import logging
from collections.abc import Callable
from functools import wraps
from typing import Any, Concatenate, Self, override
from uuid import UUID

from flask import Response, request
from flask_restx import Resource
from pydantic import BaseModel, Field
from sqlalchemy.orm import sessionmaker

from controllers.common.errors import InvalidArgumentError, NotFoundError
from controllers.common.fields import SimpleResultResponse
from controllers.common.schema import query_params_from_model, register_response_schema_models, register_schema_models
from controllers.console import console_ns
from controllers.console.app.error import (
    DraftWorkflowNotExist,
)
from controllers.console.app.wraps import get_app_model
from controllers.console.wraps import (
    RBACPermission,
    RBACResourceScope,
    account_initialization_required,
    edit_permission_required,
    rbac_permission_required,
    setup_required,
    with_current_user,
)
from core.app.file_access import DatabaseFileAccessController
from core.workflow.variable_prefixes import CONVERSATION_VARIABLE_NODE_ID, SYSTEM_VARIABLE_NODE_ID
from extensions.ext_database import db
from factories import variable_factory
from factories.file_factory import build_from_mapping, build_from_mappings
from factories.variable_factory import build_segment_with_type
from fields.base import ResponseModel
from graphon.file import helpers as file_helpers
from graphon.variables.segment_group import SegmentGroup
from graphon.variables.segments import ArrayFileSegment, FileSegment, Segment
from graphon.variables.types import SegmentType
from libs.login import login_required
from models import Account, App, AppMode
from models.workflow import WorkflowDraftVariable
from services.workflow_draft_variable_service import WorkflowDraftVariableList, WorkflowDraftVariableService
from services.workflow_service import WorkflowService

logger = logging.getLogger(__name__)
_file_access_controller = DatabaseFileAccessController()


class WorkflowDraftVariableListQuery(BaseModel):
    page: int = Field(default=1, ge=1, le=100_000, description="Page number")
    limit: int = Field(default=20, ge=1, le=100, description="Items per page")


class WorkflowDraftVariableUpdatePayload(BaseModel):
    name: str | None = Field(default=None, description="Variable name")
    value: Any = Field(default=None, description="Variable value")


class ConversationVariableUpdatePayload(BaseModel):
    conversation_variables: list[dict[str, Any]] = Field(
        ..., description="Conversation variables for the draft workflow"
    )


class EnvironmentVariableUpdatePayload(BaseModel):
    environment_variables: list[dict[str, Any]] = Field(..., description="Environment variables for the draft workflow")


class WorkflowDraftVariableFullContentResponse(ResponseModel):
    size_bytes: int | None
    value_type: str
    length: int | None
    download_url: str

    @classmethod
    def from_workflow_draft_variable(cls, variable: WorkflowDraftVariable) -> Self | None:
        if not variable.is_truncated():
            return None

        variable_file = variable.variable_file
        assert variable_file is not None

        return cls(
            size_bytes=variable_file.size,
            value_type=str(variable_file.value_type.exposed_type()),
            length=variable_file.length,
            download_url=file_helpers.get_signed_file_url(variable_file.upload_file_id, as_attachment=True),
        )


class WorkflowDraftVariableWithoutValueResponse(ResponseModel):
    id: str
    type: str
    name: str
    description: str
    selector: list[str]
    value_type: str
    edited: bool
    visible: bool
    is_truncated: bool

    @classmethod
    def from_workflow_draft_variable(cls, variable: WorkflowDraftVariable) -> Self:
        return cls(
            id=variable.id,
            type=variable.get_variable_type().value,
            name=variable.name,
            description=variable.description,
            selector=variable.get_selector(),
            value_type=_serialize_variable_type(variable),
            edited=variable.edited,
            visible=variable.visible,
            is_truncated=variable.file_id is not None,
        )


class WorkflowDraftVariableResponse(WorkflowDraftVariableWithoutValueResponse):
    value: Any
    full_content: WorkflowDraftVariableFullContentResponse | None

    @classmethod
    @override
    def from_workflow_draft_variable(cls, variable: WorkflowDraftVariable) -> Self:
        without_value = WorkflowDraftVariableWithoutValueResponse.from_workflow_draft_variable(variable)
        return cls(
            **without_value.model_dump(),
            value=_serialize_var_value(variable),
            full_content=WorkflowDraftVariableFullContentResponse.from_workflow_draft_variable(variable),
        )


class WorkflowDraftVariableListWithoutValueResponse(ResponseModel):
    items: list[WorkflowDraftVariableWithoutValueResponse]
    total: int | None

