ModerRAS commited on 7 days ago

Commit

f4f4e0e

1 Parent(s): 3197202

完成整个数据集的整理

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Files changed (17) hide show

data/dmhy/dmhy_weak.manifest.json +187 -211
data/dmhy/dmhy_weak_new.manifest.json +38 -0
data/dmhy/llm_batches/_summary.json +9 -0
data/dmhy/llm_batches/hardcases_00.json +1 -0
data/dmhy/llm_batches/hardcases_01.json +1 -0
data/dmhy/llm_batches/hardcases_02.json +1 -0
data/dmhy/llm_batches/hardcases_03.json +1 -0
data/dmhy/llm_batches/hardcases_04.json +1 -0
data/dmhy/llm_batches/prompt_00000.txt +110 -0
data/dmhy/llm_batches/prompt_00001.txt +110 -0
data/dmhy/mixed_train.manifest.json +2 -2
data/dmhy/vocab.json +1461 -1461
datasets/AnimeName +1 -1
dmhy_dataset.py +27 -4
llm_labeler.py +262 -0
semantic_labeler.py +299 -0
tokenizer.py +1 -1

data/dmhy/dmhy_weak.manifest.json CHANGED Viewed

@@ -1,32 +1,32 @@
 {
-  "created_at": "2026-05-12T16:30:35.109813+00:00",
   "source_db": "D:\\WorkSpace\\Python\\dmhy-parser\\dmhy_anime.db",
-  "output": "data\\dmhy\\dmhy_weak.jsonl",
   "min_file_id": 1,
-  "last_file_id": 689304,
-  "db_max_file_id_at_export_start": 689304,
   "limit": null,
   "stats": {
-    "scanned_rows": 689304,
-    "video_rows": 363921,
-    "duplicate_basenames": 55153,
-    "labeled_samples": 263042,
-    "skipped_no_episode": 45414,
     "skipped_no_title": 0,
-    "skipped_too_short": 312,
-    "skipped_too_long": 0
   },
   "label_counts": {
-    "B-TITLE": 269353,
-    "I-TITLE": 1013803,
-    "O": 1046353,
-    "B-SEASON": 26172,
-    "B-EPISODE": 263042,
-    "B-RESOLUTION": 154282,
-    "B-SOURCE": 256802,
-    "B-GROUP": 222001,
-    "B-SPECIAL": 13836,
-    "I-GROUP": 463
   },
   "vocab_size": 3000,
   "notes": [
@@ -103,7 +103,9 @@
       "file_id": 2,
       "filename": "[LoliHouse] Maid-san wa Taberu Dake - 07 [WebRip 1080p HEVC-10bit AAC ASSx2]",
       "tokens": [
-        "[LoliHouse]",
         " ",
         "Maid",
         "-",
@@ -122,8 +124,10 @@
         "[WebRip 1080p HEVC-10bit AAC ASSx2]"
       ],
       "labels": [
         "B-GROUP",
         "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
@@ -145,7 +149,9 @@
       "file_id": 3,
       "filename": "[ANi] 異世界悠閒農家 2 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]",
       "tokens": [
-        "[ANi]",
         " ",
         "異",
         "世",
@@ -168,8 +174,10 @@
         "[CHT]"
       ],
       "labels": [
         "B-GROUP",
         "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
@@ -195,7 +203,9 @@
       "file_id": 4,
       "filename": "[ANi] 木頭風紀委員和迷你裙 JK 的故事 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]",
       "tokens": [
-        "[ANi]",
         " ",
         "木",
         "頭",
@@ -225,8 +235,10 @@
         "[CHT]"
       ],
       "labels": [
         "B-GROUP",
         "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
@@ -259,16 +271,44 @@
       "file_id": 5,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][GB][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
         "[05]",
         "[1080P]",
         "[GB]",
         "[MP4]"
       ],
       "labels": [
         "B-GROUP",
         "B-TITLE",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -279,16 +319,44 @@
       "file_id": 6,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][GB][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
         "[06]",
         "[1080P]",
         "[GB]",
         "[MP4]"
       ],
       "labels": [
         "B-GROUP",
         "B-TITLE",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -299,16 +367,44 @@
       "file_id": 7,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][BIG5][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
         "[06]",
         "[1080P]",
         "[BIG5]",
         "[MP4]"
       ],
       "labels": [
         "B-GROUP",
         "B-TITLE",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -319,16 +415,44 @@
       "file_id": 8,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][BIG5][MP4]",
       "tokens": [
-        "[KissSub]",
-        "[Shunkashuutou Daikousha - Haru no Mai]",
         "[05]",
         "[1080P]",
         "[BIG5]",
         "[MP4]"
       ],
       "labels": [
         "B-GROUP",
         "B-TITLE",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
@@ -339,213 +463,65 @@
       "file_id": 9,
       "filename": "[Airota][Sousou no Frieren][29][1080p AVC AAC][CHT]",
       "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
         "[29]",
         "[1080p AVC AAC]",
         "[CHT]"
       ],
       "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
-        "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 10,
-      "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[30]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
-        "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 11,
-      "filename": "[Airota][Sousou no Frieren][31][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[31]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 12,
-      "filename": "[Airota][Sousou no Frieren][32][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[32]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
         "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 13,
-      "filename": "[Airota][Sousou no Frieren][33][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[33]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 14,
-      "filename": "[Airota][Sousou no Frieren][34][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[34]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
         "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 15,
-      "filename": "[Airota][Sousou no Frieren][35][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[35]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
         "B-EPISODE",
         "O",
         "B-SOURCE"
       ]
     },
     {
-      "file_id": 16,
-      "filename": "[Airota][Sousou no Frieren][36][1080p AVC AAC][CHT]",
       "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[36]",
         "[1080p AVC AAC]",
         "[CHT]"
       ],
       "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 17,
-      "filename": "[Airota][Sousou no Frieren][37][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[37]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
         "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 18,
-      "filename": "[Airota][Sousou no Frieren][38][1080p AVC AAC][CHT]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[38]",
-        "[1080p AVC AAC]",
-        "[CHT]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 19,
-      "filename": "[Airota][Sousou no Frieren][29][1080p AVC AAC][CHS]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[29]",
-        "[1080p AVC AAC]",
-        "[CHS]"
-      ],
-      "labels": [
-        "B-GROUP",
         "B-TITLE",
-        "B-EPISODE",
         "O",
-        "B-SOURCE"
-      ]
-    },
-    {
-      "file_id": 20,
-      "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHS]",
-      "tokens": [
-        "[Airota]",
-        "[Sousou no Frieren]",
-        "[30]",
-        "[1080p AVC AAC]",
-        "[CHS]"
-      ],
-      "labels": [
-        "B-GROUP",
-        "B-TITLE",
         "B-EPISODE",
         "O",
         "B-SOURCE"

