import logging
from typing import Any, Literal, cast

from flask import request
from flask_restx import Resource, fields, marshal, marshal_with
from pydantic import BaseModel
from sqlalchemy import select
from werkzeug.exceptions import Forbidden, InternalServerError, NotFound

import services
from controllers.common.fields import Parameters as ParametersResponse
from controllers.common.fields import Site as SiteResponse
from controllers.common.schema import get_or_create_model, register_schema_models
from controllers.console import console_ns
from controllers.console.app.error import (
    AppUnavailableError,
    AudioTooLargeError,
    CompletionRequestError,
    ConversationCompletedError,
    NeedAddIdsError,
    NoAudioUploadedError,
    ProviderModelCurrentlyNotSupportError,
    ProviderNotInitializeError,
    ProviderNotSupportSpeechToTextError,
    ProviderQuotaExceededError,
    UnsupportedAudioTypeError,
)
from controllers.console.app.wraps import get_app_model_with_trial
from controllers.console.explore.error import (
    AppSuggestedQuestionsAfterAnswerDisabledError,
    NotChatAppError,
    NotCompletionAppError,
    NotWorkflowAppError,
)
from controllers.console.explore.wraps import TrialAppResource, trial_feature_enable
from controllers.web.error import InvokeRateLimitError as InvokeRateLimitHttpError
from core.app.app_config.common.parameters_mapping import get_parameters_from_feature_dict
from core.app.apps.base_app_queue_manager import AppQueueManager
from core.app.entities.app_invoke_entities import InvokeFrom
from core.errors.error import (
    ModelCurrentlyNotSupportError,
    ProviderTokenNotInitError,
    QuotaExceededError,
)
from extensions.ext_database import db
from extensions.ext_redis import redis_client
from fields.app_fields import (
    app_detail_fields_with_site,
    deleted_tool_fields,
    model_config_fields,
    site_fields,
    tag_fields,
)
from fields.dataset_fields import dataset_fields
from fields.member_fields import simple_account_fields
from fields.workflow_fields import (
    conversation_variable_fields,
    pipeline_variable_fields,
    workflow_fields,
    workflow_partial_fields,
)
from graphon.graph_engine.manager import GraphEngineManager
from graphon.model_runtime.errors.invoke import InvokeError
from libs import helper
from libs.helper import uuid_value
from libs.login import current_user
from models import Account
from models.account import TenantStatus
from models.model import AppMode, Site
from models.workflow import Workflow
from services.app_generate_service import AppGenerateService
from services.app_service import AppService
from services.audio_service import AudioService
from services.dataset_service import DatasetService
from services.errors.audio import (
    AudioTooLargeServiceError,
    NoAudioUploadedServiceError,
    ProviderNotSupportSpeechToTextServiceError,
    UnsupportedAudioTypeServiceError,
)
from services.errors.conversation import ConversationNotExistsError
from services.errors.llm import InvokeRateLimitError
from services.errors.message import (
    MessageNotExistsError,
    SuggestedQuestionsAfterAnswerDisabledError,
)
from services.message_service import MessageService
from services.recommended_app_service import RecommendedAppService

logger = logging.getLogger(__name__)


model_config_model = get_or_create_model("TrialAppModelConfig", model_config_fields)
workflow_partial_model = get_or_create_model("TrialWorkflowPartial", workflow_partial_fields)
deleted_tool_model = get_or_create_model("TrialDeletedTool", deleted_tool_fields)
tag_model = get_or_create_model("TrialTag", tag_fields)
site_model = get_or_create_model("TrialSite", site_fields)

app_detail_fields_with_site_copy = app_detail_fields_with_site.copy()
app_detail_fields_with_site_copy["model_config"] = fields.Nested(
    model_config_model, attribute="app_model_config", allow_null=True
)
app_detail_fields_with_site_copy["workflow"] = fields.Nested(workflow_partial_model, allow_null=True)
app_detail_fields_with_site_copy["deleted_tools"] = fields.List(fields.Nested(deleted_tool_model))
app_detail_fields_with_site_copy["tags"] = fields.List(fields.Nested(tag_model))
app_detail_fields_with_site_copy["site"] = fields.Nested(site_model)
app_detail_with_site_model = get_or_create_model("TrialAppDetailWithSite", app_detail_fields_with_site_copy)

