc322b |
| trajectory_parquet/shard-00053.parquet | Data | 969.1 MB | 83a88f758c3e |
| trajectory_parquet/shard-00054.parquet | Data | 1.0 GB | 7780d654c015 |
| trajectory_parquet/shard-00055.parquet | Data | 1.0 GB | 6cbaa461ab44 |
| trajectory_parquet/shard-00056.parquet | Data | 1.1 GB | 4b011aa5b0f8 |
| trajectory_parquet/shard-00057.parquet | Data | 1.0 GB | 57f3442c4e29 |
| trajectory_parquet/shard-00058.parquet | Data | 1.0 GB | f808f374016f |
| trajectory_parquet/shard-00059.parquet | Data | 1.1 GB | 649b435119df |
| trajectory_parquet/shard-00060.parquet | Data | 1.0 GB | 28e9046aee8a |
| trajectory_parquet/shard-00061.parquet | Data | 1.0 GB | 1ae52dcb2a2f |
| trajectory_parquet/shard-00062.parquet | Data | 1.0 GB | 7dde28506b68 |
| trajectory_parquet/shard-00063.parquet | Data | 1.0 GB | 9b91cfba6d4f |
| trajectory_parquet/shard-00064.parquet | Data | 996.0 MB | 221e23ad8c16 |
| trajectory_parquet/shard-00065.parquet | Data | 1.0 GB | 4e7dae7468a9 |
| trajectory_parquet/shard-00066.parquet | Data | 1.0 GB | 542ec7016dcc |
| trajectory_parquet/shard-00067.parquet | Data | 1.0 GB | bc969ae8be40 |
| trajectory_parquet/shard-00068.parquet | Data | 1.0 GB | 55497f761167 |
| trajectory_parquet/shard-00069.parquet | Data | 1.0 GB | 84b96f17104c |
| trajectory_parquet/shard-00070.parquet | Data | 986.0 MB | 889117801f09 |
| trajectory_parquet/shard-00071.parquet | Data | 1.0 GB | 2bf76bee6da4 |
| trajectory_parquet/shard-00072.parquet | Data | 1.0 GB | 7f01d2d8fe84 |
| trajectory_parquet/shard-00073.parquet | Data | 992.1 MB | 3e89a780b3c7 |
| trajectory_parquet/shard-00074.parquet | Data | 974.6 MB | b5d717792c44 |
| trajectory_parquet/shard-00075.parquet | Data | 1.0 GB | 01ac99510885 |
| trajectory_parquet/shard-00076.parquet | Data | 1.0 GB | a72971960276 |
| trajectory_parquet/shard-00077.parquet | Data | 1.0 GB | e57a298c46c0 |
| trajectory_parquet/shard-00078.parquet | Data | 1.0 GB | 0cdd139b3caa |
| trajectory_parquet/shard-00079.parquet | Data | 1.0 GB | d8bbf991f775 |
| trajectory_parquet/shard-00080.parquet | Data | 1.0 GB | 816ca4f27c4d |
| trajectory_parquet/shard-00081.parquet | Data | 1.0 GB | b7617b5dd493 |
| trajectory_parquet/shard-00082.parquet | Data | 1.0 GB | 867b852da73c |
| trajectory_parquet/shard-00083.parquet | Data | 966.2 MB | 6a302fabf70e |
| trajectory_parquet/shard-00084.parquet | Data | 1.0 GB | 8af5c344dca1 |
| trajectory_parquet/shard-00085.parquet | Data | 1.1 GB | 8572dd8bf9d4 |
| trajectory_parquet/shard-00086.parquet | Data | 1.0 GB | 5f11a8d087d9 |
| trajectory_parquet/shard-00087.parquet | Data | 1.0 GB | 3aba7102f6f6 |
| trajectory_parquet/shard-00088.parquet | Data | 1.0 GB | 662859d83142 |
| trajectory_parquet/shard-00089.parquet | Data | 1.0 GB | 4b2fb6bb9bd9 |
| trajectory_parquet/shard-00090.parquet | Data | 997.4 MB | be0bb052b385 |
| trajectory_parquet/shard-00091.parquet | Data | 1.0 GB | 873ea8184c96 |
| trajectory_parquet/shard-00092.parquet | Data | 1.0 GB | 7a4095cb285b |
| trajectory_parquet/shard-00093.parquet | Data | 1.0 GB | 22facd7f1d13 |
| trajectory_parquet/shard-00094.parquet | Data | 1.0 GB | a109ee518015 |
| trajectory_parquet/shard-00095.parquet | Data | 1.0 GB | 7625e5651449 |
| trajectory_parquet/shard-00096.parquet | Data | 1.0 GB | 1759edbd8120 |
| trajectory_parquet/shard-00097.parquet | Data | 1.0 GB | 120ce0a73a3a |
| trajectory_parquet/shard-00098.parquet | Data | 1.1 GB | f1ed9e960134 |
| trajectory_parquet/shard-00099.parquet | Data | 770.1 MB | e430bcc56c21 |
| LICENSE.md | Documentation | 1.2 KB | — |
| README.md | Documentation | 5.7 KB | — |
| .gitattributes | Repository | 2.5 KB | — |
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