Adapter Autotrain Conversational Endpoints compatible Finetuned Gguf Lora Peft Region:us Sharded Tensorflow
Model Card on HF 🤗: https://huggingface.co/shafire/SpectraMind
SpectraMind Benchmarks
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
What is the LLM Explorer Rank (Score)
SpectraMind Parameters and Internals
| LLM Name | SpectraMind |
| Repository 🤗 | https://huggingface.co/shafire/SpectraMind |
| Base Model(s) | |
| Model Size | 8b |
| Required VRAM | 16.1 GB |
| Updated | 2025-02-10 |
| Maintainer | shafire |
| Model Files | |
| Model Architecture | Adapter |
| License | other |
| Model Max Length | 2048 |
| Is Biased | none |
| Tokenizer Class | PreTrainedTokenizerFast |
| Padding Token | <|end_of_text|> |
| PEFT Type | LORA |
| LoRA Model | Yes |
| PEFT Target Modules | up_proj|down_proj|o_proj|q_proj|v_proj|gate_proj|k_proj |
| LoRA Alpha | 32 |
| LoRA Dropout | 0.05 |
| R Param | 16 |
Best Alternatives to SpectraMind
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| Francois KTO Lora | 0K / 0 GB | 20 | 0 |
| Francois KTO Lora | 0K / 0 GB | 11 | 0 |
| Phi 3 Mini 4K Instruct Sa V0.1 | 0K / 0 GB | 5 | 0 |
| Rei V2 Kto | 0K / 0 GB | 13 | 0 |
| ...caaaf043da230d9a30d8e0ddcbe879 | 0K / 0.4 GB | 11 | 0 |
| ...357cade9cc1096cecc35c34dba8992 | 0K / 1.3 GB | 10 | 0 |
| Rei V2 Kto | 0K / 0 GB | 7 | 0 |
| Reflection Model | 0K / 0.2 GB | 0 | 1 |
| ...is Violet Toxic GRPO V0.4 Lora | 0K / 0.5 GB | 5 | 0 |
| Samantha Omni Humanlike Lora | 0K / 0 GB | 9 | 3 |
Note: green Score (e.g. "73.2") means that the model is better than shafire/SpectraMind .
Rank the SpectraMind Capabilities
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227