# -*- coding: utf-8 -*-
"""SimpleChatBot_OpenSourceModel_WithUI.ipynb

Automatically generated by Colaboratory.

Original file is located at
    https://colab.research.google.com/drive/1q7EXhcR6gncrcwySFbN7u9fOIwTc4LtD

##*** Note : *** You will be NOT be charged for this exercise. Everything is OpenSource![OpenAI_Playground.JPG](data:image/jpeg;base64,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)

### This notebook presents how to make a simple conversational chatbot using Open Source language model that we will download from hugging-face hub

### Fix the UTF-8 encoding
"""

import locale
locale.getpreferredencoding = lambda: "UTF-8"

"""### Install the python packages. They are need to execute necessary to make the program work"""

pip install -qq -U langchain transformers sentence-transformers bitsandbytes accelerate

!pip install --upgrade fastapi typing-extensions
!pip install --upgrade gradio

"""### Import the necessary libraries"""

from langchain.llms.huggingface_pipeline import HuggingFacePipeline
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer
from transformers import BitsAndBytesConfig
from langchain.chains import LLMChain
from langchain.prompts import PromptTemplate
from langchain.embeddings import (OpenAIEmbeddings, HuggingFaceEmbeddings)
from langchain.schema import StrOutputParser
from langchain.schema.runnable import RunnablePassthrough
from langchain.text_splitter import RecursiveCharacterTextSplitter
from langchain.vectorstores import Chroma
from langchain.document_loaders import PyPDFLoader
from langchain.callbacks.manager import CallbackManager
from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler

"""### Select and download the model from Hugging face

#### Hugging face hub contains a lot of pre-trained AI models related to computer vision, NLP, etc. For our task, we would need to use a text-generation model. Follow the steps below to choose and download a model

1. Go to this link -> https://huggingface.co/models?pipeline_tag=text-generation&sort=trending

2. For this example, we will be using the Mitsral 7B Instruct v0.2 [https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2]
"""

torch.set_default_device("cuda")

model_id = "mistralai/Mistral-7B-Instruct-v0.2"
model = AutoModelForCausalLM.from_pretrained(model_id,
                                             device_map='auto',
                                             torch_dtype="auto",
                                             load_in_4bit=True,
                                             trust_remote_code=True,
                                             low_cpu_mem_usage=True)
tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True)

"""### Setup a text generation pipeline

"""

from transformers import pipeline

pipe = pipeline(
    task = "text-generation",
    model = model,
    tokenizer = tokenizer,
    pad_token_id = tokenizer.eos_token_id,
    temperature = 0.3,
    top_k = 50,
    top_p = 0.95,
    max_new_tokens=3072,
    repetition_penalty = 1.2
)

"""### Create an llm object"""

llm = HuggingFacePipeline(pipeline = pipe)

"""### Create a simple prompt tempelate using Langchain framework"""

template = """
"<s>[INST] You are a question and answering bot
    You always respond with a funny twist, and keep your
    answers short. Now answer this Question : {question}.
    To keep you more stateful, you also get help with previous
    chat history : {chat_history}[/INST]
"""
prompt = PromptTemplate(template=template, input_variables=["question", "chat_history"])

"""### Create an llm chain"""

llm_chain = LLMChain(prompt=prompt, llm=llm)

"""### Try invoking the LLM, with a simple chain"""

def ask_me_chat_completions(query, chat_history, llm_chain):
    response = llm_chain.run({"question":query,"chat_history":chat_history})
    return response

"""### Create a UI for more interactive conversation!

#### **Excercise **
1. Can you make the UI look better ?
2. Can you include more customizations (for example, setting up something like OpenAI playground ? Check out this link for how it looks like -> https://platform.openai.com/playground?mode=chat)
3. Host your application by creating space on HuggingFaceHub






"""

import gradio as gr

# Initialize chat history
chat_history = []

def chat_interface(query):
    global chat_history
    if query:  # Ensure the query is not empty
        response = ask_me_chat_completions(query, chat_history, llm_chain)
        formatted_response = f"Q: {query}\nA: {response}"  # Format the response
        chat_history.append(formatted_response)  # Append the formatted response to the history
        return formatted_response  # Return only the latest Q&A for display
    return ""  # Return an empty string if the query is empty

# Create the Gradio interface
with gr.Blocks() as demo:
    with gr.Tab("Chat"):
        query_input = gr.Textbox(label="Ask your questions here", placeholder="Type your question and press submit...")
        submit_button = gr.Button("Submit")
        response_output = gr.Textbox(label="Response", interactive=False, lines=6, value="", placeholder="Your answer will appear here...")

    submit_button.click(chat_interface, inputs=query_input, outputs=response_output)

# Launch the Gradio app
demo.launch()