MilanM commited on
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Create app_chat.py

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  1. app_chat.py +154 -0
app_chat.py ADDED
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+ import streamlit as st
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+ from io import BytesIO
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+ import ibm_watsonx_ai
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+ import secretsload
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+ import genparam
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+ import requests
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+ import time
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+ import re
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+ from ibm_watsonx_ai.foundation_models import ModelInference
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+ from ibm_watsonx_ai import Credentials, APIClient
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+ from ibm_watsonx_ai.metanames import GenTextParamsMetaNames as GenParams
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+ from ibm_watsonx_ai.metanames import GenTextReturnOptMetaNames as RetParams
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+ from secretsload import load_stsecrets
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+
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+ credentials = load_stsecrets()
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+
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+ st.set_page_config(
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+ page_title="Jimmy",
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+ page_icon="πŸ˜’",
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+ initial_sidebar_state="collapsed"
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+ )
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+
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+ # Password protection
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+ def check_password():
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+ def password_entered():
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+ if st.session_state["password"] == st.secrets["app_password"]:
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+ st.session_state["password_correct"] = True
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+ del st.session_state["password"]
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+ else:
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+ st.session_state["password_correct"] = False
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+
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+ if "password_correct" not in st.session_state:
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+ st.markdown("\n\n")
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+ st.text_input("Enter the password", type="password", on_change=password_entered, key="password")
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+ st.divider()
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+ st.info("Developed by Milan Mrdenovic Β© IBM Norway 2025")
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+ return False
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+ elif not st.session_state["password_correct"]:
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+ st.markdown("\n\n")
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+ st.text_input("Enter the password", type="password", on_change=password_entered, key="password")
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+ st.divider()
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+ st.info("Developed by Milan Mrdenovic Β© IBM Norway 2025")
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+ st.error("πŸ˜• Password incorrect")
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+ return False
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+ else:
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+ return True
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+
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+ if not check_password():
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+ st.stop()
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+
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+
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+ # Initialize session state
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+ if 'current_page' not in st.session_state:
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+ st.session_state.current_page = 0
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+
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+ def initialize_session_state():
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+ if 'chat_history' not in st.session_state:
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+ st.session_state.chat_history = []
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+
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+ def setup_client():
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+ credentials = Credentials(
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+ url=st.secrets["url"],
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+ api_key=st.secrets["api_key"]
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+ )
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+ return APIClient(credentials, project_id=st.secrets["project_id"])
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+
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+ def prepare_prompt(prompt, chat_history):
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+ if genparam.TYPE == "chat" and chat_history:
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+ chats = "\n".join([f"{message['role']}: \"{message['content']}\"" for message in chat_history])
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+ return f"Conversation History:\n{chats}\n\nNew Message: {prompt}"
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+ return prompt
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+
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+ def apply_prompt_syntax(prompt, system_prompt, prompt_template, bake_in_prompt_syntax):
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+ model_family_syntax = {
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+ ### Llama Models
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+ "llama3_instruct - system": """<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n\n{system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|>\n\n{prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n""",
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+ "llama3_instruct - user": """<|begin_of_text|><|start_header_id|>user<|end_header_id|>\n\n{prompt}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n""",
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+ ### Granite Models
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+ "granite_3 - system": """<|start_of_role|>system<|end_of_role|>{system_prompt}<|end_of_text|>\n<|start_of_role|>user<|end_of_role|>{prompt}<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>""",
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+ "granite_3 - user": """<|start_of_role|>user<|end_of_role|>{prompt}<|end_of_text|>\n<|start_of_role|>assistant<|end_of_role|>""",
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+ ### Granite Code Only
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+ "granite_code - with system": """System:\n{system_prompt}\n\nQuestion:\n{prompt}\n\nAnswer:\n""",
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+ "granite_code - instruction only": """Question:\n{prompt}\n\nAnswer:\n""",
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+ ### Mistral Models
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+ "mistral_ai models sys": """<s>[INST] System Prompt: {system_prompt} \n\n User Prompt: {prompt} [/INST]\n\n""",
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+ "mistral_ai models": """<s>[INST] {prompt} [/INST]\n\n""",
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+ ### No Syntax
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+ "no syntax - system": """{system_prompt}\n\n{prompt}""",
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+ "no syntax - user": """{prompt}""",
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+ }
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+
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+ if bake_in_prompt_syntax:
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+ template = model_family_syntax[prompt_template]
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+ if system_prompt:
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+ return template.format(system_prompt=system_prompt, prompt=prompt)
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+ return prompt
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+
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+ def generate_response(watsonx_llm, prompt_data, params):
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+ generated_response = watsonx_llm.generate_text_stream(prompt=prompt_data, params=params)
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+ for chunk in generated_response:
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+ yield chunk
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+
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+ def chat_interface():
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+ st.subheader("Jimmy")
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+
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+ # User input
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+ user_input = st.chat_input("You:", key="user_input")
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+
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+ if user_input:
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+ # Add user message to chat history
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+ st.session_state.chat_history.append({"role": "user", "content": user_input})
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+
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+ # Prepare the prompt
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+ prompt = prepare_prompt(user_input, st.session_state.chat_history)
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+
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+ # Apply prompt syntax
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+ prompt_data = apply_prompt_syntax(
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+ prompt,
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+ genparam.SYSTEM_PROMPT,
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+ genparam.PROMPT_TEMPLATE,
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+ genparam.BAKE_IN_PROMPT_SYNTAX
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+ )
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+
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+ # Setup client and model
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+ client = setup_client()
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+ watsonx_llm = ModelInference(
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+ api_client=client,
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+ model_id=genparam.SELECTED_MODEL,
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+ verify=genparam.VERIFY
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+ )
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+
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+ # Prepare parameters
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+ params = {
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+ GenParams.DECODING_METHOD: genparam.DECODING_METHOD,
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+ GenParams.MAX_NEW_TOKENS: genparam.MAX_NEW_TOKENS,
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+ GenParams.MIN_NEW_TOKENS: genparam.MIN_NEW_TOKENS,
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+ GenParams.REPETITION_PENALTY: genparam.REPETITION_PENALTY,
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+ GenParams.STOP_SEQUENCES: genparam.STOP_SEQUENCES
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+ }
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+
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+ # Generate and stream response
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+ with st.chat_message("Jimmy", avatar="πŸ˜’"):
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+ stream = generate_response(watsonx_llm, prompt_data, params)
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+ response = st.write_stream(stream)
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+
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+ # Add AI response to chat history
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+ st.session_state.chat_history.append({"role": "Jimmy", "content": response})
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+
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+ def main():
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+ initialize_session_state()
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+ chat_interface()
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+
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+ if __name__ == "__main__":
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+ main()