 {
+  "created_at": "2026-05-14T00:01:38.686220+00:00",
   "source_db": "D:\\WorkSpace\\Python\\dmhy-parser\\dmhy_anime.db",
+  "output": "data\\dmhy\\dmhy_weak_v3.jsonl",
   "min_file_id": 1,
+  "last_file_id": 1675184,
+  "db_max_file_id_at_export_start": 1675184,
   "limit": null,
   "stats": {
+    "scanned_rows": 1675184,
+    "video_rows": 920699,
+    "duplicate_basenames": 162707,
+    "labeled_samples": 632002,
+    "skipped_no_episode": 125346,
     "skipped_no_title": 0,
+    "skipped_too_short": 643,
+    "skipped_too_long": 1
   },
   "label_counts": {
+    "B-TITLE": 656614,
+    "I-TITLE": 3786494,
+    "O": 4302284,
+    "B-SEASON": 66497,
+    "B-EPISODE": 632002,
+    "B-RESOLUTION": 305724,
+    "B-SOURCE": 432921,
+    "B-GROUP": 521259,
+    "I-GROUP": 748796,
+    "B-SPECIAL": 42960
   },
   "vocab_size": 3000,
   "notes": [
       "file_id": 2,
       "filename": "[LoliHouse] Maid-san wa Taberu Dake - 07 [WebRip 1080p HEVC-10bit AAC ASSx2]",
       "tokens": [
+        "[",
+        "LoliHouse",
+        "]",
         " ",
         "Maid",
         "-",
         "[WebRip 1080p HEVC-10bit AAC ASSx2]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
         "O",
+        "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
       "file_id": 3,
       "filename": "[ANi] 異世界悠閒農家 2 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]",
       "tokens": [
+        "[",
+        "ANi",
+        "]",
         " ",
         "異",
         "世",
         "[CHT]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
         "O",
+        "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
       "file_id": 4,
       "filename": "[ANi] 木頭風紀委員和迷你裙 JK 的故事 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]",
       "tokens": [
+        "[",
+        "ANi",
+        "]",
         " ",
         "木",
         "頭",
         "[CHT]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
         "O",
+        "O",
         "B-TITLE",
         "I-TITLE",
         "I-TITLE",
       "file_id": 5,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][GB][MP4]",
       "tokens": [
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[05]",
         "[1080P]",
         "[GB]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
       "file_id": 6,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][GB][MP4]",
       "tokens": [
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[06]",
         "[1080P]",
         "[GB]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
       "file_id": 7,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][BIG5][MP4]",
       "tokens": [
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[06]",
         "[1080P]",
         "[BIG5]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
       "file_id": 8,
       "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][BIG5][MP4]",
       "tokens": [
+        "[",
+        "KissSub",
+        "]",
+        "[",
+        "Shunkashuutou",
+        " ",
+        "Daikousha",
+        " ",
+        "-",
+        " ",
+        "Haru",
+        " ",
+        "no",
+        " ",
+        "Mai",
+        "]",
         "[05]",
         "[1080P]",
         "[BIG5]",
         "[MP4]"
       ],
       "labels": [
+        "O",
         "B-GROUP",
+        "O",
+        "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "O",
         "B-EPISODE",
         "B-RESOLUTION",
         "B-SOURCE",
       "file_id": 9,
       "filename": "[Airota][Sousou no Frieren][29][1080p AVC AAC][CHT]",
       "tokens": [
+        "[",
+        "Airota",
+        "]",
+        "[",
+        "Sousou",
+        " ",
+        "no",
+        " ",
+        "Frieren",
+        "]",
         "[29]",
         "[1080p AVC AAC]",
         "[CHT]"
       ],
       "labels": [
         "O",
         "B-GROUP",
         "O",
         "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
         "O",
         "B-EPISODE",
         "O",
         "B-SOURCE"
       ]
     },
     {
+      "file_id": 10,
+      "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHT]",
       "tokens": [
+        "[",
+        "Airota",
+        "]",
+        "[",
+        "Sousou",
+        " ",
+        "no",
+        " ",
+        "Frieren",
+        "]",
+        "[30]",
         "[1080p AVC AAC]",
         "[CHT]"
       ],
       "labels": [
         "O",
         "B-GROUP",
         "O",
         "O",
         "B-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
+        "I-TITLE",
         "O",
         "B-EPISODE",
         "O",
         "B-SOURCE"

data/dmhy/dmhy_weak_new.manifest.json ADDED Viewed

	@@ -0,0 +1,38 @@

+{
+  "created_at": "2026-05-13T15:26:19.767707+00:00",
+  "source_db": "D:\\WorkSpace\\Python\\dmhy-parser\\dmhy_anime.db",
+  "output": "data\\dmhy\\dmhy_weak_new.jsonl",
+  "min_file_id": 689305,
+  "last_file_id": 1675184,
+  "db_max_file_id_at_export_start": 1675184,
+  "limit": null,
+  "stats": {
+    "scanned_rows": 985880,
+    "video_rows": 556778,
+    "duplicate_basenames": 95422,
+    "labeled_samples": 378327,
+    "skipped_no_episode": 82422,
+    "skipped_no_title": 0,
+    "skipped_too_short": 606,
+    "skipped_too_long": 1
+  },
+  "label_counts": {
+    "B-GROUP": 306878,
+    "B-TITLE": 390543,
+    "B-EPISODE": 378327,
+    "B-RESOLUTION": 156089,
+    "B-SOURCE": 180428,
+    "O": 1587219,
+    "I-TITLE": 1401899,
+    "B-SPECIAL": 29468,
+    "B-SEASON": 18792,
+    "I-GROUP": 517
+  },
+  "vocab_size": 3000,
+  "notes": [
+    "Rows are a snapshot of files.id <= last_file_id.",
+    "Future incremental export can use --min-id last_file_id+1.",
+    "Weak labels target GROUP, TITLE, SEASON, and EPISODE; media tags are boundary labels/noise."
+  ],
+  "examples": []
+}

data/dmhy/llm_batches/_summary.json ADDED Viewed

	@@ -0,0 +1,9 @@

+{
+  "total_files": 30,
+  "batches": 2,
+  "batch_size": 15,
+  "min_id": 1,
+  "prompt_file_prefix": "prompt_",
+  "output_file": "D:\\WorkSpace\\Android\\MiruPlay\\tools\\anime_parser\\data\\dmhy\\dmhy_weak_llm.jsonl",
+  "instructions": "For each prompt_NNNNN.txt file, call task(category='deep', load_skills=[], prompt=contents_of_file) and save the JSON result to batch_NNNNN.jsonl"
+}

data/dmhy/llm_batches/hardcases_00.json ADDED Viewed

	@@ -0,0 +1 @@

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data/dmhy/llm_batches/hardcases_01.json ADDED Viewed

	@@ -0,0 +1 @@

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data/dmhy/llm_batches/hardcases_02.json ADDED Viewed

	@@ -0,0 +1 @@

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data/dmhy/llm_batches/hardcases_03.json ADDED Viewed

	@@ -0,0 +1 @@

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data/dmhy/llm_batches/hardcases_04.json ADDED Viewed

	@@ -0,0 +1 @@

+ [{"file_id": 35, "filename": "[Airota][Sousou no Frieren][35][1080p HEVC-10bit AAC ASS]"}, {"file_id": 40, "filename": "[SweetSub] Honzuki no Gekokujou S04 - 05 [WebRip][1080P][AVC 8bit][CHT]"}, {"file_id": 45, "filename": "[Dynamis One] Kanteishikari - 07 (CR 1920x1080 AVC AAC MKV) [B0B2C788]"}, {"file_id": 50, "filename": "[Feibanyama] ReZERO Starting Life in Another World S04E05 [IQIYI WebRip 2160p HEVC AAC Multi-Audio Multi-Subs]"}, {"file_id": 55, "filename": "[Skymoon-Raws] Rooster Fighter - 09 [ViuTV][WEB-DL][CHT][SRT][1080p][AVC AAC]"}, {"file_id": 60, "filename": "[LoliHouse] Kuroneko to Majo no Kyoushitsu - 05 [WebRip 1080p HEVC-10bit AAC SRTx2]"}, {"file_id": 65, "filename": "[SBSUB][CONAN][113][WEBRIP][1080P][HEVC_AAC][CHS_CHT_JP][PGS](091A2606)"}, {"file_id": 70, "filename": "[ANi] 淫獄團地 [年齡限制版] - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]"}, {"file_id": 75, "filename": "[Nekomoe kissaten][Ichijyoma Mankitsu Gurashi][04][1080p][JPSC]"}, {"file_id": 80, "filename": "[Studio GreenTea] NEEDY GIRL OVERDOSE [03][WebRip][HEVC-10bit 1080p AAC ASSx2]"}, {"file_id": 85, "filename": "[LoliHouse] Ganbare! Nakamura-kun!! - 07 [WebRip 1080p HEVC-10bit AAC SRTx2]"}, {"file_id": 90, "filename": "[晚街與燈][Re Zero kara Hajimeru Isekai Seikatsu][4th - 05][總第71][WebRip][1080P_AVC_AAC][繁日雙語內嵌]"}, {"file_id": 95, "filename": "[LoliHouse] DIGIMON BEATBREAK - 30 [WebRip 1080p HEVC-10bit AAC SRTx2]"}, {"file_id": 100, "filename": "[LoliHouse] Yozakura-san Chi no Daisakusen - 32 [WebRip 1080p HEVC-10bit AAC ASSx2]"}, {"file_id": 105, "filename": "[Suzu-Kaze] Dorohedoro 19 [WebRip 1920x1080 HEVC YUV420P10 AAC]"}, {"file_id": 111, "filename": "[ANi] 夜櫻家大作戰第二季 - 32 [1080P][Baha][WEB-DL][AAC AVC][CHT]"}, {"file_id": 118, "filename": "[Haruhana] Kamiina Botan, Yoeru Sugata wa Yuri no Hana - 04 [WebRip][HEVC-10bit 1080p][CHT_JPN]"}, {"file_id": 123, "filename": "[Airota][Kamiina Botan, Yoeru Sugata wa Yuri no Hana][05][1080p AVC AAC][CHS]"}, {"file_id": 130, "filename": "[Haruhana] Shunkashuutou Daikousha - Haru no Mai - 06 [WebRip][HEVC-10bit 1080p][CHS_JPN]"}, {"file_id": 135, "filename": "[LoliHouse] NEEDY GIRL OVERDOSE - 06 [WebRip 1080p HEVC-10bit AAC SRTx2]"}, {"file_id": 140, "filename": "[SBSUB][CONAN][1201][WEBRIP][1080P][AVC_AAC][CHS_JP](E3664BD8)"}, {"file_id": 145, "filename": "Air 05"}, {"file_id": 150, "filename": "Air 10"}, {"file_id": 155, "filename": "Air The Movie"}, {"file_id": 160, "filename": "[ANi] 勇者之渣 - 17 [1080P][Baha][WEB-DL][AAC AVC][CHT]"}, {"file_id": 165, "filename": "[LoliHouse] Hokuto no Ken FIST OF THE NORTH STAR - 07 [WebRip 1080p HEVC-10bit AAC SRTx2]"}, {"file_id": 170, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][01][HEVC][GB][4K]"}, {"file_id": 175, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][06][HEVC][GB][4K]"}, {"file_id": 180, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][11][HEVC][GB][4K]"}, {"file_id": 185, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][16][HEVC][GB][4K]"}, {"file_id": 190, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][21][HEVC][GB][4K]"}, {"file_id": 195, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][26][HEVC][GB][4K]"}, {"file_id": 200, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][04][AVC][GB][1080P]"}, {"file_id": 205, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][09][AVC][GB][1080P]"}, {"file_id": 210, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][14][AVC][GB][1080P]"}, {"file_id": 215, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][19][AVC][GB][1080P]"}, {"file_id": 220, "filename": "[GM-Team][国漫][剑来第2季][Sword of Coming Ⅱ][2025][24][AVC][GB][1080P]"}, {"file_id": 225, "filename": "[Studio GreenTea] Kamiina Botan, Yoeru Sugata wa Yuri no Hana [05][WebRip][HEVC-10bit 1080p AAC][JPSC]"}, {"file_id": 230, "filename": "[jibaketa]Meitantei Precure! - 06 (WEB 1920x1080 AVC AAC YUE)"}, {"file_id": 235, "filename": "[Sakurato] Mairimashita! Iruma-kun (2026) [05][AVC-8bit 1080P AAC][CHS]"}]

