Update README.md

README.md

@@ -36,6 +36,44 @@ tags:
 - Model creator: [Mistral AI_](https://huggingface.co/mistralai)
 - Original model: [Mistral 7B Instruct v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)
 
+## Use this code
+
+```py
+# pip install ctransformers langchain langchain-community
+
+import os
+import torch
+import warnings
+warnings.filterwarnings("ignore")
+
+from langchain.llms import CTransformers
+from langchain.chains import LLMChain
+from langchain.prompts import PromptTemplate
+from langchain.callbacks.base import BaseCallbackHandler
+from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
+
+config = {'max_new_tokens': 600,
+          'repetition_penalty': 1.1,
+          'context_length': 9000}
+
+model_path = "vicky4s4s/Mistral-7B-Instruct-v0.2-GGUF" # git clone url link
+llm = CTransformers(
+    model=model_path,
+    config=config,
+    model_type='llama',
+    lib='avx',
+    callbacks=[StreamingStdOutCallbackHandler()]
+)
+template = """
+You are an intelligent chatbot. Help the following question with brilliant answers.
+Question: {question}
+Answer:"""
+prompt = PromptTemplate(template=template, input_variables=["question"])
+llm_chain = LLMChain(prompt=prompt, llm=llm)
+response = llm_chain.run("what is python")
+output = {"output_response": response}
+print(output)
+
 <!-- description start -->
 ## Description