simple_account_model = get_or_create_model("TrialSimpleAccount", simple_account_fields)
conversation_variable_model = get_or_create_model("TrialConversationVariable", conversation_variable_fields)
pipeline_variable_model = get_or_create_model("TrialPipelineVariable", pipeline_variable_fields)

workflow_fields_copy = workflow_fields.copy()
workflow_fields_copy["created_by"] = fields.Nested(simple_account_model, attribute="created_by_account")
workflow_fields_copy["updated_by"] = fields.Nested(
    simple_account_model, attribute="updated_by_account", allow_null=True
)
workflow_fields_copy["conversation_variables"] = fields.List(fields.Nested(conversation_variable_model))
workflow_fields_copy["rag_pipeline_variables"] = fields.List(fields.Nested(pipeline_variable_model))
workflow_model = get_or_create_model("TrialWorkflow", workflow_fields_copy)


class WorkflowRunRequest(BaseModel):
    inputs: dict
    files: list | None = None


class ChatRequest(BaseModel):
    inputs: dict
    query: str
    files: list | None = None
    conversation_id: str | None = None
    parent_message_id: str | None = None
    retriever_from: str = "explore_app"


class TextToSpeechRequest(BaseModel):
    message_id: str | None = None
    voice: str | None = None
    text: str | None = None
    streaming: bool | None = None


class CompletionRequest(BaseModel):
    inputs: dict
    query: str = ""
    files: list | None = None
    response_mode: Literal["blocking", "streaming"] | None = None
    retriever_from: str = "explore_app"


register_schema_models(console_ns, WorkflowRunRequest, ChatRequest, TextToSpeechRequest, CompletionRequest)


class TrialAppWorkflowRunApi(TrialAppResource):
    @trial_feature_enable
    @console_ns.expect(console_ns.models[WorkflowRunRequest.__name__])
    def post(self, trial_app):
        """
        Run workflow
        """
        app_model = trial_app
        if not app_model:
            raise NotWorkflowAppError()
        app_mode = AppMode.value_of(app_model.mode)
        if app_mode != AppMode.WORKFLOW:
            raise NotWorkflowAppError()

        request_data = WorkflowRunRequest.model_validate(console_ns.payload)
        args = request_data.model_dump()
        assert current_user is not None
        try:
            app_id = app_model.id
            user_id = current_user.id
            response = AppGenerateService.generate(
                app_model=app_model, user=current_user, args=args, invoke_from=InvokeFrom.EXPLORE, streaming=True
            )
            RecommendedAppService.add_trial_app_record(app_id, user_id)
            return helper.compact_generate_response(response)
        except ProviderTokenNotInitError as ex:
            raise ProviderNotInitializeError(ex.description)
        except QuotaExceededError:
            raise ProviderQuotaExceededError()
        except ModelCurrentlyNotSupportError:
            raise ProviderModelCurrentlyNotSupportError()
        except InvokeError as e:
            raise CompletionRequestError(e.description)
        except InvokeRateLimitError as ex:
            raise InvokeRateLimitHttpError(ex.description)
        except ValueError as e:
            raise e
        except Exception:
            logger.exception("internal server error.")
            raise InternalServerError()


class TrialAppWorkflowTaskStopApi(TrialAppResource):
    @trial_feature_enable
    def post(self, trial_app, task_id: str):
        """
        Stop workflow task
        """
        app_model = trial_app
        if not app_model:
            raise NotWorkflowAppError()
        app_mode = AppMode.value_of(app_model.mode)
        if app_mode != AppMode.WORKFLOW:
            raise NotWorkflowAppError()
        assert current_user is not None

        # Stop using both mechanisms for backward compatibility
        # Legacy stop flag mechanism (without user check)
        AppQueueManager.set_stop_flag_no_user_check(task_id)

        # New graph engine command channel mechanism
        GraphEngineManager(redis_client).send_stop_command(task_id)

        return {"result": "success"}


class TrialChatApi(TrialAppResource):
    @console_ns.expect(console_ns.models[ChatRequest.__name__])
    @trial_feature_enable
    def post(self, trial_app):
        app_model = trial_app
        app_mode = AppMode.value_of(app_model.mode)
        if app_mode not in {AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT}:
            raise NotChatAppError()

        request_data = ChatRequest.model_validate(console_ns.payload)
        args = request_data.model_dump()

