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@@ -15,7 +15,7 @@ pipeline_tag: text-generation
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  ## 🎯 Model Overview
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- This is a **specialized language model** fine-tuned from lakhera2023/Qwen-model specifically for **DevOps tasks and operations only**.
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  ## ⚠️ Important Notice
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@@ -44,26 +44,7 @@ The model specializes in:
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  ### Basic Usage
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- ```python
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- from transformers import AutoTokenizer, AutoModelForCausalLM
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-
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- # Load your complete DevOps model directly
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- model = AutoModelForCausalLM.from_pretrained("lakhera2023/devops-slm-v1")
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- tokenizer = AutoTokenizer.from_pretrained("lakhera2023/devops-slm-v1")
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-
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- # Generate response (model has built-in DevOps filtering)
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- def generate_devops_response(prompt):
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- inputs = tokenizer(prompt, return_tensors="pt")
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- outputs = model.generate(**inputs, max_new_tokens=200, temperature=0.7)
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- return tokenizer.decode(outputs[0], skip_special_tokens=True)
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-
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- # Example usage
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- response = generate_devops_response("How do I create a Kubernetes deployment?")
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- print(response)
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-
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- # Note: The model automatically filters non-DevOps questions
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- # and redirects them back to DevOps topics
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- ```
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  ### Example Queries
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  - **Base Model**: lakhera2023/Qwen-model
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  - **Architecture**: Transformer-based with LoRA fine-tuning
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- - **Training**: 30,000+ DevOps-specific examples
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  - **Specialization**: Fine-tuned for DevOps tasks only
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  ## 📊 Performance
 
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  ## 🎯 Model Overview
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+ This is a **specialized language model** specifically for **DevOps tasks and operations only**.
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  ## ⚠️ Important Notice
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  ### Basic Usage
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+ https://colab.research.google.com/drive/1UgTUI6AeVnSlknHoF3cEDhWLHYirghju?usp=sharing
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Example Queries
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  - **Base Model**: lakhera2023/Qwen-model
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  - **Architecture**: Transformer-based with LoRA fine-tuning
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+ - **Training**: DevOps-specific examples
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  - **Specialization**: Fine-tuned for DevOps tasks only
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  ## 📊 Performance