Token Classification
Transformers
ONNX
Safetensors
English
Japanese
Chinese
bert
anime
filename-parsing
Eval Results (legacy)
Instructions to use ModerRAS/AniFileBERT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ModerRAS/AniFileBERT with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="ModerRAS/AniFileBERT")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("ModerRAS/AniFileBERT") model = AutoModelForTokenClassification.from_pretrained("ModerRAS/AniFileBERT") - Notebooks
- Google Colab
- Kaggle
| { | |
| "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": [ | |
| "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": [ | |
| { | |
| "file_id": 1, | |
| "filename": "Witch.Hat.Atelier.S01E07.1080p.NF.WEB-DL.JPN.AAC2.0.H.264.MSubs-ToonsHub", | |
| "tokens": [ | |
| "Witch", | |
| ".", | |
| "Hat", | |
| ".", | |
| "Atelier", | |
| ".", | |
| "S01", | |
| "E07", | |
| ".", | |
| "1080p", | |
| ".", | |
| "NF", | |
| ".", | |
| "WEB-DL", | |
| ".", | |
| "JP", | |
| "N", | |
| ".", | |
| "AAC", | |
| "2", | |
| ".", | |
| "0", | |
| ".", | |
| "H.264", | |
| ".", | |
| "MSubs", | |
| "-", | |
| "ToonsHub" | |
| ], | |
| "labels": [ | |
| "B-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "O", | |
| "B-SEASON", | |
| "B-EPISODE", | |
| "O", | |
| "B-RESOLUTION", | |
| "O", | |
| "B-SOURCE", | |
| "O", | |
| "B-SOURCE", | |
| "O", | |
| "B-SOURCE", | |
| "O", | |
| "O", | |
| "B-SOURCE", | |
| "O", | |
| "O", | |
| "O", | |
| "O", | |
| "B-SOURCE", | |
| "O", | |
| "B-SOURCE", | |
| "O", | |
| "O" | |
| ] | |
| }, | |
| { | |
| "file_id": 2, | |
| "filename": "[LoliHouse] Maid-san wa Taberu Dake - 07 [WebRip 1080p HEVC-10bit AAC ASSx2]", | |
| "tokens": [ | |
| "[", | |
| "LoliHouse", | |
| "]", | |
| " ", | |
| "Maid", | |
| "-", | |
| "san", | |
| " ", | |
| "wa", | |
| " ", | |
| "Taberu", | |
| " ", | |
| "Dake", | |
| " ", | |
| "-", | |
| " ", | |
| "07", | |
| " ", | |
| "[WebRip 1080p HEVC-10bit AAC ASSx2]" | |
| ], | |
| "labels": [ | |
| "O", | |
| "B-GROUP", | |
| "O", | |
| "O", | |
| "B-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "O", | |
| "O", | |
| "O", | |
| "B-EPISODE", | |
| "O", | |
| "O" | |
| ] | |
| }, | |
| { | |
| "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", | |
| "界", | |
| "悠", | |
| "閒", | |
| "農", | |
| "家", | |
| " ", | |
| "2", | |
| " ", | |
| "-", | |
| " ", | |
| "06", | |
| " ", | |
| "[1080P]", | |
| "[Baha]", | |
| "[WEB-DL]", | |
| "[AAC AVC]", | |
| "[CHT]" | |
| ], | |
| "labels": [ | |
| "O", | |
| "B-GROUP", | |
| "O", | |
| "O", | |
| "B-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "O", | |
| "B-SEASON", | |
| "O", | |
| "O", | |
| "O", | |
| "B-EPISODE", | |
| "O", | |
| "B-RESOLUTION", | |
| "B-SOURCE", | |
| "B-SOURCE", | |
| "O", | |
| "B-SOURCE" | |
| ] | |
| }, | |
| { | |
| "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", | |
| "風", | |
| "紀", | |
| "委", | |
| "員", | |
| "和", | |
| "迷", | |
| "你", | |
| "裙", | |
| " ", | |
| "JK", | |
| " ", | |
| "的", | |
| "故", | |
| "事", | |
| " ", | |
| "-", | |
| " ", | |
| "06", | |
| " ", | |
| "[1080P]", | |
| "[Baha]", | |
| "[WEB-DL]", | |
| "[AAC AVC]", | |
| "[CHT]" | |
| ], | |
| "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", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "I-TITLE", | |
| "O", | |
| "O", | |
| "O", | |
| "B-EPISODE", | |
| "O", | |
| "B-RESOLUTION", | |
| "B-SOURCE", | |
| "B-SOURCE", | |
| "O", | |
| "B-SOURCE" | |
| ] | |
| }, | |
| { | |
| "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", | |
| "O" | |
| ] | |
| }, | |
| { | |
| "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", | |
| "O" | |
| ] | |
| }, | |
| { | |
| "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", | |
| "O" | |
| ] | |
| }, | |
| { | |
| "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", | |
| "O" | |
| ] | |
| }, | |
| { | |
| "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" | |
| ] | |
| } | |
| ] | |
| } |