Update README.md

README.md

@@ -21,38 +21,6 @@ It is converted into 8-bit GGUF format from original repository https://huggingf
 **Repository:** https://huggingface.co/defog/sqlcoder-7b-2
 
 ### Example usage
-** with Llamacpp**
+**With Llamacpp:**
 
-from langchain_community.llms.llamacpp import LlamaCpp
-from huggingface_hub import hf_hub_download
-
-YOUR MODEL DIRECTORY = 
-CONTEXT_LENGHT = 
-MAX_TOKENS = 
-BATCH_SIZE = 
-TEMPERATURE = 
-GPU_OFFLOAD = 
-
-def load_model(model_id, model_basename):
-    model_path = hf_hub_download(
-        repo_id=model_id,
-        filename=model_basename,
-        resume_download=True,
-        cache_dir="YOUR MODEL DIRECTORY",
-    )
-    kwargs = {
-        'model_path': model_path,
-        'n_ctx':CONTEXT_LENGHT,
-        'max_tokens':MAX_TOKENS,
-        'n_batch':BATCH_SIZE,
-        'n_gpu_layers':GPU_OFFLOAD,
-        'temperature':TEMPERATURE,
-        'verbose':True,
-    }
-    return LlamaCpp(**kwargs)
-
-llm = load_model(
-        model_id="whoami02/defog-sqlcoder-2-GGUF",
-        model_basename="sqlcoder-7b-2.q8_0.gguf",
-      )
-    
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/64e4b2a292418458795a5cb5/hX-xeG1VKwIbumDGNT05W.png)