Deployment center

Choose a runtime from product constraints

Every path records fit, verified versions, startup commands, production responsibilities, and known limitations.

Paths
7
Languages
2
Verified
2026-07-26
Community verified 2026-07-26

vLLM GPU throughput

Run Fun-ASR-Nano on NVIDIA GPUs for file batches or an OpenAI-compatible transcription endpoint.

Hardware
nvidia-gpu / kubernetes
Models
Fun-ASR-Nano-2512
Limitation

Throughput and memory depend on segmentation, batch size, concurrency, GPU, and vLLM version; retest with target traffic.

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Production verified 2026-07-26

llama.cpp / GGUF standalone

Use cross-platform release packages or source builds to run FunASR GGUF models on CPUs, desktop GPUs, and edge devices.

Hardware
cpu / desktop-edge-gpu
Models
SenseVoiceSmall-GGUF / Paraformer-GGUF
Limitation

Prebuilt GPU packages cover only the documented backend and architecture; other devices require a source build and hardware validation.

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Production verified 2026-07-26

OpenAI-compatible private API

Serve FunASR models through `/v1/audio/transcriptions` for existing SDKs, agents, and workflows.

Hardware
cpu / nvidia-gpu / kubernetes
Models
sensevoice / paraformer
Limitation

The example server does not include production authentication, tenant quotas, or full observability; provide them at the gateway and infrastructure layers.

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Community verified 2026-07-26

Realtime streaming and captions

Use online or two-pass WebSocket protocols for microphones, meeting captions, and continuous speech streams.

Hardware
cpu / nvidia-gpu / kubernetes
Models
Paraformer-online / FSMN-VAD
Limitation

Capacity depends on realtime ratio, chunks, VAD, connection count, and client backpressure; file RTFx does not replace concurrency tests.

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Community verified 2026-07-26

Containers and Kubernetes

Validate with Docker Compose, then deploy with the Kubernetes template, persistent model cache, probes, and private ClusterIP.

Hardware
kubernetes / cpu / nvidia-gpu
Models
sensevoice / paraformer
Limitation

The CPU example is not a CUDA production image; GPU drivers, image, scheduling, and capacity still require platform validation.

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Community verified 2026-07-26

ONNX / C++ CPU runtime

Deploy offline, online, and two-pass ASR on general CPUs with ONNX Runtime and C++ paths.

Hardware
cpu
Models
Paraformer / Paraformer-online
Limitation

Model conversion, operator support, and thread settings vary by platform; measure capacity on the target CPU with real audio.

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Production verified 2026-07-26

Production rollout checklist

Move from a runnable model to an observable, scalable, reversible production service with explicit boundaries.

Hardware
cpu / nvidia-gpu / desktop-edge-gpu / kubernetes
Models
All supported deployment models
Limitation

A checklist does not replace workload, accuracy, failure, and security exercises for the target product.

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