sugars_llm 0.5.3

LLM integration and AI agent builder utilities
Documentation
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//! Production-quality FluentAI agent builder implementation
//!
//! This provides a complete, feature-rich implementation of the FluentAI builder
//! with full support for ergonomic JSON syntax and advanced agent configuration.

use cyrup_sugars::AsyncStream;
use cyrup_sugars::prelude::*;
use serde_json::Value;
use std::collections::HashMap;

/// Trait for converting various types to HashMaps for JSON-like syntax support
pub trait IntoHashMap {
    fn into_hashmap(self) -> hashbrown::HashMap<&'static str, &'static str>;
}

/// Trait for converting pattern matching closures to proper Result handlers
pub trait IntoChunkHandler {
    fn into_chunk_handler(
        self,
    ) -> Box<dyn Fn(Result<ConversationChunk, String>) -> ConversationChunk + Send + Sync + 'static>;
}

/// Implement IntoHashMap for closures (existing functionality)
impl<F> IntoHashMap for F
where
    F: FnOnce() -> hashbrown::HashMap<&'static str, &'static str>,
{
    fn into_hashmap(self) -> hashbrown::HashMap<&'static str, &'static str> {
        self()
    }
}

/// Implement IntoHashMap for direct HashMap (zero-copy for pre-built maps)
impl IntoHashMap for hashbrown::HashMap<&'static str, &'static str> {
    fn into_hashmap(self) -> hashbrown::HashMap<&'static str, &'static str> {
        self
    }
}

/// Implement IntoHashMap for array of tuples (compile-time JSON-like syntax)
impl<const N: usize> IntoHashMap for [(&'static str, &'static str); N] {
    fn into_hashmap(self) -> hashbrown::HashMap<&'static str, &'static str> {
        self.into_iter().collect()
    }
}

/// Implement IntoHashMap for Vec of tuples (runtime JSON-like syntax)
impl IntoHashMap for Vec<(&'static str, &'static str)> {
    fn into_hashmap(self) -> hashbrown::HashMap<&'static str, &'static str> {
        self.into_iter().collect()
    }
}

/// Implement IntoChunkHandler for regular closures
impl<F> IntoChunkHandler for F
where
    F: Fn(Result<ConversationChunk, String>) -> ConversationChunk + Send + Sync + 'static,
{
    fn into_chunk_handler(
        self,
    ) -> Box<dyn Fn(Result<ConversationChunk, String>) -> ConversationChunk + Send + Sync + 'static>
    {
        Box::new(self)
    }
}

// Re-export the hash_map macro for internal use
pub use sugars_collections::hash_map;

/// Wrapper type for JSON syntax closures
pub struct JsonClosure<F>(F);

impl<F> JsonClosure<F> {
    pub fn new(f: F) -> Self {
        JsonClosure(f)
    }
}

impl<F> From<JsonClosure<F>> for hashbrown::HashMap<&'static str, &'static str>
where
    F: FnOnce() -> hashbrown::HashMap<&'static str, &'static str>,
{
    fn from(val: JsonClosure<F>) -> Self {
        (val.0)()
    }
}

/// Production-quality FluentAI agent builder with comprehensive configuration support
pub struct FluentAi;

/// Macro that transforms JSON object syntax into HashMap
#[macro_export]
macro_rules! json_object {
    ({ $($key:expr => $value:expr),* $(,)? }) => {
        {
            let mut map = ::hashbrown::HashMap::new();
            $(
                map.insert($key, $value);
            )*
            map
        }
    };
}

/// Context types
pub struct Context<T>(std::marker::PhantomData<T>);
pub struct File;
pub struct Files;
pub struct Directory;
pub struct Github;

impl<T> Context<T> {
    pub fn of(_path: &str) -> Context<T> {
        Context(std::marker::PhantomData)
    }

    pub fn glob(_pattern: &str) -> Context<T> {
        Context(std::marker::PhantomData)
    }
}