        # Validate UUID values if provided
        if args.get("conversation_id"):
            args["conversation_id"] = uuid_value(args["conversation_id"])
        if args.get("parent_message_id"):
            args["parent_message_id"] = uuid_value(args["parent_message_id"])

        args["auto_generate_name"] = False

        try:
            if not isinstance(current_user, Account):
                raise ValueError("current_user must be an Account instance")

            # Get IDs before they might be detached from session
            app_id = app_model.id
            user_id = current_user.id

            response = AppGenerateService.generate(
                app_model=app_model, user=current_user, args=args, invoke_from=InvokeFrom.EXPLORE, streaming=True
            )
            RecommendedAppService.add_trial_app_record(app_id, user_id)
            return helper.compact_generate_response(response)
        except services.errors.conversation.ConversationNotExistsError:
            raise NotFound("Conversation Not Exists.")
        except services.errors.conversation.ConversationCompletedError:
            raise ConversationCompletedError()
        except services.errors.app_model_config.AppModelConfigBrokenError:
            logger.exception("App model config broken.")
            raise AppUnavailableError()
        except ProviderTokenNotInitError as ex:
            raise ProviderNotInitializeError(ex.description)
        except QuotaExceededError:
            raise ProviderQuotaExceededError()
        except ModelCurrentlyNotSupportError:
            raise ProviderModelCurrentlyNotSupportError()
        except InvokeError as e:
            raise CompletionRequestError(e.description)
        except InvokeRateLimitError as ex:
            raise InvokeRateLimitHttpError(ex.description)
        except ValueError as e:
            raise e
        except Exception:
            logger.exception("internal server error.")
            raise InternalServerError()


class TrialMessageSuggestedQuestionApi(TrialAppResource):
    def get(self, trial_app, message_id):
        app_model = trial_app
        app_mode = AppMode.value_of(app_model.mode)
        if app_mode not in {AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT}:
            raise NotChatAppError()

        message_id = str(message_id)

        try:
            if not isinstance(current_user, Account):
                raise ValueError("current_user must be an Account instance")
            questions = MessageService.get_suggested_questions_after_answer(
                app_model=app_model, user=current_user, message_id=message_id, invoke_from=InvokeFrom.EXPLORE
            )
        except MessageNotExistsError:
            raise NotFound("Message not found")
        except ConversationNotExistsError:
            raise NotFound("Conversation not found")
        except SuggestedQuestionsAfterAnswerDisabledError:
            raise AppSuggestedQuestionsAfterAnswerDisabledError()
        except ProviderTokenNotInitError as ex:
            raise ProviderNotInitializeError(ex.description)
        except QuotaExceededError:
            raise ProviderQuotaExceededError()
        except ModelCurrentlyNotSupportError:
            raise ProviderModelCurrentlyNotSupportError()
        except InvokeError as e:
            raise CompletionRequestError(e.description)
        except Exception:
            logger.exception("internal server error.")
            raise InternalServerError()

        return {"data": questions}


class TrialChatAudioApi(TrialAppResource):
    @trial_feature_enable
    def post(self, trial_app):
        app_model = trial_app

        file = request.files["file"]

        try:
            if not isinstance(current_user, Account):
                raise ValueError("current_user must be an Account instance")

            # Get IDs before they might be detached from session
            app_id = app_model.id
            user_id = current_user.id

            response = AudioService.transcript_asr(app_model=app_model, file=file, end_user=None)
            RecommendedAppService.add_trial_app_record(app_id, user_id)
            return response
        except services.errors.app_model_config.AppModelConfigBrokenError:
            logger.exception("App model config broken.")
            raise AppUnavailableError()
        except NoAudioUploadedServiceError:
            raise NoAudioUploadedError()
        except AudioTooLargeServiceError as e:
            raise AudioTooLargeError(str(e))
        except UnsupportedAudioTypeServiceError:
            raise UnsupportedAudioTypeError()
        except ProviderNotSupportSpeechToTextServiceError:
            raise ProviderNotSupportSpeechToTextError()
        except ProviderTokenNotInitError as ex:
            raise ProviderNotInitializeError(ex.description)
        except QuotaExceededError:
            raise ProviderQuotaExceededError()
        except ModelCurrentlyNotSupportError:
            raise ProviderModelCurrentlyNotSupportError()
        except InvokeError as e:
            raise CompletionRequestError(e.description)
        except ValueError as e:
            raise e
        except Exception as e:
            logger.exception("internal server error.")
            raise InternalServerError()


