modelscope · LauraGPT · Jul 19, 2026 · Jul 19, 2026
diff --git a/README.md b/README.md
@@ -288,7 +288,7 @@ hf download FunAudioLLM/fsmn-vad-GGUF fsmn-vad.gguf --local-dir .\gguf
 
 ## What's new
 
-- 2026/07/19: **v1.3.19 on PyPI** — realtime WebSocket long-session troubleshooting docs are now shipped with the package. Run the server with `--enable-spk --log-session-stats-interval 30` and attach the emitted `Session stats:` lines when reporting disconnects or memory growth. Install with `python -m pip install -U "funasr==1.3.19"`. [Release ->](https://github.com/modelscope/FunASR/releases/tag/v1.3.19)
+- 2026/07/19: **v1.3.19 on PyPI** — realtime WebSocket long-session troubleshooting docs are now shipped with the package. Run the server with `--enable-spk --log-session-stats-interval 30` and attach the emitted `Session stats:` lines when reporting disconnects or memory growth. Install with `python -m pip install -U "funasr==1.3.19"`. [Long-session guide ->](docs/vllm_guide.md#long-session-diagnostics) · [Release ->](https://github.com/modelscope/FunASR/releases/tag/v1.3.19)
 - 2026/07/19: **v1.3.18 on PyPI** — CLI SRT/TSV subtitle output now requests sentence timestamps and loads punctuation when needed, so `funasr audio.wav --output-format srt --output-dir ./subs` writes segmented subtitle cues instead of one full-text block. Install with `python -m pip install -U "funasr==1.3.18"`. [Release ->](https://github.com/modelscope/FunASR/releases/tag/v1.3.18)
 - 2026/07/18: **v1.3.16 on PyPI** — client-driven realtime endpoints for Fun-ASR-Nano. Start one WebSocket session, stream PCM, and send `COMMIT` for each utterance without loading server-side VAD; short utterances finalize and timestamps remain monotonic across commits. Install with `pip install --upgrade funasr`, then run `funasr-realtime-server --endpoint-mode client`. [Guide →](examples/industrial_data_pretraining/fun_asr_nano/docs/realtime_demo.md)
 - 2026/07/18: **llama.cpp runtime v0.1.7** — prebuilt Windows CUDA package for SenseVoiceSmall (`funasr-llamacpp-windows-x64-cuda.zip`) plus Linux / macOS / Windows CPU packages. Download the GGUF model, then run `llama-funasr-sensevoice ... --backend cuda` on supported NVIDIA GPUs. [Release →](https://github.com/modelscope/FunASR/releases/tag/runtime-llamacpp-v0.1.7)

diff --git a/README_zh.md b/README_zh.md
@@ -132,7 +132,7 @@ Whisper 是单个模型，**FunASR 是一个工具箱**——按场景挑模型
 
