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Update app.py
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app.py
CHANGED
@@ -1,5 +1,4 @@
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import os
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import uuid
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from langchain_huggingface import HuggingFaceEndpoint
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from langchain_core.messages import HumanMessage, SystemMessage
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from langchain_core.messages import AIMessage
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@@ -9,12 +8,13 @@ from langchain_core.runnables.history import RunnableWithMessageHistory
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from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
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import gradio as gr
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# Set your API keys from environment variables
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langchain_key = os.getenv("LANGCHAIN_API_KEY")
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HF_key = os.getenv("HUGGINGFACEHUB_TOKEN")
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LANGCHAIN_TRACING_V2
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LANGCHAIN_ENDPOINT
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LANGCHAIN_PROJECT
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os.environ["LANGCHAIN_TRACING_V2"] = str(LANGCHAIN_TRACING_V2)
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os.environ["LANGCHAIN_API_KEY"] = langchain_key
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@@ -28,7 +28,7 @@ llm = HuggingFaceEndpoint(
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task="text-generation",
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max_new_tokens=150,
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do_sample=False,
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token=HF_key
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)
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# Create a Chat Prompt Template
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@@ -56,33 +56,17 @@ with_message_history = RunnableWithMessageHistory(chain, get_session_history)
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def chat(session_id, user_input):
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config = {"configurable": {"session_id": session_id}}
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human_message = HumanMessage(content=user_input)
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response = with_message_history.invoke({"messages": [human_message]}, config=config)
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except Exception as e:
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response = AIMessage(content=f"An error occurred: {str(e)}")
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return response
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# Gradio session function
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def get_session_id(request: gr.Request):
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session_id = request.cookies.get("session_id")
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if not session_id:
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session_id = str(uuid.uuid4())
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response = gr.Response().cookies.set("session_id", session_id)
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else:
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response = gr.Response()
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return session_id, response
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# Gradio interface
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iface = gr.Interface(
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fn=chat,
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inputs=[gr.Textbox(lines=1, placeholder="Enter your message")],
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outputs="text",
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title="LangChain Chatbot",
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description="A chatbot that remembers your past interactions. Enter your message."
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)
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# Add session management
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iface = iface.wrap_inputs(get_session_id, gr.Textbox)
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# Launch the app
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iface.launch()
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import os
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from langchain_huggingface import HuggingFaceEndpoint
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from langchain_core.messages import HumanMessage, SystemMessage
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from langchain_core.messages import AIMessage
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from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
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import gradio as gr
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# Set your API keys from environment variables
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langchain_key = os.getenv("LANGCHAIN_API_KEY")
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HF_key = os.getenv("HUGGINGFACEHUB_TOKEN")
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LANGCHAIN_TRACING_V2=True
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LANGCHAIN_ENDPOINT="https://api.smith.langchain.com"
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LANGCHAIN_PROJECT="LLM_CHATBOT"
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os.environ["LANGCHAIN_TRACING_V2"] = str(LANGCHAIN_TRACING_V2)
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os.environ["LANGCHAIN_API_KEY"] = langchain_key
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task="text-generation",
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max_new_tokens=150,
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do_sample=False,
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token =HF_key
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)
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# Create a Chat Prompt Template
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def chat(session_id, user_input):
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config = {"configurable": {"session_id": session_id}}
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human_message = HumanMessage(content=user_input)
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response = with_message_history.invoke({"messages": [human_message]}, config=config)
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return response
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# Gradio interface
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iface = gr.Interface(
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fn=chat,
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inputs=[gr.Textbox(lines=1, placeholder="Enter Session ID"), gr.Textbox(lines=7, placeholder="Enter your message")],
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outputs="text",
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title="LangChain Chatbot",
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description="A chatbot that remembers your past interactions. Enter your session ID and message."
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)
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# Launch the app
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iface.launch()
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