class TrialChatTextApi(TrialAppResource):
    @console_ns.expect(console_ns.models[TextToSpeechRequest.__name__])
    @trial_feature_enable
    def post(self, trial_app):
        app_model = trial_app
        try:
            request_data = TextToSpeechRequest.model_validate(console_ns.payload)

            message_id = request_data.message_id
            text = request_data.text
            voice = request_data.voice
            if not isinstance(current_user, Account):
                raise ValueError("current_user must be an Account instance")

            # Get IDs before they might be detached from session
            app_id = app_model.id
            user_id = current_user.id

            response = AudioService.transcript_tts(app_model=app_model, text=text, voice=voice, message_id=message_id)
            RecommendedAppService.add_trial_app_record(app_id, user_id)
            return response
        except services.errors.app_model_config.AppModelConfigBrokenError:
            logger.exception("App model config broken.")
            raise AppUnavailableError()
        except NoAudioUploadedServiceError:
            raise NoAudioUploadedError()
        except AudioTooLargeServiceError as e:
            raise AudioTooLargeError(str(e))
        except UnsupportedAudioTypeServiceError:
            raise UnsupportedAudioTypeError()
        except ProviderNotSupportSpeechToTextServiceError:
            raise ProviderNotSupportSpeechToTextError()
        except ProviderTokenNotInitError as ex:
            raise ProviderNotInitializeError(ex.description)
        except QuotaExceededError:
            raise ProviderQuotaExceededError()
        except ModelCurrentlyNotSupportError:
            raise ProviderModelCurrentlyNotSupportError()
        except InvokeError as e:
            raise CompletionRequestError(e.description)
        except ValueError as e:
            raise e
        except Exception as e:
            logger.exception("internal server error.")
            raise InternalServerError()


class TrialCompletionApi(TrialAppResource):
    @console_ns.expect(console_ns.models[CompletionRequest.__name__])
    @trial_feature_enable
    def post(self, trial_app):
        app_model = trial_app
        if app_model.mode != "completion":
            raise NotCompletionAppError()

        request_data = CompletionRequest.model_validate(console_ns.payload)
        args = request_data.model_dump()

        streaming = args["response_mode"] == "streaming"
        args["auto_generate_name"] = False

        try:
            if not isinstance(current_user, Account):
                raise ValueError("current_user must be an Account instance")

            # Get IDs before they might be detached from session
            app_id = app_model.id
            user_id = current_user.id

            response = AppGenerateService.generate(
                app_model=app_model, user=current_user, args=args, invoke_from=InvokeFrom.EXPLORE, streaming=streaming
            )

            RecommendedAppService.add_trial_app_record(app_id, user_id)
            return helper.compact_generate_response(response)
        except services.errors.conversation.ConversationNotExistsError:
            raise NotFound("Conversation Not Exists.")
        except services.errors.conversation.ConversationCompletedError:
            raise ConversationCompletedError()
        except services.errors.app_model_config.AppModelConfigBrokenError:
            logger.exception("App model config broken.")
            raise AppUnavailableError()
        except ProviderTokenNotInitError as ex:
            raise ProviderNotInitializeError(ex.description)
        except QuotaExceededError:
            raise ProviderQuotaExceededError()
        except ModelCurrentlyNotSupportError:
            raise ProviderModelCurrentlyNotSupportError()
        except InvokeError as e:
            raise CompletionRequestError(e.description)
        except ValueError as e:
            raise e
        except Exception:
            logger.exception("internal server error.")
            raise InternalServerError()


class TrialSitApi(Resource):
    """Resource for trial app sites."""

    @get_app_model_with_trial(None)
    def get(self, app_model):
        """Retrieve app site info.

