Model overview
Core ML conversions of **hexgrad/Kokoro-82M** (English and Japanese) and **hexgrad/Kokoro-82M-v1.1-zh** (Mandarin). The original Kokoro models and pretrained weights are by hexgrad; this repository provides Apple Core ML conversions and runtime optimizations. See FluidAudio for inference. Available for English, Japanese and Mandarin, with fixed Albert/decoder buckets, native source DSP and a GPU generator adapted from Matt Mireles's conversion. Existing model paths and defaults remain available. Use `KokoroAneManager(version: .v3)` for English, `KokoroAneManager(variant: .japanese, version: .v3)` for Japanese, or `KokoroAneManager(variant: .mandarin, version: .v3)` for Mandarin. All three accept native text and variant voices. Existing callers retain `.legacy`. See SDK usage, voices and platform limits. Requires macOS 15 / iOS 18; physical iOS inference remains unvalidated.
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：apache-2.0。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。