Add comprehensive model card with product details and usage examples

README.md

@@ -1,22 +1,142 @@
 ---
 base_model: unsloth/llama-3-8b-Instruct-bnb-4bit
 tags:
-- text-generation-inference
-- transformers
+- text-generation
 - unsloth
 - llama
-- trl
-license: apache-2.0
+- customer-support
+- audio-equipment
+- technical-support
+- ideon-audio
 language:
 - en
+license: apache-2.0
+datasets:
+- custom
+metrics:
+- loss
+library_name: unsloth
+pipeline_tag: text-generation
 ---
 
-# Uploaded  model
+# Ideon Audio Technical Support Model
+
+This model is a fine-tuned version of **Llama-3-8B-Instruct** specifically trained to provide expert technical support for **Ideon Audio** high-end audio equipment. The model has been trained on comprehensive product documentation and support conversations to assist customers with technical questions, troubleshooting, and product information.
+
+## Model Details
+
+- **Base Model**: Meta-Llama-3-8B-Instruct
+- **Fine-tuning Method**: LoRA (Low-Rank Adaptation) with Unsloth
+- **Training Data**: Custom expert conversations covering Ideon Audio products
+- **Final Training Loss**: 3.2
+- **Specialized Domain**: High-end audio equipment technical support
+
+## Supported Products
+
+This model provides expert knowledge for the complete Ideon Audio product line, including:
+
+- **DACs**: Absolute ε (Epsilon), ΙΩΝ DAC, eos DAC, Ayazi DAC mk2
+- **Streamers**: Absolute Stream, EOS Stream  
+- **USB Re-clockers**: Absolute Time, eos time, 3R Master Time, 3R USB Renaissance
+- **Network Optimizers**: Alpha Wave LAN optimizer, Sigma Wave USB isolator
+
+## Capabilities
+
+The model excels at:
+
+✅ **Product Information**: Detailed specifications, features, and capabilities  
+✅ **Setup & Installation**: Connection procedures, configuration settings  
+✅ **Troubleshooting**: Diagnosing and resolving technical issues  
+✅ **Warranty Support**: Coverage details, registration, and service procedures  
+✅ **Technical Specifications**: Performance metrics, compatibility information  
+✅ **Operational Guidance**: User interface navigation, settings optimization  
+
+## Usage
+
+```python
+from unsloth import FastLanguageModel
+import torch
+
+# Load the model
+model, tokenizer = FastLanguageModel.from_pretrained(
+    model_name="ainovatronsec/ideonaudio-products-model-16bit",
+    max_seq_length=2048,
+    dtype=None,
+    load_in_4bit=True,
+)
+
+# Enable fast inference
+FastLanguageModel.for_inference(model)
+
+# Function to get support answers
+def get_ideon_support(question):
+    messages = [{"role": "user", "content": question}]
+    
+    inputs = tokenizer.apply_chat_template(
+        messages,
+        tokenize=True,
+        add_generation_prompt=True,
+        return_tensors="pt"
+    ).to("cuda")
+    
+    outputs = model.generate(
+        input_ids=inputs,
+        max_new_tokens=256,
+        temperature=0.7,
+        top_p=0.9,
+        do_sample=True,
+        use_cache=True
+    )
+    
+    response = tokenizer.decode(outputs[0][inputs.shape[-1]:], skip_special_tokens=True)
+    return response
 
-- **Developed by:** ainovatronsec
-- **License:** apache-2.0
-- **Finetuned from model :** unsloth/llama-3-8b-Instruct-bnb-4bit
+# Example usage
+question = "What is the recommended burn-in period for the Absolute ε DAC?"
+answer = get_ideon_support(question)
+print(f"Q: {question}")
+print(f"A: {answer}")
+```
 
-This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+## Example Conversations
+
+**Q**: "How do I connect the Absolute DAC to my audio system?"  
+**A**: The model provides detailed connection instructions including digital input options (USB, COAX, BNC), analog output connections (XLR balanced, RCA single-ended), and proper setup procedures.
+
+**Q**: "My DAC won't lock onto the digital signal. What should I do?"  
+**A**: The model offers comprehensive troubleshooting steps including Lock Speed adjustments, cable verification, and format compatibility checks.
+
+**Q**: "What's covered under the Ideon Audio warranty?"  
+**A**: The model explains the 2-year standard warranty, free 7-year extension through registration, and optional lifetime warranty options.
+
+## Training Details
+
+- **Training Framework**: Unsloth for optimized LoRA fine-tuning
+- **Quantization**: 4-bit quantization for memory efficiency  
+- **LoRA Configuration**: r=16, alpha=16, targeting attention and MLP layers
+- **Training Steps**: 60 steps with linear learning rate scheduling
+- **Batch Size**: 2 per device with 4 gradient accumulation steps
+- **Learning Rate**: 2e-4 with AdamW 8-bit optimizer
+
+## Limitations
+
+- Specialized for Ideon Audio products only
+- Training data current as of the model's training date
+- May not cover the very latest product updates or firmware changes
+- Designed for technical support, not sales or marketing content
+
+## Ethical Considerations
+
+This model is designed specifically for customer support and technical assistance. It should be used responsibly to help customers with legitimate technical questions and product support needs.
+
+## License
+
+This model is released under the Apache 2.0 license, following the base model's licensing terms.
+
+## Model Card Contact
+
+For questions about this model, please contact the model creator or refer to Ideon Audio's official support channels.
+
+---
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+*Trained with ❤️ using [Unsloth](https://github.com/unslothai/unsloth) for efficient fine-tuning*