    @classmethod
    def from_workflow_draft_variable_list(cls, variable_list: WorkflowDraftVariableList) -> Self:
        return cls(
            items=[
                WorkflowDraftVariableWithoutValueResponse.from_workflow_draft_variable(variable)
                for variable in variable_list.variables
            ],
            total=variable_list.total,
        )


class WorkflowDraftVariableListResponse(ResponseModel):
    items: list[WorkflowDraftVariableResponse]

    @classmethod
    def from_workflow_draft_variable_list(cls, variable_list: WorkflowDraftVariableList) -> Self:
        return cls(
            items=[
                WorkflowDraftVariableResponse.from_workflow_draft_variable(variable)
                for variable in variable_list.variables
            ],
        )


class WorkflowDraftEnvironmentVariableResponse(ResponseModel):
    id: str
    type: str
    name: str
    description: str | None = None
    selector: list[str]
    value_type: str
    value: Any
    edited: bool
    visible: bool
    editable: bool


class WorkflowDraftEnvironmentVariableListResponse(ResponseModel):
    items: list[WorkflowDraftEnvironmentVariableResponse]


register_schema_models(
    console_ns,
    WorkflowDraftVariableListQuery,
    WorkflowDraftVariableUpdatePayload,
    ConversationVariableUpdatePayload,
    EnvironmentVariableUpdatePayload,
)

register_response_schema_models(
    console_ns,
    WorkflowDraftVariableFullContentResponse,
    WorkflowDraftVariableWithoutValueResponse,
    WorkflowDraftVariableResponse,
    WorkflowDraftVariableListWithoutValueResponse,
    WorkflowDraftVariableListResponse,
    WorkflowDraftEnvironmentVariableResponse,
    WorkflowDraftEnvironmentVariableListResponse,
    SimpleResultResponse,
)


def _convert_values_to_json_serializable_object(value: Segment) -> Any:
    match value:
        case FileSegment():
            return value.value.model_dump()
        case ArrayFileSegment():
            return [file.model_dump() for file in value.value]
        case SegmentGroup():
            return [_convert_values_to_json_serializable_object(i) for i in value.value]
        case _:
            return value.value


def _serialize_var_value(variable: WorkflowDraftVariable) -> Any:
    value = variable.get_value()
    # create a copy of the value to avoid affecting the model cache.
    value = value.model_copy(deep=True)
    # Refresh the url signature before returning it to client.
    match value:
        case FileSegment():
            file = value.value
            file.remote_url = file.generate_url()
        case ArrayFileSegment():
            files = value.value
            for file in files:
                file.remote_url = file.generate_url()
    return _convert_values_to_json_serializable_object(value)


def _serialize_variable_type(workflow_draft_var: WorkflowDraftVariable) -> str:
    value_type = workflow_draft_var.value_type
    return str(value_type.exposed_type())


def ensure_variable_access(
    variable: WorkflowDraftVariable | None,
    app_id: str,
    variable_id: str,
    current_user_id: str,
) -> WorkflowDraftVariable:
    if variable is None:
        raise NotFoundError(description=f"variable not found, id={variable_id}")
    if variable.app_id != app_id or variable.user_id != current_user_id:
        raise NotFoundError(description=f"variable not found, id={variable_id}")
    return variable


def validate_node_id(node_id: str) -> None:
    if node_id in [
        CONVERSATION_VARIABLE_NODE_ID,
        SYSTEM_VARIABLE_NODE_ID,
    ]:
        # NOTE(QuantumGhost): While we store the system and conversation variables as node variables
        # with specific `node_id` in database, we still want to make the API separated. By disallowing
        # accessing system and conversation variables in `WorkflowDraftNodeVariableListApi`,
        # we mitigate the risk that user of the API depending on the implementation detail of the API.
        #
        # ref: [Hyrum's Law](https://www.hyrumslaw.com/)

        raise InvalidArgumentError(
            f"invalid node_id, please use correspond api for conversation and system variables, node_id={node_id}",
        )


def _api_prerequisite[T, **P, R](
    f: Callable[Concatenate[T, Account, P], R],
) -> Callable[Concatenate[T, P], R | Response]:
    """Common prerequisites for all draft workflow variable APIs.

