Model overview
Each `.gguf` here is a self-contained, metadata-driven model produced by voice-detect.cpp, a standalone C++/ggml engine for speaker recognition and voice analysis. No Python, PyTorch, or ONNX runtime is needed at inference time: the GGUF carries the weights verbatim plus the forward-graph topology in its KV metadata, and the C++ engine replays it. One Kaldi-compatible 80-dim FBank front end feeds every speaker encoder; only the encoder graph changes between models. These models carry **different licenses** depending on their source weights. The four speaker encoders are commercial-friendly; the two wav2vec2 analysis heads are **non-commercial, research-only**. Pick what matches your use case. > The two **wav2vec2 analysis heads** (emotion, age/gender) are redistributed under > their upstream **CC-BY-NC-SA-4.0** terms and are for **research / non-commercial use > only**. The four speaker encoders (ECAPA-TDNN, WeSpeaker, ERes2Net, CAM++) are > commercial-friendly.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：other。模型介绍与第三方评测均以原来源的具体版本和方法为准。