docs: distinguish native Transformers model downloads

README.md

@@ -18,7 +18,7 @@ Fun-ASR is a family of end-to-end speech recognition models from Tongyi Lab. Che
 
 </h4>
 
-Model repositories: **Fun-ASR-Nano** ([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512), [Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)) · **Fun-ASR-MLT-Nano** ([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512), [Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512))
+Model repositories: **Fun-ASR-Nano** ([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512), [HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)) · **Fun-ASR-MLT-Nano** ([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512), [Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512))
 
 Online Experience:
 [ModelScope Community Space](https://modelscope.cn/studios/FunAudioLLM/Fun-ASR-Nano), [huggingface space](https://huggingface.co/spaces/FunAudioLLM/Fun-ASR-Nano)
@@ -31,7 +31,7 @@ Online Experience:
 
 |                                                                           Model Name                                                                            |                                                                                                                                                                                                       Task Details                                                                                                                                                                                                       |         Training Data          | Parameters |
 | :-------------------------------------------------------------------------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :----------------------------: | :--------: |
-|       Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512))       | Speech recognition supports Chinese, English, and Japanese. Chinese includes support for 7 dialects (Wu, Cantonese, Min, Hakka, Gan, Xiang, Jin) and 26 regional accents (Henan, Shanxi, Hubei, Sichuan, Chongqing, Yunnan, Guizhou, Guangdong, Guangxi and more than 20 other regions). English and Japanese cover multiple regional accents. Additional features include lyric recognition and rap speech recognition. |   Tens of millions of hours    |    800M    |
+|       Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512))       | Speech recognition supports Chinese, English, and Japanese. Chinese includes support for 7 dialects (Wu, Cantonese, Min, Hakka, Gan, Xiang, Jin) and 26 regional accents (Henan, Shanxi, Hubei, Sichuan, Chongqing, Yunnan, Guizhou, Guangdong, Guangxi and more than 20 other regions). English and Japanese cover multiple regional accents. Additional features include lyric recognition and rap speech recognition. |   Tens of millions of hours    |    800M    |
 | Fun-ASR-MLT-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)) | Speech recognition supports Chinese, English, Cantonese, Japanese, Korean, Vietnamese, Indonesian, Thai, Malay, Filipino, Arabic, Hindi, Bulgarian, Croatian, Czech, Danish, Dutch, Estonian, Finnish, Greek, Hungarian, Irish, Latvian, Lithuanian, Maltese, Polish, Portuguese, Romanian, Slovak, Slovenian, and Swedish: 31 languages in total. | Hundreds of thousands of hours |    800M    |
 
 <a name="What's News"></a>

README_ja.md

@@ -22,7 +22,7 @@ Fun-ASRは通義実験室が開発したエンドツーエンド音声認識モ
 
 </h4>
 
-モデルリポジトリ：**Fun-ASR-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512)、[Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)、[GGUF](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-GGUF)） · **Fun-ASR-MLT-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512)、[Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)）
+モデルリポジトリ：**Fun-ASR-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512)、[HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)、[GGUF](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-GGUF)） · **Fun-ASR-MLT-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512)、[Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)）
 
 オンラインデモ：
 [ModelScope Space](https://modelscope.cn/studios/FunAudioLLM/Fun-ASR-Nano)、[HuggingFace Space](https://huggingface.co/spaces/FunAudioLLM/Fun-ASR-Nano)
@@ -35,7 +35,7 @@ Fun-ASRは通義実験室が開発したエンドツーエンド音声認識モ
 
 | モデル | 対応タスク | 学習データ | パラメータ |
 | :---: | :---: | :---: | :---: |
-| Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)) | 中国語・英語・日本語の音声認識。中国語は7方言・26地域アクセント対応。英語・日本語も複数地域アクセントに対応。歌詞認識・ラップ音声認識も搭載。 | 数千万時間 | 8億 |
+| Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)) | 中国語・英語・日本語の音声認識。中国語は7方言・26地域アクセント対応。英語・日本語も複数地域アクセントに対応。歌詞認識・ラップ音声認識も搭載。 | 数千万時間 | 8億 |
 | Fun-ASR-MLT-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)) | 中・英・粤・日・韓、ベトナム語、インドネシア語、タイ語、マレー語、フィリピン語、アラビア語、ヒンディー語など31言語の音声認識。 | 数十万時間 | 8億 |
 