    It ensures the following conditions are satisfied:

    - Dify has been property setup.
    - The request user has logged in and initialized.
    - The requested app is a workflow or a chat flow.
    - The request user has the edit permission for the app.
    """

    @setup_required
    @login_required
    @account_initialization_required
    @edit_permission_required
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])
    @with_current_user
    @wraps(f)
    def wrapper(self: T, current_user: Account, *args: P.args, **kwargs: P.kwargs) -> R | Response:
        return f(self, current_user, *args, **kwargs)

    return wrapper


def _get_variable_list(app_model: App, node_id: str, current_user_id: str) -> WorkflowDraftVariableList:
    with sessionmaker(bind=db.engine, expire_on_commit=False).begin() as session:
        draft_var_srv = WorkflowDraftVariableService(
            session=session,
        )
        if node_id == CONVERSATION_VARIABLE_NODE_ID:
            draft_vars = draft_var_srv.list_conversation_variables(app_model.id, user_id=current_user_id)
        elif node_id == SYSTEM_VARIABLE_NODE_ID:
            draft_vars = draft_var_srv.list_system_variables(app_model.id, user_id=current_user_id)
        else:
            draft_vars = draft_var_srv.list_node_variables(
                app_id=app_model.id,
                node_id=node_id,
                user_id=current_user_id,
            )
    return draft_vars


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/variables")
class WorkflowVariableCollectionApi(Resource):
    @console_ns.doc("get_workflow_variables")
    @console_ns.doc(description="Get draft workflow variables")
    @console_ns.doc(params={"app_id": "Application ID"})
    @console_ns.doc(params=query_params_from_model(WorkflowDraftVariableListQuery))
    @console_ns.response(
        200,
        "Workflow variables retrieved successfully",
        console_ns.models[WorkflowDraftVariableListWithoutValueResponse.__name__],
    )
    @_api_prerequisite
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    def get(self, current_user: Account, app_model: App):
        """
        Get draft workflow
        """
        # response-contract:ignore constructed Pydantic response
        args = WorkflowDraftVariableListQuery.model_validate(request.args.to_dict(flat=True))

        # fetch draft workflow by app_model
        workflow_service = WorkflowService()
        workflow_exist = workflow_service.is_workflow_exist(app_model=app_model)
        if not workflow_exist:
            raise DraftWorkflowNotExist()

        # fetch draft workflow by app_model
        with sessionmaker(bind=db.engine, expire_on_commit=False).begin() as session:
            draft_var_srv = WorkflowDraftVariableService(
                session=session,
            )
            workflow_vars = draft_var_srv.list_variables_without_values(
                app_id=app_model.id,
                page=args.page,
                limit=args.limit,
                user_id=current_user.id,
            )

        return WorkflowDraftVariableListWithoutValueResponse.from_workflow_draft_variable_list(
            workflow_vars
        ).model_dump(mode="json")

    @console_ns.doc("delete_workflow_variables")
    @console_ns.doc(description="Delete all draft workflow variables")
    @console_ns.response(204, "Workflow variables deleted successfully")
    @_api_prerequisite
    def delete(self, current_user: Account, app_model: App):
        draft_var_srv = WorkflowDraftVariableService(
            session=db.session(),
        )
        draft_var_srv.delete_user_workflow_variables(app_model.id, user_id=current_user.id)
        db.session.commit()
        return "", 204


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/nodes/<string:node_id>/variables")
class NodeVariableCollectionApi(Resource):
    @console_ns.doc("get_node_variables")
    @console_ns.doc(description="Get variables for a specific node")
    @console_ns.doc(params={"app_id": "Application ID", "node_id": "Node ID"})
    @console_ns.response(
        200,
        "Node variables retrieved successfully",
        console_ns.models[WorkflowDraftVariableListResponse.__name__],
    )
    @_api_prerequisite
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    def get(self, current_user: Account, app_model: App, node_id: str):
        # response-contract:ignore constructed Pydantic response
        validate_node_id(node_id)
        with sessionmaker(bind=db.engine, expire_on_commit=False).begin() as session:
            draft_var_srv = WorkflowDraftVariableService(
                session=session,
            )
            node_vars = draft_var_srv.list_node_variables(app_model.id, node_id, user_id=current_user.id)

        return WorkflowDraftVariableListResponse.from_workflow_draft_variable_list(node_vars).model_dump(mode="json")