        Returns the site configuration for the application including theme, icons, and text.
        """
        site = db.session.scalar(select(Site).where(Site.app_id == app_model.id).limit(1))

        if not site:
            raise Forbidden()

        assert app_model.tenant
        if app_model.tenant.status == TenantStatus.ARCHIVE:
            raise Forbidden()

        return SiteResponse.model_validate(site).model_dump(mode="json")


class TrialAppParameterApi(Resource):
    """Resource for app variables."""

    @get_app_model_with_trial(None)
    def get(self, app_model):
        """Retrieve app parameters."""

        if app_model is None:
            raise AppUnavailableError()

        if app_model.mode in {AppMode.ADVANCED_CHAT, AppMode.WORKFLOW}:
            workflow = app_model.workflow
            if workflow is None:
                raise AppUnavailableError()

            features_dict = workflow.features_dict
            user_input_form = workflow.user_input_form(to_old_structure=True)
        else:
            app_model_config = app_model.app_model_config
            if app_model_config is None:
                raise AppUnavailableError()

            features_dict = app_model_config.to_dict()

            user_input_form = features_dict.get("user_input_form", [])

        parameters = get_parameters_from_feature_dict(features_dict=features_dict, user_input_form=user_input_form)
        return ParametersResponse.model_validate(parameters).model_dump(mode="json")


class AppApi(Resource):
    @get_app_model_with_trial(None)
    @marshal_with(app_detail_with_site_model)
    def get(self, app_model):
        """Get app detail"""

        app_service = AppService()
        app_model = app_service.get_app(app_model)

        return app_model


class AppWorkflowApi(Resource):
    @get_app_model_with_trial(None)
    @marshal_with(workflow_model)
    def get(self, app_model):
        """Get workflow detail"""
        if not app_model.workflow_id:
            raise AppUnavailableError()

        workflow = db.session.get(Workflow, app_model.workflow_id)
        return workflow


class DatasetListApi(Resource):
    @get_app_model_with_trial(None)
    def get(self, app_model):
        page = request.args.get("page", default=1, type=int)
        limit = request.args.get("limit", default=20, type=int)
        ids = request.args.getlist("ids")

        tenant_id = app_model.tenant_id
        if ids:
            datasets, total = DatasetService.get_datasets_by_ids(ids, tenant_id)
        else:
            raise NeedAddIdsError()

        data = cast(list[dict[str, Any]], marshal(datasets, dataset_fields))

        response = {"data": data, "has_more": len(datasets) == limit, "limit": limit, "total": total, "page": page}
        return response


console_ns.add_resource(TrialChatApi, "/trial-apps/<uuid:app_id>/chat-messages", endpoint="trial_app_chat_completion")

console_ns.add_resource(
    TrialMessageSuggestedQuestionApi,
    "/trial-apps/<uuid:app_id>/messages/<uuid:message_id>/suggested-questions",
    endpoint="trial_app_suggested_question",
)

console_ns.add_resource(TrialChatAudioApi, "/trial-apps/<uuid:app_id>/audio-to-text", endpoint="trial_app_audio")
console_ns.add_resource(TrialChatTextApi, "/trial-apps/<uuid:app_id>/text-to-audio", endpoint="trial_app_text")

console_ns.add_resource(
    TrialCompletionApi, "/trial-apps/<uuid:app_id>/completion-messages", endpoint="trial_app_completion"
)

console_ns.add_resource(TrialSitApi, "/trial-apps/<uuid:app_id>/site")

console_ns.add_resource(TrialAppParameterApi, "/trial-apps/<uuid:app_id>/parameters", endpoint="trial_app_parameters")

console_ns.add_resource(AppApi, "/trial-apps/<uuid:app_id>", endpoint="trial_app")

console_ns.add_resource(
    TrialAppWorkflowRunApi, "/trial-apps/<uuid:app_id>/workflows/run", endpoint="trial_app_workflow_run"
)
console_ns.add_resource(TrialAppWorkflowTaskStopApi, "/trial-apps/<uuid:app_id>/workflows/tasks/<string:task_id>/stop")

console_ns.add_resource(AppWorkflowApi, "/trial-apps/<uuid:app_id>/workflows", endpoint="trial_app_workflow")
console_ns.add_resource(DatasetListApi, "/trial-apps/<uuid:app_id>/datasets", endpoint="trial_app_datasets")