 CPU/エッジ端末では、Fun-ASR-Nano を llama.cpp / GGUF ランタイムで単一バイナリとして実行できます（Python/GPU 不要、内蔵 FSMN-VAD）。[funasr.com/llama-cpp](https://www.funasr.com/llama-cpp.html) · [Nano GGUF](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-GGUF) · [FSMN-VAD GGUF](https://huggingface.co/FunAudioLLM/fsmn-vad-GGUF)

README_ko.md

@@ -22,7 +22,7 @@ Fun-ASR는 통의(Tongyi) 실험실에서 개발한 엔드투엔드 음성 인
 
 </h4>
 
-모델 저장소: **Fun-ASR-Nano**([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512), [Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512), [GGUF](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-GGUF)) · **Fun-ASR-MLT-Nano**([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512), [Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512))
+모델 저장소: **Fun-ASR-Nano**([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512), [HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512), [GGUF](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-GGUF)) · **Fun-ASR-MLT-Nano**([ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512), [Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512))
 
 온라인 체험:
 [ModelScope Space](https://modelscope.cn/studios/FunAudioLLM/Fun-ASR-Nano), [HuggingFace Space](https://huggingface.co/spaces/FunAudioLLM/Fun-ASR-Nano)
@@ -35,7 +35,7 @@ Fun-ASR는 통의(Tongyi) 실험실에서 개발한 엔드투엔드 음성 인
 
 | 모델 | 지원 작업 | 학습 데이터 | 파라미터 |
 | :---: | :---: | :---: | :---: |
-| Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)) | 중국어·영어·일본어 음성 인식. 중국어 7개 방언 + 26개 지역 억양 지원. 영어·일본어도 다양한 억양 대응. 가사 인식·랩 음성 인식 탑재. | 수천만 시간 | 8억 |
+| Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)) | 중국어·영어·일본어 음성 인식. 중국어 7개 방언 + 26개 지역 억양 지원. 영어·일본어도 다양한 억양 대응. 가사 인식·랩 음성 인식 탑재. | 수천만 시간 | 8억 |
 | Fun-ASR-MLT-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)) | 중국어, 영어, 광둥어, 일본어, 한국어, 베트남어, 인도네시아어, 태국어, 말레이어, 필리핀어, 아랍어, 힌디어 등을 포함한 31개 언어 음성 인식. | 수십만 시간 | 8억 |
 
 CPU/엣지 환경에서는 Fun-ASR-Nano를 llama.cpp / GGUF 런타임으로 단일 바이너리 실행할 수 있습니다(Python/GPU 불필요, FSMN-VAD 내장). 이 GGUF 경로는 Nano의 중국어·영어·일본어 및 중국어 방언 범위에 해당하며, 한국어 인식은 위의 MLT-Nano/FunASR GPU 경로를 사용하세요. [funasr.com/llama-cpp](https://www.funasr.com/llama-cpp.html) · [Nano GGUF](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-GGUF) · [FSMN-VAD GGUF](https://huggingface.co/FunAudioLLM/fsmn-vad-GGUF)

README_zh.md

@@ -18,7 +18,7 @@ Fun-ASR 是通义实验室推出的端到端语音识别模型家族，不同 ch
 
 </h4>
 
-模型仓库：**Fun-ASR-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512)、[Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)） · **Fun-ASR-MLT-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512)、[Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)）
+模型仓库：**Fun-ASR-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512)、[HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512)） · **Fun-ASR-MLT-Nano**（[ModelScope](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512)、[Hugging Face](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)）
 