    @console_ns.doc("delete_node_variables")
    @console_ns.doc(description="Delete all variables for a specific node")
    @console_ns.response(204, "Node variables deleted successfully")
    @_api_prerequisite
    def delete(self, current_user: Account, app_model: App, node_id: str):
        validate_node_id(node_id)
        srv = WorkflowDraftVariableService(db.session())
        srv.delete_node_variables(app_model.id, node_id, user_id=current_user.id)
        db.session.commit()
        return "", 204


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/variables/<uuid:variable_id>")
class VariableApi(Resource):
    _PATCH_NAME_FIELD = "name"
    _PATCH_VALUE_FIELD = "value"

    @console_ns.doc("get_variable")
    @console_ns.doc(description="Get a specific workflow variable")
    @console_ns.doc(params={"app_id": "Application ID", "variable_id": "Variable ID"})
    @console_ns.response(
        200, "Variable retrieved successfully", console_ns.models[WorkflowDraftVariableResponse.__name__]
    )
    @console_ns.response(404, "Variable not found")
    @_api_prerequisite
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    def get(self, current_user: Account, app_model: App, variable_id: UUID):
        # response-contract:ignore constructed Pydantic response
        draft_var_srv = WorkflowDraftVariableService(
            session=db.session(),
        )
        variable_id_str = str(variable_id)
        variable = ensure_variable_access(
            variable=draft_var_srv.get_variable(variable_id=variable_id_str),
            app_id=app_model.id,
            variable_id=variable_id_str,
            current_user_id=current_user.id,
        )
        return WorkflowDraftVariableResponse.from_workflow_draft_variable(variable).model_dump(mode="json")

    @console_ns.doc("update_variable")
    @console_ns.doc(description="Update a workflow variable")
    @console_ns.expect(console_ns.models[WorkflowDraftVariableUpdatePayload.__name__])
    @console_ns.response(
        200, "Variable updated successfully", console_ns.models[WorkflowDraftVariableResponse.__name__]
    )
    @console_ns.response(404, "Variable not found")
    @_api_prerequisite
    def patch(self, current_user: Account, app_model: App, variable_id: UUID):
        # response-contract:ignore constructed Pydantic response
        # Request payload for file types:
        #
        # Local File:
        #
        #     {
        #         "type": "image",
        #         "transfer_method": "local_file",
        #         "url": "",
        #         "upload_file_id": "daded54f-72c7-4f8e-9d18-9b0abdd9f190"
        #     }
        #
        # Remote File:
        #
        #
        #     {
        #         "type": "image",
        #         "transfer_method": "remote_url",
        #         "url": "http://127.0.0.1:5001/files/1602650a-4fe4-423c-85a2-af76c083e3c4/file-preview?timestamp=1750041099&nonce=...&sign=...=",
        #         "upload_file_id": "1602650a-4fe4-423c-85a2-af76c083e3c4"
        #     }

        draft_var_srv = WorkflowDraftVariableService(
            session=db.session(),
        )
        args_model = WorkflowDraftVariableUpdatePayload.model_validate(console_ns.payload or {})

        variable_id_str = str(variable_id)
        variable = ensure_variable_access(
            variable=draft_var_srv.get_variable(variable_id=variable_id_str),
            app_id=app_model.id,
            variable_id=variable_id_str,
            current_user_id=current_user.id,
        )

        new_name = args_model.name
        raw_value = args_model.value
        if new_name is None and raw_value is None:
            return WorkflowDraftVariableResponse.from_workflow_draft_variable(variable).model_dump(mode="json")

        new_value = None
        if raw_value is not None:
            new_value_input: Any
            match variable.value_type:
                case SegmentType.FILE:
                    if not isinstance(raw_value, dict):
                        raise InvalidArgumentError(description=f"expected dict for file, got {type(raw_value)}")
                    new_value_input = build_from_mapping(
                        mapping=raw_value,
                        tenant_id=app_model.tenant_id,
                        access_controller=_file_access_controller,
                    )
                case SegmentType.ARRAY_FILE:
                    if not isinstance(raw_value, list):
                        raise InvalidArgumentError(description=f"expected list for files, got {type(raw_value)}")
                    for index, item in enumerate(raw_value):
                        if not isinstance(item, dict):
                            raise InvalidArgumentError(
                                description=f"expected dict for files[{index}], got {type(item)}"
                            )
                    new_value_input = build_from_mappings(
                        mappings=raw_value,
                        tenant_id=app_model.tenant_id,
                        access_controller=_file_access_controller,
                    )
                case _:
                    new_value_input = raw_value
            new_value = build_segment_with_type(variable.value_type, new_value_input)
        draft_var_srv.update_variable(variable, name=new_name, value=new_value)
        db.session.commit()
        return WorkflowDraftVariableResponse.from_workflow_draft_variable(variable).model_dump(mode="json")

