import os
import re
import subprocess
import sys
from importlib import util
import types
import tempfile
import logging
from typing import Any

from open_webui.env import (
    PIP_OPTIONS,
    PIP_PACKAGE_INDEX_OPTIONS,
    OFFLINE_MODE,
    ENABLE_PIP_INSTALL_FRONTMATTER_REQUIREMENTS,
)
from open_webui.models.functions import Functions
from open_webui.models.tools import Tools

log = logging.getLogger(__name__)


def resolve_valves_schema_options(valves_class: type, schema: dict, user: Any = None) -> dict:
    """
    Resolve dynamic options in a Valves schema.

    For properties with `input.options`, this function handles two cases:
    - List: Used directly as dropdown options
    - String: Treated as method name, called to get options dynamically

    Usage in Valves:
        class UserValves(BaseModel):
            # Static options
            priority: str = Field(
                default="medium",
                json_schema_extra={
                    "input": {
                        "type": "select",
                        "options": ["low", "medium", "high"]
                    }
                }
            )

            # Dynamic options (method name)
            model: str = Field(
                default="",
                json_schema_extra={
                    "input": {
                        "type": "select",
                        "options": "get_model_options"
                    }
                }
            )

            @classmethod
            def get_model_options(cls, __user__=None) -> list[dict]:
                return [{"value": "gpt-4", "label": "GPT-4"}]

    Args:
        valves_class: The Valves or UserValves Pydantic model class
        schema: The JSON schema dict from valves_class.schema()
        user: Optional user object passed to methods that accept __user__

    Returns:
        Modified schema dict with resolved options
    """
    if not schema or 'properties' not in schema:
        return schema

    # Make a copy to avoid mutating the original
    schema = dict(schema)
    schema['properties'] = dict(schema.get('properties', {}))

    for prop_name, prop_schema in list(schema['properties'].items()):
        # Get the original field info from the Pydantic model
        if not hasattr(valves_class, 'model_fields'):
            continue

        field_info = valves_class.model_fields.get(prop_name)
        if not field_info:
            continue

        # Check json_schema_extra for options
        json_schema_extra = field_info.json_schema_extra
        if not json_schema_extra or not isinstance(json_schema_extra, dict):
            continue

        input_config = json_schema_extra.get('input')
        if not input_config or not isinstance(input_config, dict):
            continue

        options = input_config.get('options')
        if options is None:
            continue

        resolved_options = None

        # Case 1: options is already a list - use directly
        if isinstance(options, list):
            resolved_options = options

        # Case 2: options is a string - treat as method name
        elif isinstance(options, str) and options:
            method = getattr(valves_class, options, None)
            if method is None or not callable(method):
                log.warning(f"options '{options}' not found or not callable on {valves_class.__name__}")
                continue

            try:
                import inspect

                sig = inspect.signature(method)
                params = sig.parameters

                # Prepare kwargs based on what the method accepts
                kwargs = {}
                if '__user__' in params and user is not None:
                    kwargs['__user__'] = user.model_dump() if hasattr(user, 'model_dump') else user
                if 'user' in params and user is not None:
                    kwargs['user'] = user.model_dump() if hasattr(user, 'model_dump') else user

                resolved_options = method(**kwargs) if kwargs else method()

                # Validate return type
                if not isinstance(resolved_options, list):
                    log.warning(f"Method '{options}' did not return a list for {prop_name}")
                    continue

            except Exception as e:
                log.warning(f'Failed to resolve options for {prop_name}: {e}')
                continue
        else:
            # Invalid options type - skip
            continue

        # Update the schema with resolved options
        schema['properties'][prop_name] = dict(prop_schema)
        if 'input' not in schema['properties'][prop_name]:
            schema['properties'][prop_name]['input'] = {'type': 'select'}
        else:
            schema['properties'][prop_name]['input'] = dict(schema['properties'][prop_name].get('input', {}))
        schema['properties'][prop_name]['input']['options'] = resolved_options

    return schema


def extract_frontmatter(content):
    """
    Extract frontmatter as a dictionary from the provided content string.
    """
    frontmatter = {}
    frontmatter_started = False
    frontmatter_ended = False
    frontmatter_pattern = re.compile(r'^\s*([a-z_]+):\s*(.*)\s*$', re.IGNORECASE)

    try:
        lines = content.splitlines()
        if len(lines) < 1 or lines[0].strip() != '"""':
            # The content doesn't start with triple quotes
            return {}

        frontmatter_started = True

        for line in lines[1:]:
            if '"""' in line:
                if frontmatter_started:
                    frontmatter_ended = True
                    break