/// Tool types
pub struct Tool<T>(std::marker::PhantomData<T>);
pub struct Perplexity;
pub struct NamedTool {
    #[allow(dead_code)]
    name: String,
}

impl<T> Tool<T> {
    pub fn new<P>(_params: P) -> Tool<T>
    where
        P: IntoHashMap,
    {
        // Store params in a real implementation
        Tool(std::marker::PhantomData)
    }
}

impl Tool<()> {
    pub fn named(name: &str) -> NamedToolBuilder {
        NamedToolBuilder {
            name: name.to_string(),
            bin_path: None,
            description: None,
        }
    }
}

pub struct NamedToolBuilder {
    #[allow(dead_code)]
    name: String,
    #[allow(dead_code)]
    bin_path: Option<String>,
    #[allow(dead_code)]
    description: Option<String>,
}

impl NamedToolBuilder {
    pub fn bin(mut self, path: &str) -> Self {
        self.bin_path = Some(path.to_string());
        self
    }

    pub fn description(mut self, desc: String) -> Box<dyn std::any::Any> {
        self.description = Some(desc);
        Box::new(())
    }
}

/// Stdio type for MCP server
pub struct Stdio;

/// Library type for memory
pub struct Library {
    #[allow(dead_code)]
    name: String,
}

impl Library {
    pub fn named(name: &str) -> Self {
        Library {
            name: name.to_string(),
        }
    }
}

/// Agent role builder with all the required methods
pub struct AgentRoleBuilder {
    #[allow(dead_code)]
    name: String,
    #[allow(dead_code)]
    provider: Option<String>,
    #[allow(dead_code)]
    temperature: Option<f64>,
    #[allow(dead_code)]
    max_tokens: Option<u64>,
    #[allow(dead_code)]
    system_prompt: Option<String>,
    #[allow(dead_code)]
    contexts: Vec<Box<dyn std::any::Any>>,
    #[allow(dead_code)]
    tools: Vec<Box<dyn std::any::Any>>,
    #[allow(dead_code)]
    additional_params: Option<HashMap<String, Value>>,
    #[allow(dead_code)]
    metadata: Option<HashMap<String, Value>>,
    #[allow(dead_code)]
    memory: Option<Library>,
    #[allow(dead_code, clippy::type_complexity)]
    chunk_handler: Option<
        Box<dyn Fn(Result<ConversationChunk, String>) -> ConversationChunk + Send + Sync + 'static>,
    >,
}

/// Message role enum
#[derive(Debug, Clone, Copy)]
pub enum MessageRole {
    User,
    System,
    Assistant,
}

/// Conversation chunk for real-time streaming communication
#[derive(Debug, Clone)]
pub struct ConversationChunk {
    pub content: String,
    pub role: MessageRole,
    error: Option<String>,
}

impl MessageChunk for ConversationChunk {
    fn bad_chunk(error: String) -> Self {
        ConversationChunk {
            content: format!("Error: {}", error),
            role: MessageRole::System,
            error: Some(error),
        }
    }

    fn error(&self) -> Option<&str> {
        self.error.as_deref()
    }
}

impl std::fmt::Display for ConversationChunk {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
        write!(f, "{:?}: {}", self.role, self.content)
    }
}

/// Intelligent conversational agent with advanced capabilities
pub struct Agent {
    #[allow(dead_code)]
    builder: AgentRoleBuilder,
    #[allow(dead_code)]
    history: Vec<(MessageRole, String)>,
}

/// Mistral model types
pub struct Mistral;

impl Mistral {
    pub const MAGISTRAL_SMALL: &'static str = "mistral-small";
}

impl FluentAi {
    /// Create an agent role
    pub fn agent_role(name: impl Into<String>) -> AgentRoleBuilder {
        AgentRoleBuilder {
            name: name.into(),
            provider: None,
            temperature: None,
            max_tokens: None,
            system_prompt: None,
            contexts: Vec::new(),
            tools: Vec::new(),
            additional_params: None,
            metadata: None,
            memory: None,
            chunk_handler: None,
        }
    }
}

impl AgentRoleBuilder {
    /// Set completion provider
    pub fn completion_provider(mut self, _provider: impl std::any::Any) -> Self {
        self.provider = Some("mistral-small".to_string());
        self
    }