    @console_ns.doc("delete_variable")
    @console_ns.doc(description="Delete a workflow variable")
    @console_ns.response(204, "Variable deleted successfully")
    @console_ns.response(404, "Variable not found")
    @_api_prerequisite
    def delete(self, current_user: Account, app_model: App, variable_id: UUID):
        draft_var_srv = WorkflowDraftVariableService(
            session=db.session(),
        )
        variable_id_str = str(variable_id)
        variable = ensure_variable_access(
            variable=draft_var_srv.get_variable(variable_id=variable_id_str),
            app_id=app_model.id,
            variable_id=variable_id_str,
            current_user_id=current_user.id,
        )
        draft_var_srv.delete_variable(variable)
        db.session.commit()
        return "", 204


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/variables/<uuid:variable_id>/reset")
class VariableResetApi(Resource):
    @console_ns.doc("reset_variable")
    @console_ns.doc(description="Reset a workflow variable to its default value")
    @console_ns.doc(params={"app_id": "Application ID", "variable_id": "Variable ID"})
    @console_ns.response(200, "Variable reset successfully", console_ns.models[WorkflowDraftVariableResponse.__name__])
    @console_ns.response(204, "Variable reset (no content)")
    @console_ns.response(404, "Variable not found")
    @_api_prerequisite
    def put(self, current_user: Account, app_model: App, variable_id: UUID):
        # response-contract:ignore constructed Pydantic response
        draft_var_srv = WorkflowDraftVariableService(
            session=db.session(),
        )

        workflow_srv = WorkflowService()
        draft_workflow = workflow_srv.get_draft_workflow(app_model)
        if draft_workflow is None:
            raise NotFoundError(
                f"Draft workflow not found, app_id={app_model.id}",
            )
        variable_id_str = str(variable_id)
        variable = ensure_variable_access(
            variable=draft_var_srv.get_variable(variable_id=variable_id_str),
            app_id=app_model.id,
            variable_id=variable_id_str,
            current_user_id=current_user.id,
        )

        resetted = draft_var_srv.reset_variable(draft_workflow, variable)
        db.session.commit()
        if resetted is None:
            return "", 204
        return WorkflowDraftVariableResponse.from_workflow_draft_variable(resetted).model_dump(mode="json")


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/conversation-variables")
class ConversationVariableCollectionApi(Resource):
    @console_ns.doc("get_conversation_variables")
    @console_ns.doc(description="Get conversation variables for workflow")
    @console_ns.doc(params={"app_id": "Application ID"})
    @console_ns.response(
        200,
        "Conversation variables retrieved successfully",
        console_ns.models[WorkflowDraftVariableListResponse.__name__],
    )
    @console_ns.response(404, "Draft workflow not found")
    @_api_prerequisite
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    def get(self, current_user: Account, app_model: App):
        # response-contract:ignore constructed Pydantic response
        # NOTE(QuantumGhost): Prefill conversation variables into the draft variables table
        # so their IDs can be returned to the caller.
        workflow_srv = WorkflowService()
        draft_workflow = workflow_srv.get_draft_workflow(app_model)
        if draft_workflow is None:
            raise NotFoundError(description=f"draft workflow not found, id={app_model.id}")
        draft_var_srv = WorkflowDraftVariableService(db.session())
        draft_var_srv.prefill_conversation_variable_default_values(draft_workflow, user_id=current_user.id)
        db.session.commit()
        return WorkflowDraftVariableListResponse.from_workflow_draft_variable_list(
            _get_variable_list(app_model, CONVERSATION_VARIABLE_NODE_ID, current_user.id)
        ).model_dump(mode="json")

