Model overview
This repository hosts the **lfm-2.5** models exported for the React Native ExecuTorch library as ExecuTorch `.pte` programs, ready to run on device. `2_6b/` contains the instruction-tuned LiquidAI/LFM2.5-2.6B checkpoint, exported for chat assistants with an 8,192-token context and 128-token prefill chunks. Its chat template strips thinking from every assistant message when rendering history, matching Qwen3 and keeping incremental KV-cache prompts monotonic. Generation still starts with ` `. `tokenizer_config.json` contains the corrected template. Both XNNPACK and MLX artifacts were executed on a physical Apple Silicon Mac, including generation and the maximum prefill chunk size. See `2_6b/validation.json` for smoke-test results and `2_6b/export_manifest.json` for checkpoint provenance and SHA-256 hashes. The MLX artifact requires the React Native ExecuTorch MLX runtime from the software-mansion-labs ExecuTorch fork. The embedding lookup uses a portable int4 kernel; the decoder runs in one MLX partition.
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。