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Create app.py

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  1. app.py +147 -0
app.py ADDED
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+ import streamlit as st
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+
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+ from typing import Optional
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+ from smolagents import (
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+ CodeAgent,
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+ ToolCallingAgent,
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+ DuckDuckGoSearchTool,
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+ VisitWebpageTool,
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+ HfApiModel
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+ )
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+
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+
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+ system_prompt = """
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+ You are a specialist tasked with finding films and TV shows using a web search engine, similar to an IMDB expert.
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+ Your job is to determine the best match based on the user’s provided description, which may also include cast details and/or the year of release.
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+ You have access to several search teams:
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+ - One team searches by description only.
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+ - A second team searches using description plus approximate cast details.
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+ - A third team uses description with approximate year of release.
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+ - A fourth team combines description, cast, and year of release for a comprehensive search.
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+
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+ Follow these steps:
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+ 1. Identify which details the user has provided (description, cast, release year).
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+ 2. Direct the query to the corresponding search team to obtain the best results.
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+ 3. If only a description is given, focus solely on that; if additional details are available, refine the search accordingly.
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+ 4. Retrieve the film or TV show title that best matches the query, or a list of the most relevant titles if multiple strong candidates exist.
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+ 5. Finally, output only the title(s) of the film or TV show as your answer.
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+ """
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+
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+ def agent_init(
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+ together_api_token: str,
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+ description: str,
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+ content_type: Optional[str] = None,
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+ additional_info: Optional[str] = None,
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+ cast_or_year_of_release: Optional[str] = None
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+ ):
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+ model = HfApiModel(model_id="Qwen/Qwen2.5-Coder-32B-Instruct", provider="together", max_tokens=4096, token=together_api_token)
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+
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+ agent_vox114 = ToolCallingAgent(
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+ model=model,
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+ tools=[VisitWebpageTool(), DuckDuckGoSearchTool()],
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+ max_steps=10,
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+ planning_interval=4,
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+ name="film_seracher",
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+ description="""
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+ This agent specializes in finding films or TV shows based on a provided description, which may include additional details like cast names and/or the year of release.
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+ If the user supplies extra context (e.g., specific actors or release year), the agent will refine the search accordingly.
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+ In cases where an exact match isn’t found, it will return a list of the most relevant results.
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+ Ensure that the user’s query is a full sentence with clear details to maximize search accuracy.
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+ """
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+ )
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+
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+ agent_vox114.prompt_templates['managed_agent']['task'] += system_prompt
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+
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+ main_agent = CodeAgent(
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+ model=model,
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+ tools=[],
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+ additional_authorized_imports=["re", "datetime", "json"],
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+ managed_agents=[agent_vox114],
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+ max_steps=10,
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+ planning_interval=4,
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+ )
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+
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+ if content_type is None:
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+ content_type = "film or TV show"
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+
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+ if additional_info is None:
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+ additional_info = ""
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+
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+ if additional_info is None and cast_or_year_of_release is None:
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+ cast_or_year_of_release = ""
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+
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+ if (additional_info and cast_or_year_of_release is None) or (additional_info is None and cast_or_year_of_release):
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+ st.error("additional_info or cast_or_year_of_release is None, you cannot use one of them they are work in pair.")
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+ return None # Return None to indicate an error
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+
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+ vox114 = main_agent.run(f"Find the {content_type} by description {additional_info}: {description}. {cast_or_year_of_release}")
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+
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+ return vox114
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+
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+
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+ def main():
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+ st.set_page_config(
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+ page_title="Film Finder AI Agent",
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+ page_icon="🎬",
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+ layout="wide",
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+ initial_sidebar_state="expanded",
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+ )
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+
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+ st.title("🎬 Film & TV Show Finder AI Agent")
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+ st.markdown("Enter your API token and film/show details below to find what you're looking for!")
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+
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+ # Sidebar for API Token
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+ with st.sidebar:
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+ st.header("API Token")
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+ together_api_token = st.text_input("Together API Token", type="password", placeholder="Enter your API token here")
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+ st.markdown("Get your API token from [Together AI](https://together.ai/)", unsafe_allow_html=True)
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+
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+ # Main content area
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+ with st.container():
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+ col1, col2 = st.columns([3, 2]) # Adjust column ratio for better layout
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+
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+ with col1:
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+ st.header("Search Criteria")
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+ description = st.text_area("Film/Show Description", placeholder="e.g., A group of wizards fighting a dark lord...", height=150)
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+ content_type = st.selectbox("Content Type", ["film", "TV Show"], index=0) # Film is default
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+ additional_info_expander = st.expander("Optional Details: Cast & Year of Release", expanded=False)
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+ with additional_info_expander:
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+ additional_info = st.text_input("Additional Information (e.g., plot points, genre)", placeholder="e.g., set in space, sci-fi")
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+ cast_or_year_of_release = st.text_input("Cast or Year of Release (e.g., starring Tom Hanks, released in 2010)", placeholder="e.g., starring Leonardo DiCaprio")
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+
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+ search_button = st.button("🔍 Search for Film/Show", use_container_width=True)
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+
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+ with col2:
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+ st.header("Search Results")
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+ if search_button:
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+ if not together_api_token:
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+ st.error("Please enter your Together API token in the sidebar.")
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+ elif not description:
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+ st.warning("Please provide a description of the film or TV show you are looking for.")
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+ else:
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+ with st.spinner("Agent is searching for the best match..."):
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+ result = agent_init(
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+ together_api_token=together_api_token,
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+ description=description,
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+ content_type=content_type.lower(),
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+ additional_info=additional_info if additional_info_expander.expanded else None, # Only pass if expander is opened
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+ cast_or_year_of_release=cast_or_year_of_release if additional_info_expander.expanded else None # Only pass if expander is opened
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+ )
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+
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+ if result:
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+ st.success("Search Results Found!")
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+ st.write(result)
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+ else:
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+ st.warning("No results found or an error occurred. Please check your input and API token.")
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+ else:
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+ st.info("Enter your search criteria and click 'Search for Film/Show' to begin.")
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+
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+ # Footer with Agent Details (optional, for extra polish)
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+ st.markdown("---")
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+ st.caption("Powered by Smolagents by Hugging Face")
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+ # st.caption("System Prompt (for reference):")
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+ # st.code(system_prompt, language='python') # Show system prompt in a code block for transparency
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+
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+
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+ if __name__ == "__main__":
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+ main()