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from __future__ import annotations

import os
import sys
import types
import ast
import inspect
import functools
from io import StringIO
from typing import Annotated, get_type_hints, get_origin, get_args

import gradio as gr
from ._docstrings import autodoc
from .File_System import ROOT_DIR, File_System
from .Web_Fetch import Web_Fetch
from .Web_Search import Web_Search
from .Memory_Manager import Memory_Manager
from .Generate_Speech import Generate_Speech, List_Kokoro_Voices, List_Supertonic_Voices
from .Generate_Image import Generate_Image
from .Generate_Video import Generate_Video
from .Deep_Research import Deep_Research
from .Obsidian_Vault import Obsidian_Vault
from .Shell_Command import Shell_Command
from .Code_Interpreter import Code_Interpreter

from app import _log_call_end, _log_call_start, _truncate_for_log


# Example usages for each tool - simple and advanced
_TOOL_EXAMPLES = {
    "Web_Fetch": (
        'Web_Fetch(url="https://example.com")',
        'Web_Fetch(url="https://example.com", max_chars=5000, mode="url_scraper")',
    ),
    "Web_Search": (
        'Web_Search(query="Python tutorials")',
        'Web_Search(query="AI news", max_results=10, search_type="news", date_filter="week")',
    ),
    "Code_Interpreter": (
        'Code_Interpreter(code="print(2 + 2)")',
        'Code_Interpreter(code="import math; print(math.pi)", timeout=60)',
    ),
    "Shell_Command": (
        'Shell_Command(command="echo Hello")',
        'Shell_Command(command="ls -la", timeout=30)',
    ),
    "File_System": (
        'File_System(action="list", path="/")',
        'File_System(action="read", path="/notes.txt", max_chars=5000)',
    ),
    "Obsidian_Vault": (
        'Obsidian_Vault(action="list", path="/")',
        'Obsidian_Vault(action="search", query="meeting notes", recursive=True)',
    ),
    "Memory_Manager": (
        'Memory_Manager(action="list")',
        'Memory_Manager(action="save", text="Remember this fact", tags="important, facts")',
    ),
    "Generate_Speech": (
        'Generate_Speech(text="Hello, world!")',
        'Generate_Speech(text="Welcome to the demo", model="Kokoro", voice="af_heart", speed=1.2)',
    ),
    "Generate_Image": (
        'Generate_Image(prompt="A sunset over mountains")',
        'Generate_Image(prompt="A cyberpunk city", steps=50, cfg_scale=9.0, width=1024, height=768)',
    ),
    "Generate_Video": (
        'Generate_Video(prompt="A cat playing piano")',
        'Generate_Video(prompt="Ocean waves", duration=5, aspect_ratio="16:9")',
    ),
    "Deep_Research": (
        'Deep_Research(query="Climate change effects")',
        'Deep_Research(query="Quantum computing advances", max_sources=10, search_type="news")',
    ),
}


def _format_tool_usage(func) -> str:
    """Generate detailed usage information for a tool function."""
    name = func.__name__
    doc = func.__doc__ or "No description available."
    
    # Extract just the summary (first paragraph) - skip Args/Returns sections
    # since we generate our own detailed parameter list
    doc_lines = doc.strip().split('\n')
    summary_lines = []
    for line in doc_lines:
        stripped = line.strip().lower()
        # Stop at Args:, Returns:, Parameters:, etc.
        if stripped.startswith(('args:', 'returns:', 'parameters:', 'raises:', 'example:', 'note:', 'notes:')):
            break
        summary_lines.append(line)
    summary = '\n'.join(summary_lines).strip()
    
    # Get the signature
    sig = inspect.signature(func)
    
    # Try to get type hints
    try:
        hints = get_type_hints(func, include_extras=True)
    except Exception:
        hints = {}
    
    lines = [f"=== {name} ===", "", summary, "", "Parameters:"]
    
    for param_name, param in sig.parameters.items():
        if param_name in ("self", "cls"):
            continue
            
        # Get type and description from Annotated if available
        hint = hints.get(param_name)
        type_str = "any"
        desc = ""
        
        if hint is not None:
            if get_origin(hint) is Annotated:
                args = get_args(hint)
                if args:
                    type_str = getattr(args[0], "__name__", str(args[0]))
                    if len(args) > 1 and isinstance(args[1], str):
                        desc = args[1]
            else:
                type_str = getattr(hint, "__name__", str(hint))
        
        # Check for default
        if param.default is not inspect.Parameter.empty:
            default_repr = repr(param.default)
            if len(default_repr) > 50:
                default_repr = default_repr[:47] + "..."
            default_str = f" = {default_repr}"
        else:
            default_str = " (required)"
        
        lines.append(f"  - {param_name}: {type_str}{default_str}")
        if desc:
            lines.append(f"      {desc}")
    
    # Add examples
    lines.append("")
    lines.append("Examples:")
    if name in _TOOL_EXAMPLES:
        simple, advanced = _TOOL_EXAMPLES[name]
        lines.append(f"  {simple}")
        lines.append(f"  {advanced}")
    else:
        lines.append(f"  {name}(...)")
    
    return "\n".join(lines)


def _wrap_tool_for_no_arg_usage(func):
    """
    Wrap a tool function so that calling it with no arguments 
    returns usage information instead of raising an error.
    """
    @functools.wraps(func)
    def wrapper(*args, **kwargs):
        # If called with no arguments, return usage info
        if not args and not kwargs:
            return _format_tool_usage(func)
        return func(*args, **kwargs)
    