            if frontmatter_started and not frontmatter_ended:
                match = frontmatter_pattern.match(line)
                if match:
                    key, value = match.groups()
                    frontmatter[key.strip()] = value.strip()

    except Exception as e:
        log.exception(f'Failed to extract frontmatter: {e}')
        return {}

    return frontmatter


def replace_imports(content):
    """
    Replace the import paths in the content.
    """
    replacements = {
        'from utils': 'from open_webui.utils',
        'from apps': 'from open_webui.apps',
        'from main': 'from open_webui.main',
        'from config': 'from open_webui.config',
    }

    for old, new in replacements.items():
        content = content.replace(old, new)

    return content


# May the intent of the one who wrote it survive every
# import and transformation, as a deed survives the generations.
def load_tool_module_by_id(tool_id, content=None):
    if content is None:
        tool = Tools.get_tool_by_id(tool_id)
        if not tool:
            raise Exception(f'Toolkit not found: {tool_id}')

        content = tool.content

        content = replace_imports(content)
        Tools.update_tool_by_id(tool_id, {'content': content})
    else:
        frontmatter = extract_frontmatter(content)
        # Install required packages found within the frontmatter
        install_frontmatter_requirements(frontmatter.get('requirements', ''))

    module_name = f'tool_{tool_id}'
    module = types.ModuleType(module_name)
    sys.modules[module_name] = module

    # Create a temporary file and use it to define `__file__` so
    # that it works as expected from the module's perspective.
    temp_file = tempfile.NamedTemporaryFile(delete=False)
    temp_file.close()
    try:
        with open(temp_file.name, 'w', encoding='utf-8') as f:
            f.write(content)
        module.__dict__['__file__'] = temp_file.name

        # Executing the modified content in the created module's namespace
        exec(content, module.__dict__)
        frontmatter = extract_frontmatter(content)
        log.info(f'Loaded module: {module.__name__}')

        # Create and return the object if the class 'Tools' is found in the module
        if hasattr(module, 'Tools'):
            return module.Tools(), frontmatter
        else:
            raise Exception('No Tools class found in the module')
    except Exception as e:
        log.error(f'Error loading module: {tool_id}: {e}')
        del sys.modules[module_name]  # Clean up
        raise e
    finally:
        os.unlink(temp_file.name)


def load_function_module_by_id(function_id: str, content: str | None = None):
    if content is None:
        function = Functions.get_function_by_id(function_id)
        if not function:
            raise Exception(f'Function not found: {function_id}')
        content = function.content

        content = replace_imports(content)
        Functions.update_function_by_id(function_id, {'content': content})
    else:
        frontmatter = extract_frontmatter(content)
        install_frontmatter_requirements(frontmatter.get('requirements', ''))

    module_name = f'function_{function_id}'
    module = types.ModuleType(module_name)
    sys.modules[module_name] = module

    # Create a temporary file and use it to define `__file__` so
    # that it works as expected from the module's perspective.
    temp_file = tempfile.NamedTemporaryFile(delete=False)
    temp_file.close()
    try:
        with open(temp_file.name, 'w', encoding='utf-8') as f:
            f.write(content)
        module.__dict__['__file__'] = temp_file.name

        # Execute the modified content in the created module's namespace
        exec(content, module.__dict__)
        frontmatter = extract_frontmatter(content)
        log.info(f'Loaded module: {module.__name__}')

        # Create appropriate object based on available class type in the module
        if hasattr(module, 'Pipe'):
            return module.Pipe(), 'pipe', frontmatter
        elif hasattr(module, 'Filter'):
            return module.Filter(), 'filter', frontmatter
        elif hasattr(module, 'Action'):
            return module.Action(), 'action', frontmatter
        else:
            raise Exception('No Function class found in the module')
    except Exception as e:
        log.error(f'Error loading module: {function_id}: {e}')
        # Cleanup by removing the module in case of error
        del sys.modules[module_name]

        Functions.update_function_by_id(function_id, {'is_active': False})
        raise e
    finally:
        os.unlink(temp_file.name)


def get_tool_module_from_cache(request, tool_id, load_from_db=True):
    if load_from_db:
        # Always load from the database by default
        tool = Tools.get_tool_by_id(tool_id)
        if not tool:
            raise Exception(f'Tool not found: {tool_id}')
        content = tool.content

        new_content = replace_imports(content)
        if new_content != content:
            content = new_content
            # Update the tool content in the database
            Tools.update_tool_by_id(tool_id, {'content': content})