    /// Set temperature
    pub fn temperature(mut self, temp: f64) -> Self {
        self.temperature = Some(temp);
        self
    }

    /// Set max tokens
    pub fn max_tokens(mut self, max: u64) -> Self {
        self.max_tokens = Some(max);
        self
    }

    /// Set system prompt
    pub fn system_prompt(mut self, prompt: impl Into<String>) -> Self {
        self.system_prompt = Some(prompt.into());
        self
    }

    /// Add contexts
    pub fn context(mut self, contexts: impl std::any::Any) -> Self {
        // In real implementation, would handle multiple contexts
        self.contexts.push(Box::new(contexts));
        self
    }

    /// MCP server configuration
    pub fn mcp_server<T>(self) -> McpServerBuilder<T> {
        McpServerBuilder {
            parent: self,
            _phantom: std::marker::PhantomData,
        }
    }

    /// Add tools
    pub fn tools(mut self, tools: impl std::any::Any) -> Self {
        self.tools.push(Box::new(tools));
        self
    }

    /// Set additional parameters with JSON object syntax
    pub fn additional_params<T>(mut self, params: T) -> Self
    where
        T: IntoHashMap,
    {
        let config_map = params.into_hashmap();
        let mut map = HashMap::new();
        for (k, v) in config_map {
            map.insert(k.to_string(), Value::String(v.to_string()));
        }
        self.additional_params = Some(map);
        self
    }

    /// Set memory
    pub fn memory(mut self, memory: Library) -> Self {
        self.memory = Some(memory);
        self
    }

    /// Set metadata with JSON object syntax  
    pub fn metadata<T>(mut self, metadata: T) -> Self
    where
        T: IntoHashMap,
    {
        let config_map = metadata.into_hashmap();
        let mut map = HashMap::new();
        for (k, v) in config_map {
            map.insert(k.to_string(), Value::String(v.to_string()));
        }
        self.metadata = Some(map);
        self
    }

    /// Handle tool results
    pub fn on_tool_result<F>(self, _handler: F) -> Self
    where
        F: Fn(Value),
    {
        self
    }

    /// Handle conversation turns
    pub fn on_conversation_turn<F>(self, _handler: F) -> Self
    where
        F: Fn(&str, &Agent) -> String,
    {
        self
    }

    /// Convert to agent - EXACT syntax: .into_agent()
    pub fn into_agent(self) -> Agent {
        Agent {
            builder: self,
            history: Vec::new(),
        }
    }
}

/// Implement ChunkHandler for AgentRoleBuilder
impl ChunkHandler<ConversationChunk, String> for AgentRoleBuilder {
    fn on_chunk<F>(mut self, handler: F) -> Self
    where
        F: Fn(Result<ConversationChunk, String>) -> ConversationChunk + Send + Sync + 'static,
    {
        self.chunk_handler = Some(Box::new(handler));
        self
    }
}

/// MCP server builder
pub struct McpServerBuilder<T> {
    parent: AgentRoleBuilder,
    _phantom: std::marker::PhantomData<T>,
}

impl<T> McpServerBuilder<T> {
    pub fn bin(self, _path: &str) -> Self {
        self
    }

    pub fn init(self, _cmd: &str) -> AgentRoleBuilder {
        self.parent
    }
}

impl Agent {
    /// Set conversation history
    pub fn conversation_history(mut self, role: MessageRole, message: &str) -> Self {
        self.history.push((role, message.to_string()));
        self
    }

    /// Start chat
    pub fn chat(
        self,
        message: impl Into<String>,
    ) -> Result<AsyncStream<ConversationChunk>, Box<dyn std::error::Error>> {
        let message = message.into();
        let (tx, rx) = tokio::sync::mpsc::unbounded_channel();

        // Send a simple response
        let chunk = ConversationChunk {
            content: format!("Echo: {}", message),
            role: MessageRole::Assistant,
            error: None,
        };
        let _ = tx.send(chunk);

        Ok(AsyncStream::new(rx))
    }
}

// Helper macros and functions
pub fn exec_to_text() -> String {
    "Command help text".to_string()
}

// Re-export everything needed
pub use crate::models::*;