Update README.md

README.md

@@ -4,16 +4,53 @@ tags:
 - merge
 - mergekit
 - lazymergekit
+- vllm
+- bfloat16
+- llama
+language:
+- en
+base_model:
+- DreadPoor/Aspire-8B-model_stock
+- DreadPoor/Heart_Stolen-8B-Model_Stock
+- Khetterman/CursedMatrix-8B-v9
+pipeline_tag: text-generation
+library_name: transformers
 ---
 
 # ZeroXClem/L3.1-Aspire-Heart-Matrix-8B
 
-ZeroXClem/L3.1-Aspire-Heart-Matrix-8B is a merge of the following models using [mergekit](https://github.com/cg123/mergekit):
+**ZeroXClem/L3.1-Aspire-Heart-Matrix-8B** is an experimental language model crafted by merging three high-quality 8B parameter models using the **Model Stock Merge** method. This synthesis leverages the unique strengths of Aspire, Heart Stolen, and CursedMatrix, creating a highly versatile and robust language model for a wide array of tasks.
 
-## 🧩 Configuration
+
+## 🌟 Model Details
+
+- **Name:** `ZeroXClem/L3.1-Aspire-Heart-Matrix-8B`
+- **Base Model:** `Khetterman/CursedMatrix-8B-v9`
+- **Merge Method:** `Model Stock`
+- **Parameter Count:** `8 billion`
+- **Precision:** `bfloat16`
+
+---
+
+## 📋 Models Used in the Merge
+
+1. **[Aspire](https://huggingface.co/DreadPoor/Aspire-8B-model_stock)**  
+   *Creator: DreadPoor*  
+   Known for exceptional performance across diverse tasks and benchmarks.
+
+2. **[Heart Stolen](https://huggingface.co/DreadPoor/Heart_Stolen-8B-Model_Stock)**  
+   *Creator: DreadPoor*  
+   Renowned for its creative and empathetic prowess.
+
+3. **[CursedMatrix](https://huggingface.co/Khetterman/CursedMatrix-8B-v9)**  
+   *Creator: Khetterman*  
+   Famous for its depth and complexity, particularly in creative writing and roleplay.
+
+---
+
+## ⚙️ Merge Configuration
 
 ```yaml
-# Merge configuration for ZeroXClem/L3.1-Aspire-Heart-Matrix-8B using Model Stock
 models:
   - model: DreadPoor/Aspire-8B-model_stock
   - model: DreadPoor/Heart_Stolen-8B-Model_Stock
@@ -23,6 +60,87 @@ base_model: Khetterman/CursedMatrix-8B-v9
 normalize: false
 int8_mask: true
 dtype: bfloat16
+```
+
+---
+
+## 🌌 Model Capabilities
+
+This powerful merger unites the best features of its components:  
+
+- **Aspire**: Outstanding performance across general tasks and benchmarks.  
+- **Heart Stolen**: Creativity and empathy at its core.  
+- **CursedMatrix**: Mastery of complex and dynamic text generation.  
+
+The resulting model excels in:
+
+- 🌟 **General Question Answering**  
+- 📝 **Creative Writing**  
+- ✂️ **Summarizing Long-Form Content**  
+- 🎭 **Roleplay Scenarios**  
+- ✅ **Task Completion and Problem-Solving**
+
+---
+
+## 🛠️ Usage
+
+This model is compatible with popular inference frameworks, including:
+
+- [vLLM](https://github.com/vllm-project/vllm)  
+- [LMStudio](https://lmstudio.ai/)  
+- Hugging Face Transformers and other major libraries.  
+
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM
+
+model_name = "ZeroXClem/Qwen2.5-7B-Qandora-CySec"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(model_name)
+
+input_text = "What are the fundamentals of python programming?"
+input_ids = tokenizer.encode(input_text, return_tensors="pt")
+output = model.generate(input_ids, max_length=100)
+response = tokenizer.decode(output[0], skip_special_tokens=True)
+print(response)
+```
+
+Whether you're fine-tuning for specific tasks or using it out of the box, this model is a good base for your applications. 
+
+*Please give us any feedback if issues arise during inference via the discussions tab.* 
+
+---
+
+## ⚖️ Ethical Considerations
+
+Given its uncensored origins and the potential for emergent behaviors, users should exercise caution. Be mindful of:
+
+- Potential biases in outputs.  
+- Unexpected or unpredictable behavior in uncensored settings.  
+
+**Best Practices:** Implement robust content filtering and ensure responsible deployment in production environments.
+
+---
+
+## 🙏 Acknowledgements
+
+A heartfelt thank-you to the creators of the original models:
+
+- **DreadPoor** for [Aspire](https://huggingface.co/DreadPoor/Aspire-8B-model_stock) and [Heart Stolen](https://huggingface.co/DreadPoor/Heart_Stolen-8B-Model_Stock).  
+- **Khetterman** for [CursedMatrix](https://huggingface.co/Khetterman/CursedMatrix-8B-v9).  
+
+Your brilliant contributions made this merge a reality.
+
+---
+
+## 📜 License
+
+This model inherits the licensing terms of its base components. Please refer to the licenses of:
+
+- [Aspire](https://huggingface.co/DreadPoor/Aspire-8B-model_stock)  
+- [Heart Stolen](https://huggingface.co/DreadPoor/Heart_Stolen-8B-Model_Stock)  
+- [CursedMatrix](https://huggingface.co/Khetterman/CursedMatrix-8B-v9)  
 
+Ensure compliance with all licensing requirements when using this model.
 
-```
+---