FunASR 1.4.4
FunASR 1.4.4
Install or upgrade:
python -m pip install -U "funasr==1.4.4"Realtime WebSocket concurrency
- Removes the process-wide lock that serialized realtime sessions.
- Batches compatible vLLM decode requests across sessions while preserving request-local outputs.
- Isolates per-session VAD state while sharing encoder weights.
- Recovers individual requests after batch failures and keeps the worker alive.
On one H100 with 12 concurrent clients, aggregate throughput improved from 8.431x to 11.566x realtime and STOP p95 fell from 19,832.9 ms to 414.4 ms. At 16 clients, throughput improved from 8.555x to 13.173x realtime.
Compatibility and artifacts
- Keeps compatibility with PyTorch versions without
torch.amp. - Runtime bindings surface real exceptions instead of silently masking failures.
- The Python wheel, source distribution, prebuilt llama.cpp/GGUF runtimes, and SHA-256 manifest are attached below.
Runtime downloads
This Python release pairs with the current prebuilt llama.cpp / GGUF runtime release: runtime-llamacpp-v0.2.0.
The same verified runtime assets are attached directly to this Python release so users can find the package and self-contained llama-funasr-* binaries in one place.
| Platform | Asset | SHA-256 |
|---|---|---|
| Linux arm64 | funasr-llamacpp-linux-arm64.tar.gz | c78987b2384c6aef339aea1bcd0e130070455d6394fa7ab7ca26840ead10d5da |
| Linux x64 AVX2 | funasr-llamacpp-linux-x64-avx2.tar.gz | 02e10e9a46ea76a040c45d431efe51a3324e64f08c24d38e18c8a4d2781490cd |
| Linux x64 Vulkan | funasr-llamacpp-linux-x64-vulkan.tar.gz | caf71b8c0b4c3249cebc4175e5406d3c588eb9e8966a00d571d4cc5070405385 |
| Linux x64 portable | funasr-llamacpp-linux-x64.tar.gz | 15e6407143b4fb91d90bb37f2a41c64c4d48ea0fbe6404b88a9b70269c84f240 |
| macOS arm64 | funasr-llamacpp-macos-arm64.tar.gz | 416cbb289e31cb7575365d382155074e922fd061807a37b9ca0247dabd9bc6f9 |
| Windows x64 AVX2 | funasr-llamacpp-windows-x64-avx2.zip | 4db0f11f603c324a63545cd7009cdd45bb45576efe282cec22796b5fd42d8ea1 |
| Windows x64 CUDA | funasr-llamacpp-windows-x64-cuda.zip | 7f2f9ef4d7e0291b284a295ec74bbeca9ea635a7f5f42d0ad06eb780c0d6efc1 |
| Windows x64 Vulkan | funasr-llamacpp-windows-x64-vulkan.zip | 90b45240c6ccc9177c25490a11848de60a406e129391c8736b14521c0c28cdcb |
| Windows x64 portable | funasr-llamacpp-windows-x64.zip | 297c962346d7e30d7a7c2c860dfaab3ff07d01fddf15e6fc5212ca9545441a51 |
Quick start: download one asset, unpack it, then run the bundled download-funasr-model.sh <sensevoice|paraformer|nano> helper and one of llama-funasr-cli, llama-funasr-sensevoice, or llama-funasr-paraformer.
For Python users, install from PyPI:
python -m pip install -U "funasr==1.4.4"