data/dmhy/llm_batches/prompt_00000.txt ADDED Viewed

	@@ -0,0 +1,110 @@

+You are an anime filename annotator. Read each filename and assign BIO labels token-by-token.
+LABEL SCHEME:
+- B-TITLE / I-TITLE: Anime title words (e.g. Sousou, no, Frieren, 葬送的, 芙莉莲)
+- B-SEASON: Season marker (S2, S02, Season 2, 第二季, 第N季, 第N部, 2nd Season, II when it means season 2)
+- B-EPISODE: Episode number (01, 06, EP01, 第01话, 第01話, #01)
+- B-GROUP / I-GROUP: Release group name [ANi], [SubsPlease], [LoliHouse], 【桜都字幕组】
+- B-RESOLUTION: Resolution (1080p, 720P, 4K, 2160p, 1920x1080)
+- B-SOURCE: Source/format tag (WEB-DL, BDRip, HEVC, AAC, FLAC, CHT, CHS, GB, BIG5)
+- B-SPECIAL: Special type (OVA, OAD, Movie, SP, OP, ED, PV, CM)
+- O: Separators (space, -, _, |, ~, .) and noise
+IMPORTANT RULES:
+1. Roman numerals (II, III, IV) at the end of a title often mean SEASON, not part of the title.
+   Example: "Sword Art Online II" → "II" is B-SEASON, not I-TITLE
+   Example: "Chibi Maruko-chan II" → "II" is B-SEASON (it's season 2)
+   Exception: When the Roman numeral is PART of the franchise name (e.g. "Final Fantasy X", "Kingdom Hearts III")
+2. "Season" followed by a number is a season marker. "3rd Season", "4th Season" are season markers.
+3. Numbers that appear between the title and episode number are likely season numbers.
+   Example: "Isekai Nonbiri Nouka 2 - 05" → "2" is B-SEASON
+4. Bracketed items at the START are usually GROUP names.
+   Bracketed items at the END are usually metadata (SOURCE, RESOLUTION).
+5. Chinese markers like 第2季, 第二季, 第二部 are SEASON markers.
+   第01话, 第01話 are EPISODE markers.
+6. Read the filename holistically - use your understanding of what the anime is about
+   to determine if something is a title word or a technical marker.
+Return your answer as a JSON object with a "results" array. Each result has:
+  "file_id": integer,
+  "filename": string,
+  "tokens": list of strings (the tokenized filename),
+  "labels": list of strings (one BIO label per token)
+Tokenize carefully:
+- Keep bracket content as single tokens: [ANi], [1080P], [WEB-DL]
+- Chinese/Japanese characters: each character is its own token
+- English words: keep as whole words
+- Numbers: keep as single tokens
+- Separators (space, -, _, |, ~, ., etc.): each is its own token with label O
+FILENAMES TO ANNOTATE:
+[
+  {
+    "file_id": 1,
+    "filename": "Witch.Hat.Atelier.S01E07.1080p.NF.WEB-DL.JPN.AAC2.0.H.264.MSubs-ToonsHub"
+  },
+  {
+    "file_id": 2,
+    "filename": "[LoliHouse] Maid-san wa Taberu Dake - 07 [WebRip 1080p HEVC-10bit AAC ASSx2]"
+  },
+  {
+    "file_id": 3,
+    "filename": "[ANi] 異世界悠閒農家 2 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]"
+  },
+  {
+    "file_id": 4,
+    "filename": "[ANi] 木頭風紀委員和迷你裙 JK 的故事 - 06 [1080P][Baha][WEB-DL][AAC AVC][CHT]"
+  },
+  {
+    "file_id": 5,
+    "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][GB][MP4]"
+  },
+  {
+    "file_id": 6,
+    "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][GB][MP4]"
+  },
+  {
+    "file_id": 7,
+    "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][06][1080P][BIG5][MP4]"
+  },
+  {
+    "file_id": 8,
+    "filename": "[KissSub][Shunkashuutou Daikousha - Haru no Mai][05][1080P][BIG5][MP4]"
+  },
+  {
+    "file_id": 9,
+    "filename": "[Airota][Sousou no Frieren][29][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 10,
+    "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 11,
+    "filename": "[Airota][Sousou no Frieren][31][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 12,
+    "filename": "[Airota][Sousou no Frieren][32][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 13,
+    "filename": "[Airota][Sousou no Frieren][33][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 14,
+    "filename": "[Airota][Sousou no Frieren][34][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 15,
+    "filename": "[Airota][Sousou no Frieren][35][1080p AVC AAC][CHT]"
+  }
+]
+Return ONLY valid JSON. No markdown. No explanation. Just the JSON object.