    @console_ns.expect(console_ns.models[ConversationVariableUpdatePayload.__name__])
    @console_ns.doc("update_conversation_variables")
    @console_ns.doc(description="Update conversation variables for workflow draft")
    @console_ns.doc(params={"app_id": "Application ID"})
    @console_ns.response(
        200,
        "Conversation variables updated successfully",
        console_ns.models[SimpleResultResponse.__name__],
    )
    @setup_required
    @login_required
    @account_initialization_required
    @edit_permission_required
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_EDIT)
    @with_current_user
    @get_app_model(mode=AppMode.ADVANCED_CHAT)
    def post(self, current_user: Account, app_model: App):
        payload = ConversationVariableUpdatePayload.model_validate(console_ns.payload or {})

        workflow_service = WorkflowService()

        conversation_variables_list = payload.conversation_variables
        conversation_variables = [
            variable_factory.build_conversation_variable_from_mapping(obj) for obj in conversation_variables_list
        ]

        workflow_service.update_draft_workflow_conversation_variables(
            app_model=app_model,
            account=current_user,
            conversation_variables=conversation_variables,
        )

        return SimpleResultResponse(result="success").model_dump(mode="json")


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/system-variables")
class SystemVariableCollectionApi(Resource):
    @console_ns.doc("get_system_variables")
    @console_ns.doc(description="Get system variables for workflow")
    @console_ns.doc(params={"app_id": "Application ID"})
    @console_ns.response(
        200,
        "System variables retrieved successfully",
        console_ns.models[WorkflowDraftVariableListResponse.__name__],
    )
    @_api_prerequisite
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    def get(self, current_user: Account, app_model: App):
        # response-contract:ignore constructed Pydantic response
        return WorkflowDraftVariableListResponse.from_workflow_draft_variable_list(
            _get_variable_list(app_model, SYSTEM_VARIABLE_NODE_ID, current_user.id)
        ).model_dump(mode="json")


@console_ns.route("/apps/<uuid:app_id>/workflows/draft/environment-variables")
class EnvironmentVariableCollectionApi(Resource):
    @console_ns.doc("get_environment_variables")
    @console_ns.doc(description="Get environment variables for workflow")
    @console_ns.doc(params={"app_id": "Application ID"})
    @console_ns.response(
        200,
        "Environment variables retrieved successfully",
        console_ns.models[WorkflowDraftEnvironmentVariableListResponse.__name__],
    )
    @console_ns.response(404, "Draft workflow not found")
    @_api_prerequisite
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_VIEW_LAYOUT)
    def get(self, _current_user: Account, app_model: App):
        """
        Get draft workflow
        """
        # fetch draft workflow by app_model
        workflow_service = WorkflowService()
        workflow = workflow_service.get_draft_workflow(app_model=app_model)
        if workflow is None:
            raise DraftWorkflowNotExist()

        env_vars = workflow.environment_variables
        env_vars_list = []
        for v in env_vars:
            env_vars_list.append(
                WorkflowDraftEnvironmentVariableResponse(
                    id=v.id,
                    type="env",
                    name=v.name,
                    description=v.description,
                    selector=list(v.selector),
                    value_type=str(v.value_type.exposed_type()),
                    value=v.value,
                    # Do not track edited for env vars.
                    edited=False,
                    visible=True,
                    editable=True,
                )
            )

        return WorkflowDraftEnvironmentVariableListResponse(items=env_vars_list).model_dump(mode="json")

    @console_ns.expect(console_ns.models[EnvironmentVariableUpdatePayload.__name__])
    @console_ns.doc("update_environment_variables")
    @console_ns.doc(description="Update environment variables for workflow draft")
    @console_ns.doc(params={"app_id": "Application ID"})
    @console_ns.response(
        200,
        "Environment variables updated successfully",
        console_ns.models[SimpleResultResponse.__name__],
    )
    @setup_required
    @login_required
    @account_initialization_required
    @edit_permission_required
    @rbac_permission_required(RBACResourceScope.APP, RBACPermission.APP_EDIT)
    @with_current_user
    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])
    def post(self, current_user: Account, app_model: App):
        payload = EnvironmentVariableUpdatePayload.model_validate(console_ns.payload or {})

        workflow_service = WorkflowService()

        environment_variables_list = payload.environment_variables
        environment_variables = [
            variable_factory.build_environment_variable_from_mapping(obj) for obj in environment_variables_list
        ]

        workflow_service.update_draft_workflow_environment_variables(
            app_model=app_model,
            account=current_user,
            environment_variables=environment_variables,
        )

        return SimpleResultResponse(result="success").model_dump(mode="json")