 ## 最新动态
 
-- 2026/07/19：**v1.3.19 已发布到 PyPI** — 实时 WebSocket 长会话排障文档已随包发布。启动服务时加上 `--enable-spk --log-session-stats-interval 30`，如果仍遇到断连或内存增长，请在 issue 中附上输出的 `Session stats:` 日志。安装命令：`python -m pip install -U "funasr==1.3.19"`。[发布页 →](https://github.com/modelscope/FunASR/releases/tag/v1.3.19)
+- 2026/07/19：**v1.3.19 已发布到 PyPI** — 实时 WebSocket 长会话排障文档已随包发布。启动服务时加上 `--enable-spk --log-session-stats-interval 30`，如果仍遇到断连或内存增长，请在 issue 中附上输出的 `Session stats:` 日志。安装命令：`python -m pip install -U "funasr==1.3.19"`。[长会话诊断 →](docs/vllm_guide_zh.md#长会话诊断) · [发布页 →](https://github.com/modelscope/FunASR/releases/tag/v1.3.19)
 - 2026/07/19：**v1.3.18 已发布到 PyPI** — CLI 的 SRT/TSV 字幕输出现在会请求句级时间戳，并在需要时加载标点模型；`funasr audio.wav --output-format srt --output-dir ./subs` 会输出分句字幕，不再退化成一个全文字幕块。安装命令：`python -m pip install -U "funasr==1.3.18"`。[发布页 →](https://github.com/modelscope/FunASR/releases/tag/v1.3.18)
 - 2026/07/18：**v1.3.16 已发布到 PyPI** — Fun-ASR-Nano 实时服务新增客户端分句模式。一个 WebSocket 会话可连续发送 PCM，并用 `COMMIT` 提交每个句子；无需加载服务端 VAD，短句可正常结束，多轮时间戳保持递增。执行 `pip install --upgrade funasr` 后，可用 `funasr-realtime-server --endpoint-mode client` 启动。[使用文档 →](examples/industrial_data_pretraining/fun_asr_nano/docs/realtime_demo.md)
 - 2026/07/18：**llama.cpp runtime v0.1.7** — 新增 SenseVoiceSmall 的 Windows CUDA 预编译包 `funasr-llamacpp-windows-x64-cuda.zip`，并保留 Linux / macOS / Windows CPU 包。下载 GGUF 模型后，可在支持的 NVIDIA GPU 上运行 `llama-funasr-sensevoice ... --backend cuda`。[发布页 →](https://github.com/modelscope/FunASR/releases/tag/runtime-llamacpp-v0.1.7)

diff --git a/docs/repository_roles.md b/docs/repository_roles.md
@@ -75,7 +75,7 @@ The four repositories share models and tooling but their responsibility boundari
 
 ### Now
 
-- **Bounded realtime long-session state** — merged via [#3214](https://github.com/modelscope/FunASR/pull/3214), [#3101](https://github.com/modelscope/FunASR/issues/3101) closed; model-repo mirror fix [FunAudioLLM/Fun-ASR#135](https://github.com/FunAudioLLM/Fun-ASR/pull/135) also merged.
+- **Bounded realtime long-session state** — fixes merged via [#3214](https://github.com/modelscope/FunASR/pull/3214), diagnostics shipped in `funasr==1.3.19`, and the model-repo mirror fix [FunAudioLLM/Fun-ASR#135](https://github.com/FunAudioLLM/Fun-ASR/pull/135) also merged. [#3101](https://github.com/modelscope/FunASR/issues/3101) remains open while waiting for reporter retest logs.
 - **Fun-ASR-Nano native Transformers integration** — [huggingface/transformers#46180](https://github.com/huggingface/transformers/pull/46180); in review. See the linked PR for current CI and review status.
 - **Clarify repository roles and issue routing** — [#3203](https://github.com/modelscope/FunASR/issues/3203); this document.
 

diff --git a/docs/repository_roles_zh.md b/docs/repository_roles_zh.md
@@ -75,7 +75,7 @@
 
 ### 当前
 
-- **实时服务长会话有界状态** —— 已由 [#3214](https://github.com/modelscope/FunASR/pull/3214) 合并,[#3101](https://github.com/modelscope/FunASR/issues/3101) 已关闭;模型仓镜像修复 [FunAudioLLM/Fun-ASR#135](https://github.com/FunAudioLLM/Fun-ASR/pull/135) 亦已合并。
+- **实时服务长会话有界状态** —— 修复已由 [#3214](https://github.com/modelscope/FunASR/pull/3214) 合并，诊断能力已随 `funasr==1.3.19` 发布；模型仓镜像修复 [FunAudioLLM/Fun-ASR#135](https://github.com/FunAudioLLM/Fun-ASR/pull/135) 亦已合并。[#3101](https://github.com/modelscope/FunASR/issues/3101) 仍保持 open，等待 reporter 提供复测日志。
 - **Fun-ASR-Nano 的 Transformers 原生集成** —— [huggingface/transformers#46180](https://github.com/huggingface/transformers/pull/46180),正在审查中;当前 CI 与审查状态请以链接的 PR 为准。
 - **明确四仓职责与 issue 路由** —— [#3203](https://github.com/modelscope/FunASR/issues/3203);即本文档。