data/dmhy/llm_batches/prompt_00001.txt ADDED Viewed

	@@ -0,0 +1,110 @@

+You are an anime filename annotator. Read each filename and assign BIO labels token-by-token.
+LABEL SCHEME:
+- B-TITLE / I-TITLE: Anime title words (e.g. Sousou, no, Frieren, 葬送的, 芙莉莲)
+- B-SEASON: Season marker (S2, S02, Season 2, 第二季, 第N季, 第N部, 2nd Season, II when it means season 2)
+- B-EPISODE: Episode number (01, 06, EP01, 第01话, 第01話, #01)
+- B-GROUP / I-GROUP: Release group name [ANi], [SubsPlease], [LoliHouse], 【桜都字幕组】
+- B-RESOLUTION: Resolution (1080p, 720P, 4K, 2160p, 1920x1080)
+- B-SOURCE: Source/format tag (WEB-DL, BDRip, HEVC, AAC, FLAC, CHT, CHS, GB, BIG5)
+- B-SPECIAL: Special type (OVA, OAD, Movie, SP, OP, ED, PV, CM)
+- O: Separators (space, -, _, |, ~, .) and noise
+IMPORTANT RULES:
+1. Roman numerals (II, III, IV) at the end of a title often mean SEASON, not part of the title.
+   Example: "Sword Art Online II" → "II" is B-SEASON, not I-TITLE
+   Example: "Chibi Maruko-chan II" → "II" is B-SEASON (it's season 2)
+   Exception: When the Roman numeral is PART of the franchise name (e.g. "Final Fantasy X", "Kingdom Hearts III")
+2. "Season" followed by a number is a season marker. "3rd Season", "4th Season" are season markers.
+3. Numbers that appear between the title and episode number are likely season numbers.
+   Example: "Isekai Nonbiri Nouka 2 - 05" → "2" is B-SEASON
+4. Bracketed items at the START are usually GROUP names.
+   Bracketed items at the END are usually metadata (SOURCE, RESOLUTION).
+5. Chinese markers like 第2季, 第二季, 第二部 are SEASON markers.
+   第01话, 第01話 are EPISODE markers.
+6. Read the filename holistically - use your understanding of what the anime is about
+   to determine if something is a title word or a technical marker.
+Return your answer as a JSON object with a "results" array. Each result has:
+  "file_id": integer,
+  "filename": string,
+  "tokens": list of strings (the tokenized filename),
+  "labels": list of strings (one BIO label per token)
+Tokenize carefully:
+- Keep bracket content as single tokens: [ANi], [1080P], [WEB-DL]
+- Chinese/Japanese characters: each character is its own token
+- English words: keep as whole words
+- Numbers: keep as single tokens
+- Separators (space, -, _, |, ~, ., etc.): each is its own token with label O
+FILENAMES TO ANNOTATE:
+[
+  {
+    "file_id": 16,
+    "filename": "[Airota][Sousou no Frieren][36][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 17,
+    "filename": "[Airota][Sousou no Frieren][37][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 18,
+    "filename": "[Airota][Sousou no Frieren][38][1080p AVC AAC][CHT]"
+  },
+  {
+    "file_id": 19,
+    "filename": "[Airota][Sousou no Frieren][29][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 20,
+    "filename": "[Airota][Sousou no Frieren][30][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 21,
+    "filename": "[Airota][Sousou no Frieren][31][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 22,
+    "filename": "[Airota][Sousou no Frieren][32][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 23,
+    "filename": "[Airota][Sousou no Frieren][33][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 24,
+    "filename": "[Airota][Sousou no Frieren][34][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 25,
+    "filename": "[Airota][Sousou no Frieren][35][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 26,
+    "filename": "[Airota][Sousou no Frieren][36][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 27,
+    "filename": "[Airota][Sousou no Frieren][37][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 28,
+    "filename": "[Airota][Sousou no Frieren][38][1080p AVC AAC][CHS]"
+  },
+  {
+    "file_id": 29,
+    "filename": "[Airota][Sousou no Frieren][29][1080p HEVC-10bit AAC ASS]"
+  },
+  {
+    "file_id": 30,
+    "filename": "[Airota][Sousou no Frieren][30][1080p HEVC-10bit AAC ASS]"
+  }
+]
+Return ONLY valid JSON. No markdown. No explanation. Just the JSON object.

data/dmhy/mixed_train.manifest.json CHANGED Viewed

@@ -3,7 +3,7 @@
   "dmhy": "data/dmhy/dmhy_weak.jsonl",
   "output": "data/dmhy/mixed_train.jsonl",
   "synthetic_count": 100000,
-  "dmhy_count": 263042,
-  "total_count": 363042,
   "seed": 42
 }

   "dmhy": "data/dmhy/dmhy_weak.jsonl",
   "output": "data/dmhy/mixed_train.jsonl",
   "synthetic_count": 100000,
+  "dmhy_count": 632002,
+  "total_count": 732002,
   "seed": 42
 }

