Model overview
This model uses a single `model.safetensors` file containing all weights. The checkpoint structure is identical to the original model, with the standard Llama architecture tensors: - `model.embed_tokens.weight` - `model.layers.*.self_attn.{q,k,v,o}_proj.weight` - `model.layers.*.mlp.{gate,up,down}_proj.weight` - `model.layers.*.{input,post_attention}_layernorm.weight` - `model.norm.weight` 1. Inspected the original model configuration to identify key parameters 2. Created a tiny version by reducing `num_hidden_layers` from 16 to 4 3. Fine-tuned the model on a toy dataset (famous copypastas) to validate learning capability 4. Achieved target perplexity of ~1.02 on the validation text 5. Validated checkpoint structure matches the original model format 6. Confirmed successful loading and inference
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:mit。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。