 在线体验：
 [魔搭社区创空间](https://modelscope.cn/studios/FunAudioLLM/Fun-ASR-Nano)，[huggingface space](https://huggingface.co/spaces/FunAudioLLM/Fun-ASR-Nano)
@@ -29,7 +29,7 @@ Fun-ASR 是通义实验室推出的端到端语音识别模型家族，不同 ch
 
 |                                                                              模型                                                                               |                                                                                                                                                    介绍                                                                                                                                                    |  训练数据  | 参数 |
 | :-------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | :--------: | :--: |
-|       Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512))       |         支持中文、英文、日文。中文包含 7 种方言（吴语、粤语、闽语、客家话、赣语、湘语、晋语）及 26 种地域口音支持（河南、陕西、湖北、四川、重庆、云南、贵州、广东、广西、河北、天津、山东、安徽、南京、江苏、杭州、甘肃、宁夏）。英文、日文涵盖多种地域口音。额外功能包括歌词识别与说唱语音识别。          | 数千万小时 | 8 亿 |
+|       Fun-ASR-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [HF / Transformers](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf) · [HF / FunASR](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512))       |         支持中文、英文、日文。中文包含 7 种方言（吴语、粤语、闽语、客家话、赣语、湘语、晋语）及 26 种地域口音支持（河南、陕西、湖北、四川、重庆、云南、贵州、广东、广西、河北、天津、山东、安徽、南京、江苏、杭州、甘肃、宁夏）。英文、日文涵盖多种地域口音。额外功能包括歌词识别与说唱语音识别。          | 数千万小时 | 8 亿 |
 | Fun-ASR-MLT-Nano <br> ([⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512)) | 支持中文、英文、粤语、日文、韩文、越南语、印尼语、泰语、马来语、菲律宾语、阿拉伯语、印地语、保加利亚语、克罗地亚语、捷克语、丹麦语、荷兰语、爱沙尼亚语、芬兰语、希腊语、匈牙利语、爱尔兰语、拉脱维亚语、立陶宛语、马耳他语、波兰语、葡萄牙语、罗马尼亚语、斯洛伐克语、斯洛文尼亚语、瑞典语，共 31 种语言。 | 数十万小时 | 8 亿 |
 
 <a name="最新动态"></a>

tests/test_transformers_quickstart.py

@@ -3,9 +3,11 @@
 import ast
 import json
 from pathlib import Path
+import re
 import unittest
 
 import numpy as np
+import pytest
 
 ROOT = Path(__file__).resolve().parents[1]
 SPEC = importlib.util.spec_from_file_location("native_example", ROOT / "examples/transformers/transcribe.py")
@@ -67,5 +69,25 @@ def test_clone_directory_and_legacy_anchors_remain_clear(self):
             self.assertIn(f'<a name="{anchor}"></a>\n\n# {heading}', text)
 
 
+@pytest.mark.parametrize("suffix", ["", "_zh", "_ja", "_ko"])
+@pytest.mark.parametrize("entry", ["directory", "table"])
+def test_model_download_entries_distinguish_native_and_toolkit(suffix, entry):
+    text = (ROOT / f"README{suffix}.md").read_text()
+    if entry == "directory":
+        line = next(line for line in text.splitlines()
+                    if "**Fun-ASR-Nano**" in line and "**Fun-ASR-MLT-Nano**" in line)
+        nano, mlt = line.split("**Fun-ASR-MLT-Nano**", 1)
+    else:
+        nano = next(line for line in text.splitlines()
+                    if line.startswith("|") and "Fun-ASR-Nano <br>" in line)
+        mlt = next(line for line in text.splitlines()
+                   if line.startswith("|") and "Fun-ASR-MLT-Nano" in line)
+    links = dict(re.findall(r"\[([^\]]+)\]\(([^)\s]+)\)", nano))
+    assert links.get("HF / Transformers") == "https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512-hf"
+    assert links.get("HF / FunASR") == "https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512"
+    assert "https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512" in mlt
+    assert "Fun-ASR-Nano-2512-hf" not in mlt
+
+
 if __name__ == "__main__":
     unittest.main()