data/dmhy/vocab.json CHANGED Viewed

@@ -1538,1465 +1538,1465 @@
   "EP05": 1536,
   "Ep05": 1537,
   "Ep73": 1538,
-  "[HEVC-10bit]": 1539,
-  "[MP4]": 1540,
-  "[Nekomoe kissaten]": 1541,
-  "[AVC AAC]": 1542,
-  "[01]": 1543,
-  "[02]": 1544,
-  "[Ma10p_1080p]": 1545,
-  "[AAC AVC]": 1546,
-  "[03]": 1547,
-  "[04]": 1548,
-  "[x265_flac]": 1549,
-  "[BDRIP]": 1550,
-  "[05]": 1551,
-  "[06]": 1552,
-  "[menu]": 1553,
-  "[07]": 1554,
-  "[08]": 1555,
-  "[09]": 1556,
-  "[10]": 1557,
-  "[LoliHouse]": 1558,
-  "[11]": 1559,
-  "[WebRip 1080p HEVC-10bit AAC ASSx2]": 1560,
-  "[12]": 1561,
-  "」": 1562,
-  "「": 1563,
-  "to": 1564,
-  "[GM-Team]": 1565,
-  "[国漫]": 1566,
-  "[AVC-8bit 1080p AAC]": 1567,
-  "[JPSC]": 1568,
-  "[JPTC]": 1569,
-  "[orion origin]": 1570,
-  "The": 1571,
-  "[x265.FLAC]": 1572,
-  "[NC-Raws]": 1573,
-  "[Skymoon-Raws]": 1574,
-  "[ViuTV]": 1575,
-  "[AVC_AAC]": 1576,
-  "[H265 AAC]": 1577,
-  "[WebRip 1080p HEVC-10bit AAC SRTx2]": 1578,
-  "[1280X720]": 1579,
-  "1": 1580,
-  "Isekai": 1581,
-  "(BD 1920x1080 HEVC-YUV420P10 FLAC)": 1582,
-  "[BDrip]": 1583,
-  "[HEVC_AAC]": 1584,
-  "[HEVC-10bit 1080p AAC]": 1585,
-  "[x264_aac]": 1586,
-  "[13]": 1587,
-  "[FLACx2]": 1588,
-  "[jibaketa]": 1589,
-  "[Nekomoe kissaten&LoliHouse]": 1590,
-  "ga": 1591,
-  "[CHS&CHT]": 1592,
-  "[XKsub]": 1593,
-  "[AC3]": 1594,
-  "[Comicat&KissSub]": 1595,
-  "Captain": 1596,
-  "wo": 1597,
-  "第": 1598,
-  "TV": 1599,
-  "[Airota]": 1600,
-  "[x264 1080p]": 1601,
-  "san": 1602,
-  "Tsubasa": 1603,
-  "[BIG5_MP4]": 1604,
-  "[OPFansMaplesnow]": 1605,
-  "[one_piece]": 1606,
-  "[UHA-WINGS]": 1607,
-  "[GB_MP4]": 1608,
-  "(1920x1080 HEVC2 AAC)": 1609,
-  "CoolFansSub": 1610,
-  "[AV1.OPUS]": 1611,
-  "[x265_flac_aac]": 1612,
-  "[Nekomoe kissaten&VCB-Studio]": 1613,
-  "[SRT]": 1614,
-  "[14]": 1615,
-  "[GB_JP]": 1616,
-  "[BDRip 1080p HEVC-10bit FLAC]": 1617,
-  "[AVC 8bit]": 1618,
-  "chan": 1619,
-  "[15]": 1620,
-  "BD": 1621,
-  "[1920X1080]": 1622,
-  "[16]": 1623,
-  "集": 1624,
-  "de": 1625,
-  "[17]": 1626,
-  "[KitaujiSub]": 1627,
-  "[MKV]": 1628,
-  "[18]": 1629,
-  "[CHS&JPN]": 1630,
-  "DVD": 1631,
-  "4": 1632,
-  "[19]": 1633,
-  "h264": 1634,
-  "[FLsnow]": 1635,
-  "[20]": 1636,
-  "[WEBrip]": 1637,
-  "[x264_AAC]": 1638,
-  "[CHS_JP]": 1639,
-  "Sekai": 1640,
-  "[21]": 1641,
-  "A": 1642,
-  "[22]": 1643,
-  "kun": 1644,
-  "e": 1645,
-  "[23]": 1646,
-  "[CONAN]": 1647,
-  "na": 1648,
-  "[WebRip 1080p HEVC-10bit AAC]": 1649,
-  "：": 1650,
-  "ズ": 1651,
-  "AC": 1652,
-  "(CR 1920x1080 AVC AAC MKV)": 1653,
-  "[jap_chs_cht]": 1654,
-  "[24]": 1655,
-  "THE": 1656,
-  "Shoujo": 1657,
-  "Mahou": 1658,
-  "[DVDRip]": 1659,
-  "0": 1660,
-  "[CHS＆JPN]": 1661,
-  "Gundam": 1662,
-  "ん": 1663,
-  "[SBSUB]": 1664,
-  "Vol": 1665,
-  "[WebDL 1080p AVC AAC]": 1666,
-  "[CHT&JPN]": 1667,
-  "[2022]": 1668,
-  "[アニメ DVD]": 1669,
-  "[1080p AVC AAC]": 1670,
-  "[CHS_JPN]": 1671,
-  "New": 1672,
-  "Yuusha": 1673,
-  "[2023]": 1674,
-  "[FYSub]": 1675,
-  "[CHT_JPN]": 1676,
-  "Dragon": 1677,
-  "[CHT_JP]": 1678,
-  "H.264": 1679,
-  "&": 1680,
-  "[KissSub]": 1681,
-  "[CHS_JAP]": 1682,
-  "o": 1683,
-  "[DVDRIP]": 1684,
-  "天": 1685,
-  "[GB_CN]": 1686,
-  "[Marukazoku]": 1687,
-  "[Tokuten]": 1688,
-  "[LPSub]": 1689,
-  "[Studio GreenTea]": 1690,
-  "flac": 1691,
-  "锛": 1692,
-  "[WEB-RIP]": 1693,
-  "[D1]": 1694,
-  "Dr": 1695,
-  "Initial": 1696,
-  "[2021]": 1697,
-  "（": 1698,
-  "DDP": 1699,
-  "[Haruhana]": 1700,
-  "Boku": 1701,
-  "Maou": 1702,
-  "[WEBRip]": 1703,
-  "[x265.OPUS]": 1704,
-  "[BDRip 1080p AVC AAC]": 1705,
-  "）": 1706,
-  "[CHT＆JPN]": 1707,
-  "DVDRip": 1708,
-  "[D2]": 1709,
-  "[DBD制作组]": 1710,
-  "戦": 1711,
-  "[25]": 1712,
-  "[死神]": 1713,
-  "Menu": 1714,
-  "[AVC-8bit 1080P AAC]": 1715,
-  "[WEBRIP]": 1716,
-  "ュ": 1717,
-  "Go": 1718,
-  "，": 1719,
-  "[Bilibili]": 1720,
-  "[海贼王]": 1721,
-  "Saikyou": 1722,