        if (hasattr(request.app.state, 'TOOL_CONTENTS') and tool_id in request.app.state.TOOL_CONTENTS) and (
            hasattr(request.app.state, 'TOOLS') and tool_id in request.app.state.TOOLS
        ):
            if request.app.state.TOOL_CONTENTS[tool_id] == content:
                return request.app.state.TOOLS[tool_id], None

        tool_module, frontmatter = load_tool_module_by_id(tool_id, content)
    else:
        if hasattr(request.app.state, 'TOOLS') and tool_id in request.app.state.TOOLS:
            return request.app.state.TOOLS[tool_id], None

        tool_module, frontmatter = load_tool_module_by_id(tool_id)

    if not hasattr(request.app.state, 'TOOLS'):
        request.app.state.TOOLS = {}

    if not hasattr(request.app.state, 'TOOL_CONTENTS'):
        request.app.state.TOOL_CONTENTS = {}

    request.app.state.TOOLS[tool_id] = tool_module
    request.app.state.TOOL_CONTENTS[tool_id] = content

    return tool_module, frontmatter


def get_function_module_from_cache(request, function_id, load_from_db=True):
    if load_from_db:
        # Always load from the database by default
        # This is useful for hooks like "inlet" or "outlet" where the content might change
        # and we want to ensure the latest content is used.

        function = Functions.get_function_by_id(function_id)
        if not function:
            raise Exception(f'Function not found: {function_id}')
        content = function.content

        new_content = replace_imports(content)
        if new_content != content:
            content = new_content
            # Update the function content in the database
            Functions.update_function_by_id(function_id, {'content': content})

        if (
            hasattr(request.app.state, 'FUNCTION_CONTENTS') and function_id in request.app.state.FUNCTION_CONTENTS
        ) and (hasattr(request.app.state, 'FUNCTIONS') and function_id in request.app.state.FUNCTIONS):
            if request.app.state.FUNCTION_CONTENTS[function_id] == content:
                return request.app.state.FUNCTIONS[function_id], None, None

        function_module, function_type, frontmatter = load_function_module_by_id(function_id, content)
    else:
        # Load from cache (e.g. "stream" hook)
        # This is useful for performance reasons

        if hasattr(request.app.state, 'FUNCTIONS') and function_id in request.app.state.FUNCTIONS:
            return request.app.state.FUNCTIONS[function_id], None, None

        function_module, function_type, frontmatter = load_function_module_by_id(function_id)

    if not hasattr(request.app.state, 'FUNCTIONS'):
        request.app.state.FUNCTIONS = {}

    if not hasattr(request.app.state, 'FUNCTION_CONTENTS'):
        request.app.state.FUNCTION_CONTENTS = {}

    request.app.state.FUNCTIONS[function_id] = function_module
    request.app.state.FUNCTION_CONTENTS[function_id] = content

    return function_module, function_type, frontmatter


def install_frontmatter_requirements(requirements: str):
    if not ENABLE_PIP_INSTALL_FRONTMATTER_REQUIREMENTS:
        log.info('ENABLE_PIP_INSTALL_FRONTMATTER_REQUIREMENTS is disabled, skipping installation of requirements.')
        return

    if OFFLINE_MODE:
        log.info('Offline mode enabled, skipping installation of requirements.')
        return

    if requirements:
        try:
            req_list = [req.strip() for req in requirements.split(',')]
            log.info(f'Installing requirements: {" ".join(req_list)}')
            subprocess.check_call(
                [sys.executable, '-m', 'pip', 'install'] + PIP_OPTIONS + req_list + PIP_PACKAGE_INDEX_OPTIONS
            )
        except Exception as e:
            log.error(f'Error installing packages: {" ".join(req_list)}')
            raise e

    else:
        log.info('No requirements found in frontmatter.')


def install_tool_and_function_dependencies():
    """
    Install all dependencies for all admin tools and active functions.

    By first collecting all dependencies from the frontmatter of each tool and function,
    and then installing them using pip. Duplicates or similar version specifications are
    handled by pip as much as possible.
    """
    function_list = Functions.get_functions(active_only=True)
    tool_list = Tools.get_tools()

    all_dependencies = ''
    try:
        for function in function_list:
            frontmatter = extract_frontmatter(replace_imports(function.content))
            if dependencies := frontmatter.get('requirements'):
                all_dependencies += f'{dependencies}, '
        for tool in tool_list:
            # Only install requirements for admin tools
            if tool.user and tool.user.role == 'admin':
                frontmatter = extract_frontmatter(replace_imports(tool.content))
                if dependencies := frontmatter.get('requirements'):
                    all_dependencies += f'{dependencies}, '

        install_frontmatter_requirements(all_dependencies.strip(', '))
    except Exception as e:
        log.error(f'Error installing requirements: {e}')