    # Preserve the original function for introspection
    wrapper._original_func = func
    return wrapper

def _get_tools_map():
    """Get all tools wrapped to return usage info when called with no arguments."""
    raw_tools = {
        "Web_Fetch": Web_Fetch,
        "Web_Search": Web_Search,
        "Memory_Manager": Memory_Manager,
        "Generate_Speech": Generate_Speech,
        "List_Kokoro_Voices": List_Kokoro_Voices,
        "List_Supertonic_Voices": List_Supertonic_Voices,
        "Generate_Image": Generate_Image,
        "Generate_Video": Generate_Video,
        "Deep_Research": Deep_Research,
        "File_System": File_System,
        "Obsidian_Vault": Obsidian_Vault,
        "Shell_Command": Shell_Command,
        "Code_Interpreter": Code_Interpreter,
    }
    return {name: _wrap_tool_for_no_arg_usage(func) for name, func in raw_tools.items()}

def search_tools(query: str) -> str:
    """Search for tools by name or description. Returns usage info for matches."""
    query = query.lower()
    matches = []
    tools = _get_tools_map()
    for name, func in tools.items():
        # Get original function for docstring if wrapped
        original = getattr(func, '_original_func', func)
        doc = (original.__doc__ or "").lower()
        if query in name.lower() or query in doc:
            matches.append((name, func))
    
    if not matches:
        return f"No tools found matching '{query}'."
    
    output = []
    for name, func in matches:
        output.append(_format_tool_usage(getattr(func, '_original_func', func)))
        output.append("")
    return "\n".join(output)

def _initialize_mock_modules():
    """
    Registers a mock 'functions' module in sys.modules so that LLMs
    can do 'from functions import ...' without error.
    Uses wrapped tools that return usage info when called with no args.
    """
    mock_module = types.ModuleType("functions")
    
    # Add wrapped tools (return usage when called with no args)
    for name, tool in _get_tools_map().items():
        setattr(mock_module, name, tool)
        
    # Add helpers
    helpers = {
        "search_tools": search_tools,
    }
    for name, func in helpers.items():
        setattr(mock_module, name, func)
        
    sys.modules["functions"] = mock_module

_initialize_mock_modules()

# Single source of truth for the LLM-facing tool description
TOOL_SUMMARY = (
    "Executes Python code as the unified interface for the entire tools ecosystem. "
    "Use Agent Terminal repeatedly whenever you need to chain or combine tool operations. Input must be JSON that will be executed in Python. "
    "Available tools: `Web_Fetch`, `Web_Search`, `Code_Interpreter`, `Shell_Command`, `File_System`, `Obsidian_Vault`, `Memory_Manager`, `Generate_Speech`, `Generate_Image`, `Generate_Video`, `Deep_Research`."
)



@autodoc(
    summary=TOOL_SUMMARY,
)
def Agent_Terminal(input: Annotated[str, (
    "Python source code to run; stdout is captured and returned. "
    "Use `search_tools(`query`)` to search tools by name or capability, returns tool definitions and examples. "
    "Call any tool with no arguments to get its full usage info (e.g., `Generate_Image()`)."
)]) -> str:
    _log_call_start("Agent_Terminal", input=_truncate_for_log(input or "", 300))
    if input is None:
        result = "No code provided."
        _log_call_end("Agent_Terminal", result)
        return result
    old_stdout = sys.stdout
    old_cwd = os.getcwd()
    redirected_output = sys.stdout = StringIO()
    
    # Get wrapped tools that return usage info when called with no args
    wrapped_tools = _get_tools_map()
    
    # Prepare the execution environment with all tools
    tools_env = {
        **wrapped_tools,
        "search_tools": search_tools,
        "print": print,  # Ensure print is available
        "__builtins__": __builtins__,
    }
    
    try:
        os.chdir(ROOT_DIR)
        
        # Parse code and print results of ALL expression statements (not just the last)
        tree = ast.parse(input)
        
        for node in tree.body:
            if isinstance(node, ast.Expr):
                # This is a standalone expression - evaluate and print its result
                expr = compile(ast.Expression(node.value), filename="<string>", mode="eval")
                result_val = eval(expr, tools_env)
                if result_val is not None:
                    print(result_val)
            else:
                # This is a statement (assignment, if, for, etc.) - just execute it
                mod = ast.Module(body=[node], type_ignores=[])
                exec(compile(mod, filename="<string>", mode="exec"), tools_env)
            
        result = redirected_output.getvalue()
    except Exception as exc:  # pylint: disable=broad-except
        result = str(exc)
    finally:
        sys.stdout = old_stdout
        try:
            os.chdir(old_cwd)
        except Exception:
            pass
    _log_call_end("Agent_Terminal", _truncate_for_log(result))
    return result


def build_interface() -> gr.Interface:
    return gr.Interface(
        fn=Agent_Terminal,
        inputs=gr.Code(label="Python Code", language="python"),
        outputs=gr.Textbox(label="Output", lines=5, max_lines=20),
        title="Agent Terminal",
        description="<div style=\"text-align:center\">Interact with all other tools via a Python API. Reduces token usage by 90%.</div>",
        api_description=TOOL_SUMMARY,
        flagging_mode="never",
    )


__all__ = ["Agent_Terminal", "build_interface"]