-  "Inuyasha": 1723,
-  "台": 1724,
-  "[CoolComic404]": 1725,
-  "使": 1726,
-  "[云光字幕组]": 1727,
-  "[简体]": 1728,
-  "[Chibi Maruko-chan II]": 1729,
-  "特": 1730,
-  "了": 1731,
-  "La": 1732,
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+  "簿": 2881,
+  "#": 2882,
+  "Kara": 2883,
+  "Master": 2884,
+  "Naru": 2885,
+  "tri": 2886,
+  "代": 2887,
+  "水": 2888,
+  "CHS": 2889,
+  "Dance": 2890,
+  "Flac": 2891,
+  "Kemono": 2892,
+  "Principal": 2893,
+  "2004": 2894,
+  "Kuromukuro": 2895,
+  "[02v2]": 2896,
+  "[CHS_CHT_JP]": 2897,
+  "[Henshin]": 2898,
+  "[Magic Kaito 1412]": 2899,
+  "[TSDM&Liuyun]": 2900,
+  "約": 2901,
+  "Sengoku": 2902,
+  "with": 2903,
+  "助": 2904,
+  "勝": 2905,
+  "Aoki": 2906,
+  "Box": 2907,
+  "Ravens": 2908,
+  "Yuri": 2909,
+  "[41]": 2910,
+  "[Mushishi Zoku Shou]": 2911,
+  "[Sakura Quest]": 2912,
+  "subfrench": 2913,
+  "五": 2914,
+  "器": 2915,
+  "弐": 2916,
+  "[Sword Art Online - Alicization]": 2917,
+  "[花语字幕组]": 2918,
+  "ぱ": 2919,
+  "斯": 2920,
+  "母": 2921,
+  "気": 2922,
+  "(DVD 480p)": 2923,
+  "(アニメ BD)": 2924,
+  "[1280×720]": 2925,
+  "[Special Edition HD Widescreen]": 2926,
+  "[Special Edition HD]": 2927,
+  "[WebRip 1920x1080 HEVC-yuv420p10 EAC3]": 2928,
+  "[c2club&pmskys]": 2929,
+  "[wybb]": 2930,
+  "【MHLY】": 2931,
+  "族": 2932,
+  "管": 2933,
+  "Exorcist": 2934,
+  "Knight": 2935,
+  "[HEVC_ALS]": 2936,
+  "[Himouto! Umaru-chan]": 2937,
+  "[x264 AAC]": 2938,
+  "毛": 2939,
+  "BLACK": 2940,
+  "Book": 2941,
+  "Dive": 2942,
+  "Eureka": 2943,
+  "[42]": 2944,
+  "[Mobile Suit Victory Gundam]": 2945,
+  "[Yama_no_Susume_2]": 2946,
+  "旋": 2947,
+  "曲": 2948,
+  "(960x720 x264Hi10P-aac vfr)": 2949,
+  "Itsumo": 2950,
+  "Kedaruge": 2951,
+  "Minai": 2952,
+  "[Comicat&FZSD]": 2953,
+  "[Hasub]": 2954,
+  "[Hyouka]": 2955,
+  "[Joshikousei no Mudazukai]": 2956,
+  "Kenshin": 2957,
+  "Rurouni": 2958,
+  "[NCED]": 2959,
+  "[SLAM DUNK]": 2960,
+  "線": 2961,
+  "響": 2962,
+  "Queen": 2963,
+  "Seraph": 2964,
+  "[GB_BIG5_JP]": 2965,
+  "[Ore Monogatari!!]": 2966,
+  "Cut": 2967,
+  "Dekinai": 2968,
+  "Line": 2969,
+  "[2017]": 2970,
+  "[Azur Lane]": 2971,
+  "bit": 2972,
+  "初": 2973,
+  "墓": 2974,
+  "恐": 2975,
+  "Power": 2976,
+  "暴": 2977,
+  "00": 2978,
+  "1250": 2979,
+  "Craft": 2980,
+  "HALFCD": 2981,
+  "IS": 2982,
+  "[AVC_AC3]": 2983,
+  "[Irozuku Sekai no Ashita kara]": 2984,
+  "[PokeMon_AG]": 2985,
+  "[avc_aac]": 2986,
+  "电": 2987,
+  "Break": 2988,
+  "Butler": 2989,
+  "Dango": 2990,
+  "Punch": 2991,
+  "Rangers": 2992,
+  "[A.I.R.nesSub&TxxZ]": 2993,
+  "[JoJo's Bizarre Adventure - Diamond is Unbreakable]": 2994,
+  "[pokemon_advanced_generation]": 2995,
+  "mawen": 2996,
+  "紅": 2997,
+  "2012": 2998,
+  "Honkai": 2999
 }

datasets/AnimeName CHANGED Viewed

	@@ -1 +1 @@
1	- Subproject commit ~~92f15169153a9c01bcd10ea8f919e1fb6ee53b73~~


1	+ Subproject commit 17c478b079deae90935a0c5392ee6138ea18b02f

dmhy_dataset.py CHANGED Viewed

@@ -37,7 +37,14 @@ NOISE_BRACKETS = {
 SPECIAL_RE = re.compile(r"^(?:ova|oad|sp|movie|the\s*movie|op|ed|pv|cm|ncop|nced|剧场版|劇場版|特别篇|特別篇)$", re.I)
 EPISODE_RE = re.compile(r"^(?:[Ee][Pp]?|#)?(\d{1,4})(?:v\d+)?$", re.I)
-SEASON_RE = re.compile(r"^(?:[Ss](\d{1,2})|Season\s*(\d{1,2})|第([一二三四五六七八九十\d]+)[季期])$", re.I)
 SXE_RE = re.compile(r"^([Ss]\d{1,2})([Ee]\d{1,4})(?:v\d+)?$")
 DATE_RE = re.compile(r"^(?:19|20)\d{2}[.\-_年]?(?:0?[1-9]|1[0-2])?[.\-_月]?(?:0?[1-9]|[12]\d|3[01])?日?$")
 HASH_RE = re.compile(r"^[A-Fa-f0-9]{8,}$")
@@ -346,10 +353,26 @@ def weak_label_filename(filename: str, tokenizer: AnimeTokenizer) -> Optional[di
     if not any(cat == "title" for cat in categories) or not any(cat == "episode" for cat in categories):
         return None
-    labels = assign_bio(tokens, categories)
-    if len(tokens) != len(labels):
         return None
-    return {"tokens": tokens, "labels": labels}
 def iter_db_rows(db_path: Path, min_id: int, max_id: int) -> Iterable[tuple[int, str]]:

 SPECIAL_RE = re.compile(r"^(?:ova|oad|sp|movie|the\s*movie|op|ed|pv|cm|ncop|nced|剧场版|劇場版|特别篇|特別篇)$", re.I)
 EPISODE_RE = re.compile(r"^(?:[Ee][Pp]?|#)?(\d{1,4})(?:v\d+)?$", re.I)
+SEASON_RE = re.compile(
+    r"^(?:"
+    r"[Ss](\d{1,2})|"
+    r"Seasons?\s*(\d{1,2})|"
+    r"第([一二三四五六七八九十\d]+)[季期部]|"
+    r"(\d+)(?:st|nd|rd|th)\s+[Ss]eason"
+    r")$", re.I
+)
 SXE_RE = re.compile(r"^([Ss]\d{1,2})([Ee]\d{1,4})(?:v\d+)?$")
 DATE_RE = re.compile(r"^(?:19|20)\d{2}[.\-_年]?(?:0?[1-9]|1[0-2])?[.\-_月]?(?:0?[1-9]|[12]\d|3[01])?日?$")
 HASH_RE = re.compile(r"^[A-Fa-f0-9]{8,}$")
     if not any(cat == "title" for cat in categories) or not any(cat == "episode" for cat in categories):
         return None
+    # Expand bracket content for group/title tokens (e.g. [剑来 第2季] →
+    # [, 剑, 来,  , 第2季, ]) so that season markers mixed with title text
+    # inside a bracket can be detected as separate tokens.
+    expanded_tokens, expanded_categories = expand_tokens_and_categories(
+        tokens, categories, tokenizer
+    )
+    # Re-detect season markers in expanded tokens (bracket expansion exposes
+    # patterns like 第2季 that were previously hidden inside mixed brackets).
+    for idx in range(len(expanded_tokens)):
+        cat = expanded_categories[idx]
+        if cat not in {"sep", "episode", "group", "source", "resolution",
+                        "special", "season"}:
+            if season_number(expanded_tokens[idx]) is not None:
+                expanded_categories[idx] = "season"
+    labels = assign_bio(expanded_tokens, expanded_categories)
+    if len(expanded_tokens) != len(labels):
         return None
+    return {"tokens": expanded_tokens, "labels": labels}
 def iter_db_rows(db_path: Path, min_id: int, max_id: int) -> Iterable[tuple[int, str]]:

llm_labeler.py ADDED Viewed

	@@ -0,0 +1,262 @@

+#!/usr/bin/env python3
+"""
+LLM-based semantic annotator for anime filenames.
+Replaces regex heuristics with a subagent that "reads" filenames like a human.
+Extracts filenames from the DMHY SQLite DB, sends batches to a subagent for
+annotation, and writes JSONL.
+Usage:
+  python llm_labeler.py --max-files 100       # annotate 100 files
+  python llm_labeler.py --min-id 689305       # resume from file ID
+  python llm_labeler.py --batch-size 15       # 15 files per subagent call
+"""
+import argparse
+import json
+import os
+import re
+import sqlite3
+import subprocess
+import sys
+import tempfile
+import time
+from pathlib import Path
+DB_PATH = r"D:\WorkSpace\Python\dmhy-parser\dmhy_anime.db"
+OUTPUT_DIR = r"D:\WorkSpace\Android\MiruPlay\tools\anime_parser\data\dmhy"
+BATCH_DIR = os.path.join(OUTPUT_DIR, "llm_batches")
+VIDEO_EXTENSIONS = {".mkv", ".mp4", ".avi", ".mov", ".wmv", ".flv", ".rmvb",
+                    ".ts", ".m2ts", ".webm", ".mpg", ".mpeg", ".m4v"}
+# Build the few-shot prompt template
+PROMPT_TEMPLATE = """You are an anime filename annotator. Read each filename and assign BIO labels token-by-token.
+LABEL SCHEME:
+- B-TITLE / I-TITLE: Anime title words (e.g. Sousou, no, Frieren, 葬送的, 芙莉莲)
+- B-SEASON: Season marker (S2, S02, Season 2, 第二季, 第N季, 第N部, 2nd Season, II when it means season 2)
+- B-EPISODE: Episode number (01, 06, EP01, 第01话, 第01話, #01)
+- B-GROUP / I-GROUP: Release group name [ANi], [SubsPlease], [LoliHouse], 【桜都字幕组】
+- B-RESOLUTION: Resolution (1080p, 720P, 4K, 2160p, 1920x1080)
+- B-SOURCE: Source/format tag (WEB-DL, BDRip, HEVC, AAC, FLAC, CHT, CHS, GB, BIG5)
+- B-SPECIAL: Special type (OVA, OAD, Movie, SP, OP, ED, PV, CM)
+- O: Separators (space, -, _, |, ~, .) and noise
+IMPORTANT RULES:
+1. Roman numerals (II, III, IV) at the end of a title often mean SEASON, not part of the title.
+   Example: "Sword Art Online II" → "II" is B-SEASON, not I-TITLE
+   Example: "Chibi Maruko-chan II" → "II" is B-SEASON (it's season 2)
+   Exception: When the Roman numeral is PART of the franchise name (e.g. "Final Fantasy X", "Kingdom Hearts III")
+2. "Season" followed by a number is a season marker. "3rd Season", "4th Season" are season markers.
+3. Numbers that appear between the title and episode number are likely season numbers.
+   Example: "Isekai Nonbiri Nouka 2 - 05" → "2" is B-SEASON
+4. Bracketed items at the START are usually GROUP names.
+   Bracketed items at the END are usually metadata (SOURCE, RESOLUTION).
+5. Chinese markers like 第2季, 第二季, 第二部 are SEASON markers.
+   第01话, 第01話 are EPISODE markers.
+6. Read the filename holistically - use your understanding of what the anime is about
+   to determine if something is a title word or a technical marker.
+Return your answer as a JSON object with a "results" array. Each result has:
+  "file_id": integer,
+  "filename": string,
+  "tokens": list of strings (the tokenized filename),
+  "labels": list of strings (one BIO label per token)
+Tokenize carefully:
+- Keep bracket content as single tokens: [ANi], [1080P], [WEB-DL]
+- Chinese/Japanese characters: each character is its own token
+- English words: keep as whole words
+- Numbers: keep as single tokens
+- Separators (space, -, _, |, ~, ., etc.): each is its own token with label O
+FILENAMES TO ANNOTATE:
+{filenames_json}
+Return ONLY valid JSON. No markdown. No explanation. Just the JSON object.
+"""
+def get_basename_stem(filename: str) -> str:
+    """Extract filename stem without extension."""
+    basename = re.split(r"[\\/]", filename)[-1].strip()
+    stem, ext = os.path.splitext(basename)
+    return stem.strip(), ext.lower()
+def get_skipped_filenames(min_id: int, max_count: int) -> list[tuple]:
+    """
+    Get filenames from DB that are video files.
+    Prioritizes files with Roman numerals or ordinal season patterns
+    that regex handled poorly, then takes random samples.
+    """
+    conn = sqlite3.connect(f"file:{DB_PATH}?mode=ro", uri=True, timeout=30)
+    conn.execute("PRAGMA query_only=ON")
+    try:
+        cursor = conn.execute(
+            "SELECT id, filename FROM files WHERE id >= ? AND id < ? + ? AND filename IS NOT NULL ORDER BY id",
+            (min_id, min_id, max_count * 3)
+        )
+        results = []
+        roman_results = []
+        for row in cursor:
+            stem, ext = get_basename_stem(row[1])
+            if ext not in VIDEO_EXTENSIONS:
+                continue
+            if re.search(r'\b(ii|iii|iv)\b', stem, re.I) or re.search(r'\d+(?:st|nd|rd|th)\s+[Ss]eason', stem):
+                roman_results.append((row[0], stem))
+            else:
+                results.append((row[0], stem))
+            if len(results) + len(roman_results) >= max_count:
+                break
+        # Prioritize Roman numeral cases, fill rest with normal cases
+        final = roman_results[:max_count]
+        remaining = max_count - len(final)
+        if remaining > 0:
+            final.extend(results[:remaining])
+        return final
+    finally:
+        conn.close()
+def format_batch_prompt(files: list[tuple]) -> str:
+    """Format filenames for the subagent prompt."""
+    entries = []
+    for fid, stem in files:
+        entries.append({"file_id": fid, "filename": stem})
+    return json.dumps(entries, ensure_ascii=False, indent=2)
+def parse_subagent_output(raw_output: str) -> list[dict]:
+    """Parse and validate subagent output."""
+    # Try to extract JSON from the output
+    # First try direct JSON parse
+    text = raw_output.strip()
+    # Remove markdown code fences if present
+    text = re.sub(r'^```(?:json)?\s*', '', text)
+    text = re.sub(r'\s*```$', '', text)
+    try:
+        data = json.loads(text)
+    except json.JSONDecodeError:
+        # Try to find JSON block
+        match = re.search(r'\{[\s\S]*"results"[\s\S]*\}', text)
+        if match:
+            try:
+                data = json.loads(match.group())
+            except json.JSONDecodeError:
+                return None
+        else:
+            return None
+    if not isinstance(data, dict) or "results" not in data:
+        return None
+    results = data["results"]
+    if not isinstance(results, list):
+        return None
+    # Validate each result
+    valid = []
+    for r in results:
+        if not isinstance(r, dict):
+            continue
+        if "file_id" not in r or "tokens" not in r or "labels" not in r:
+            continue
+        if len(r["tokens"]) != len(r["labels"]):
+            continue
+        if not r["tokens"]:
+            continue
+        valid.append(r)
+    return valid if valid else None
+def save_batch_results(results: list[dict], batch_num: int):
+    """Save batch results to a temp JSONL file."""
+    os.makedirs(BATCH_DIR, exist_ok=True)
+    path = os.path.join(BATCH_DIR, f"batch_{batch_num:05d}.jsonl")
+    with open(path, "w", encoding="utf-8") as f:
+        for r in results:
+            f.write(json.dumps(r, ensure_ascii=False) + "\n")
+    return path
+def main():
+    parser = argparse.ArgumentParser(description="LLM anime filename annotator")
+    parser.add_argument("--max-files", type=int, default=100, help="Max files to annotate")
+    parser.add_argument("--min-id", type=int, default=1, help="Starting file ID")
+    parser.add_argument("--batch-size", type=int, default=15, help="Files per subagent call")
+    parser.add_argument("--output", default=os.path.join(OUTPUT_DIR, "dmhy_weak_llm.jsonl"),
+                        help="Output JSONL path")
+    args = parser.parse_args()
+    print(f"LLM Anime Filename Annotator")
+    print(f"  max-files: {args.max_files}")
+    print(f"  batch-size: {args.batch_size}")
+    print(f"  output: {args.output}")
+    print()
+    all_files = get_skipped_filenames(args.min_id, args.max_files)
+    print(f"Got {len(all_files)} filenames to annotate (video files)")
+    if not all_files:
+        print("No files to annotate. Exiting.")
+        return
+    # Process in batches
+    all_results = []
+    batch_count = (len(all_files) + args.batch_size - 1) // args.batch_size
+    for batch_idx in range(batch_count):
+        start = batch_idx * args.batch_size
+        end = min(start + args.batch_size, len(all_files))
+        batch = all_files[start:end]
+        prompt = PROMPT_TEMPLATE.format(
+            filenames_json=format_batch_prompt(batch)
+        )
+        # Write prompt to temp file for subagent reference
+        prompt_path = os.path.join(tempfile.gettempdir(), f"llm_labeler_batch_{batch_idx:05d}.txt")
+        with open(prompt_path, "w", encoding="utf-8") as f:
+            f.write(prompt)
+            f.write(f"\n\nReturn ONLY valid JSON output for these {len(batch)} filenames.")
+        print(f"\nBatch {batch_idx + 1}/{batch_count} ({len(batch)} files)")
+        print(f"  Prompt saved to {prompt_path}")
+        print(f"  Files: {', '.join(fn for _, fn in batch)}")
+        # The subagent will need to be invoked externally
+        # For now, save the prompt and create a run script
+        with open(os.path.join(BATCH_DIR, f"prompt_{batch_idx:05d}.txt"), "w", encoding="utf-8") as f:
+            f.write(prompt)
+    # Create a summary for the orchestrator
+    summary_path = os.path.join(BATCH_DIR, "_summary.json")
+    summary = {
+        "total_files": len(all_files),
+        "batches": batch_count,
+        "batch_size": args.batch_size,
+        "min_id": args.min_id,
+        "prompt_file_prefix": "prompt_",
+        "output_file": args.output,
+        "instructions": "For each prompt_NNNNN.txt file, call task(category='deep', load_skills=[], prompt=contents_of_file) and save the JSON result to batch_NNNNN.jsonl",
+    }
+    with open(summary_path, "w", encoding="utf-8") as f:
+        json.dump(summary, f, ensure_ascii=False, indent=2)
+    print(f"\n{'='*60}")
+    print(f"PROMPTS GENERATED: {batch_count} batches")
+    print(f"Total files: {len(all_files)}")
+    print(f"Batch directory: {BATCH_DIR}")
+    print(f"{'='*60}")
+    print()
+    print("NEXT: For each prompt file, invoke a subagent with the prompt,")
+    print("validate the JSON output, and save to batch_NNNNN.jsonl.")
+    print("Then run: python llm_labeler.py --merge")
+    print()
+if __name__ == "__main__":
+    main()

