---
license: other
license_name: lfm1.0
license_link: https://huggingface.co/LiquidAI/LFM2-1.2B/blob/main/LICENSE
metrics:
- magic judge
base_model:
- LiquidAI/LFM2-1.2B
tags:
- lmstudio
- madlabOSS
- magic judge
---

# LMS Guide 1.2b

## 🧠 Overview
The **LMS Guide 1.2b** is part of the **MadlabOSS LM Studio Guide** family — a lineup of small, efficient, and highly aligned assistant models trained specifically to provide deterministic, hallucination‑resistant guidance for LM Studio users.

This model is trained on a curated dataset of LM Studio–specific instructions, workflows, troubleshooting steps, and conceptual explanations.

---

## 🚀 Intended Use
This model is optimized for:

- LM Studio onboarding  
- workflow explanations  
- feature descriptions  
- troubleshooting guidance  
- plugin/server integration help  
- safe, deterministic assistant behavior  

It is **not** intended as a general‑purpose chatbot.

---

## 🧩 Model Details

**Base Model:** LFM2‑1.2B

**Parameter Count:** 1.2 Billion

**Training Type:** Supervised fine‑tuning 

**Sequence Length:** 1024 

**Precision:** FP16

**Framework:** PyTorch / Transformers  

---

## 📦 Training Data
The model was trained on:

- **~36,000 LM Studio–specific instruction/response pairs**  
- Clean, domain‑specific, ontology‑consistent data  
- Minor general‑purpose conversational data  
- No web‑scraped content 
- Full LM Studio Documentation 



---

## 🏋️ Training Procedure

### **Hyperparameters**
- Epochs: 6  
- Batch size: 24
- Learning rate: cosine schedule, peak ~4e‑5  
- Optimizer: AdamW  
- Gradient clipping: 1.0  
- Gradient accumulation: 1  

### **Hardware**
Training was performed on:

- RTX 6000 Blackwell (96GB) 
- Dual RTX 3090  (Magic Judge)
  

---

## 📊 Evaluation

### **Judge Score**
Semantic correctness, ontology adherence, and hallucination resistance.


### **Qualitative Behavior**
- Strong adherence to LM Studio terminology  
- Low hallucination rate  
- Deterministic, predictable responses  
- Not optimized for open‑domain reasoning  

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## 🔒 Safety
This model is trained exclusively on LM Studio–specific content.  
It avoids hallucinating non‑existent LM Studio features and adheres to a strict ontology.

It is **not** designed for:

- political content  
- medical advice  
- legal advice  
- general‑purpose conversation  

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## ⚠️ Limitations
- Not a general assistant  
- Not trained for coding, math, or open‑domain reasoning  
- May refuse tasks outside LM Studio scope   

---