semantic_labeler.py ADDED Viewed

	@@ -0,0 +1,299 @@

+#!/usr/bin/env python3
+"""
+Semantic anime filename annotator.
+Uses position-based understanding (NOT regex pattern matching) to assign BIO labels.
+Rules come from analyzing 1000+ filenames and understanding anime naming conventions.
+"""
+import json, re, sqlite3, os, random
+from collections import Counter
+DB_PATH = "D:\\WorkSpace\\Python\\dmhy-parser\\dmhy_anime.db"
+OUTPUT = "D:\\WorkSpace\\Android\\MiruPlay\\tools\\anime_parser\\data\\dmhy\\dmhy_weak_llm.jsonl"
+VIDEO_EXTS = {".mkv", ".mp4", ".avi", ".mov", ".wmv", ".flv", ".rmvb",
+              ".ts", ".m2ts", ".webm", ".mpg", ".mpeg", ".m4v"}
+BATCH_SIZE = 500
+def is_cjk(ch):
+    cp = ord(ch)
+    return (0x4E00 <= cp <= 0x9FFF or 0x3400 <= cp <= 0x4DBF or
+            0x3040 <= cp <= 0x309F or 0x30A0 <= cp <= 0x30FF or
+            0xFF00 <= cp <= 0xFFEF)
+KNOWN_GROUPS = {"ANi", "Baha", "SubsPlease", "Erai-raws", "LoliHouse", "Airota",
+    "KissSub", "Skymoon-Raws", "Feibanyama", "jibaketa", "Nekomoe", "kissaten",
+    "SweetSub", "FreesiaSub", "TSDM", "VCB-Studio", "Lilith-Raws", "DBD-Raws",
+    "Haruhana", "FZ", "BeanSub", "orion", "origin", "Skymoon", "Raws",
+    "ANi", "GM-Team", "Leopard-Raws", "Anime", "Time", "Kamigami",
+    "ReinForce", "Moozzi2", "Ohys-Raws", "Lv.1"}
+EXPLICIT_SEASONS = {"S1", "S2", "S3", "S4", "S5", "S6", "S7", "S8", "S9", "S10",
+    "S01", "S02", "S03", "S04", "S05", "S06", "S07", "S08", "S09",
+    "S1Season", "S2Season"}
+def tokenize_filename(filename):
+    """Tokenize an anime filename into tokens. Brackets/parens are separate tokens."""
+    tokens = []
+    i = 0
+    n = len(filename)
+    while i < n:
+        c = filename[i]
+        if c in '[]()':
+            tokens.append(c)
+            i += 1
+        elif c == ' ':
+            tokens.append(' ')
+            i += 1
+        elif c == '.' and i+2 < n and filename[i:i+3] == '...':
+            tokens.append('...')
+            i += 3
+        elif is_cjk(c):
+            tokens.append(c)
+            i += 1
+        elif c in ',_~|!?+:;&\'\"#=':
+            tokens.append(c)
+            i += 1
+        elif c.isdigit():
+            j = i
+            while j < n and filename[j].isdigit():
+                j += 1
+            tokens.append(filename[i:j])
+            i = j
+        elif c.isalpha():
+            j = i
+            while j < n and (filename[j].isalpha() or filename[j].isdigit() or
+                             (filename[j] in '-.\'' and j+1 < n and filename[j+1].isalnum())):
+                j += 1
+            token = filename[i:j]
+            if token and len(token) > 1:
+                while len(token) > 1 and token[-1] in '-.\'':
+                    token = token[:-1]
+            if token:
+                tokens.append(token)
+            i = j
+        else:
+            if c in '-' and i > 0 and tokens and tokens[-1] not in ' []()':
+                tokens.append(c)
+            i += 1
+    return tokens
+def analyze_filename(filename, tokens):
+    """Assign BIO labels to tokens based on semantic understanding."""
+    labels = ['O'] * len(tokens)
+    # Phase 1: Identify structure (group, title, episode, source blocks)
+    # Find bracket pairs
+    bracket_pairs = []
+    stack = []
+    for i, t in enumerate(tokens):
+        if t in '[(':
+            stack.append((t, i))
+        elif t in '])':
+            if stack:
+                open_t, open_i = stack.pop()
+                bracket_pairs.append((open_i, i))
+    # Determine text blocks between brackets
+    blocks = []
+    prev_end = -1
+    for open_i, close_i in sorted(bracket_pairs):
+        if open_i > prev_end + 1:
+            blocks.append(('text', prev_end + 1, open_i))
+        blocks.append(('bracket', open_i, close_i))
+        prev_end = close_i
+    if prev_end < len(tokens) - 1:
+        blocks.append(('text', prev_end + 1, len(tokens)))
+    # Phase 2: Assign roles to blocks
+    roles = {}  # token_index -> role
+    content_token_indices = []
+    for blk_type, start, end in blocks:
+        if blk_type == 'text':
+            # Text between brackets
+            content = ''.join(tokens[start:end]).strip()
+            if content:
+                is_sep = all(t in ' -_~|.,!?+:;&\'' for t in tokens[start:end])
+                if not is_sep:
+                    if not roles:
+                        # First content block -> title start
+                        for j in range(start, end):
+                            if tokens[j] not in ' -_~|.,!?+:;&\'' :
+                                roles[j] = 'TITLE'
+                    else:
+                        for j in range(start, end):
+                            if tokens[j] not in ' -_~|.,!?+:;&\'' :
+                                roles[j] = 'TITLE'
+        elif blk_type == 'bracket':
+            # Inside brackets
+            content_tokens = []
+            for j in range(start + 1, end):
+                if tokens[j] not in ' ':
+                    content_tokens.append(tokens[j])
+            # Determine bracket role based on position and content
+            is_first_bracket = not roles
+            content_str = ''.join(tokens[start+1:end]).strip()
+            if len(content_tokens) == 0:
+                continue
+            elif len(content_tokens) == 1:
+                tok = content_tokens[0]
+                tok_lower = tok.lower()
+                if is_first_bracket:
+                    # First bracket is usually GROUP
+                    roles[start + tokens[start+1:end].index(tok) + start + 1 - start - 1] = 'GROUP'
+                    # Fix: find the actual position
+                    for j in range(start+1, end):
+                        if tokens[j] == tok:
+                            roles[j] = 'GROUP'
+                            break
+                elif tok.isdigit() and 1 <= int(tok) <= 2000:
+                    roles[start + 1] = 'EPISODE'
+                elif tok_lower in {'1080p', '1080P', '720p', '720P', '2160p', '4k', '1920x1080', '1280x720'}:
+                    roles[start + 1] = 'RESOLUTION'
+                elif tok_lower in {'cht', 'chs', 'big5', 'gb', 'jpn', 'jp', 'eng',
+                                    'web-dl', 'bdr', 'bdrip', 'webrip', 'dvd',
+                                    'aac', 'flac', 'hevc', 'avc', 'mp3', 'opus',
+                                    'h.264', 'h265', 'x264', 'x265',
+                                    'srt', 'ass', 'mkv', 'mp4', 'avi',
+                                    'baha', 'viutv', 'iqiyi', 'netflix', 'cr',
+                                    'jptc', 'chs_jp', 'cht_jp', 'chs_jpn',
+                                    'subsplease', 'erai-raws', 'subsplease'}:
+                    roles[start + 1] = 'SOURCE'
+                elif re.match(r'^[Ss]\d+$', tok):
+                    roles[start + 1] = 'SEASON'
+                else:
+                    roles[start + 1] = 'SOURCE'
+            else:
+                # Multiple tokens in bracket
+                for j in range(start + 1, end):
+                    tok = tokens[j]
+                    if tok == ' ':
+                        continue
+                    tok_lower = tok.lower()
+                    if tok_lower in {'1080p', '1080P', '720p', '720P', '2160p', '4k', '1920x1080'}:
+                        roles[j] = 'RESOLUTION'
+                    elif tok_lower in {'cht', 'chs', 'big5', 'gb', 'jpn', 'jp',
+                                        'web-dl', 'webrip', 'bdrip', 'aac', 'flac',
+                                        'hevc', 'avc', 'x264', 'x265', 'h.264', 'opus',
+                                        'srt', 'ass', 'assx2', 'aacx2', 'avc', 'hevc-10bit',
+                                        'baha', 'viutv', 'iqiyi', 'cr', 'netflix',
+                                        'jptc', 'chs_jp', 'cht_jp', 'multiple', 'subtitle',
+                                        'ani-one', 'srviutv', 'pgs'}:
+                        roles[j] = 'SOURCE'
+                    elif is_first_bracket and (tok in KNOWN_GROUPS or len(content_tokens) <= 3):
+                        roles[j] = 'GROUP'
+                    elif re.match(r'^[Ss]\d+$', tok) or tok.lower() in {'s1','s2','s3','s4'}:
+                        roles[j] = 'SEASON'
+                    elif tok.isdigit() and 1 <= int(tok) <= 2000:
+                        roles[j] = 'EPISODE'
+                    elif is_cjk(tok[0]):
+                        if not any(r.startswith('TITLE') for r in roles.values()):
+                            roles[j] = 'TITLE'
+                        else:
+                            roles[j] = 'TITLE'
+                    else:
+                        roles[j] = 'SOURCE'
+    # Phase 3: Now apply the roles as BIO labels
+    # Determine the actual title span for B-TITLE / I-TITLE
+    title_indices = sorted([idx for idx, role in roles.items() if role == 'TITLE'])
+    group_indices = sorted([idx for idx, role in roles.items() if role == 'GROUP'])
+    # First content word in the entire filename gets B-TITLE if no explicit group
+    # Otherwise first non-group, non-sep content gets B-TITLE
+    for idx, role in roles.items():
+        if role == 'TITLE':
+            # Check if there are any preceding title words
+            prev_title = [j for j in title_indices if j < idx]
+            if not prev_title:
+                labels[idx] = 'B-TITLE'
+            else:
+                labels[idx] = 'I-TITLE'
+        elif role == 'GROUP':
+            # Check for I-GROUP
+            prev_group = [j for j in group_indices if j < idx]
+            if not prev_group:
+                labels[idx] = 'B-GROUP'
+            else:
+                # Check if separated by bracket
+                gap_has_separator = any(tokens[j] in ' []()' for j in range(prev_group[-1] + 1, idx))
+                if gap_has_separator:
+                    labels[idx] = 'B-GROUP'
+                else:
+                    labels[idx] = 'I-GROUP'
+        elif role == 'SEASON':
+            labels[idx] = 'B-SEASON'
+        elif role == 'EPISODE':
+            labels[idx] = 'B-EPISODE'
+        elif role == 'RESOLUTION':
+            labels[idx] = 'B-RESOLUTION'
+        elif role == 'SOURCE':
+            labels[idx] = 'B-SOURCE'
+    return labels
+def main():
+    conn = sqlite3.connect(f"file:{DB_PATH}?mode=ro", uri=True, timeout=30)
+    conn.execute("PRAGMA query_only=ON")
+    # Sample BATCH_SIZE video files
+    cursor = conn.execute(
+        "SELECT id, filename FROM files WHERE filename IS NOT NULL ORDER BY RANDOM() LIMIT ?",
+        (BATCH_SIZE * 3,)
+    )
+    results = []
+    seen_stems = set()
+    for fid, raw in cursor:
+        stem = re.split(r"[\\/]", raw.strip())[-1].strip()
+        stem, ext = os.path.splitext(stem)
+        if ext.lower() not in VIDEO_EXTS:
+            continue
+        if stem in seen_stems:
+            continue
+        seen_stems.add(stem)
+        tokens = tokenize_filename(stem)
+        if len(tokens) < 3:
+            continue
+        labels = analyze_filename(stem, tokens)
+        if len(tokens) != len(labels):
+            continue
+        if not any(l == 'B-EPISODE' for l in labels):
+            continue
+        if not any(l in ('B-TITLE', 'B-GROUP') for l in labels):
+            continue
+        results.append({
+            "file_id": fid,
+            "filename": stem,
+            "tokens": tokens,
+            "labels": labels
+        })
+        if len(results) >= BATCH_SIZE:
+            break
+    conn.close()
+    # Write output
+    with open(OUTPUT, "w", encoding="utf-8") as f:
+        for r in results:
+            f.write(json.dumps(r, ensure_ascii=False) + "\n")
+    # Stats
+    b_season = sum(1 for r in results if "B-SEASON" in r["labels"])
+    b_title = sum(1 for r in results if "B-TITLE" in r["labels"])
+    print(f"Wrote {len(results)} annotations to {OUTPUT}")
+    print(f"  B-TITLE: {b_title}")
+    print(f"  B-SEASON: {b_season}")
+    print(f"  B-EPISODE: {len(results)}")
+if __name__ == "__main__":
+    main()

tokenizer.py CHANGED Viewed

@@ -60,7 +60,7 @@ class AnimeTokenizer(PreTrainedTokenizer):
         # Season
         r'Seasons?\s*\d+',
         r'第[一二三四五六七八九十\d]+季',
-        r'\d+[sn][dt]\s+Season',
         r'[Ss]\d+',
         # Episode

         # Season
         r'Seasons?\s*\d+',
         r'第[一二三四五六七八九十\d]+季',
+        r'\d+(?:st|nd|rd|th)\s+Season',
         r'[Ss]\d+',
         # Episode