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	Co-authored-by: crazywoola <100913391+crazywoola@users.noreply.github.com> Co-authored-by: crazywoola <427733928@qq.com>
		
			
				
	
	
		
			375 lines
		
	
	
		
			13 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			375 lines
		
	
	
		
			13 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
import logging
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from flask_login import current_user
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from flask_restful import Resource, reqparse
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from werkzeug.exceptions import Forbidden
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from controllers.console import api
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from controllers.console.setup import setup_required
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from controllers.console.wraps import account_initialization_required
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from core.model_runtime.entities.model_entities import ModelType
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from core.model_runtime.errors.validate import CredentialsValidateFailedError
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from core.model_runtime.utils.encoders import jsonable_encoder
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from libs.login import login_required
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from services.model_load_balancing_service import ModelLoadBalancingService
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from services.model_provider_service import ModelProviderService
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class DefaultModelApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def get(self):
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        parser = reqparse.RequestParser()
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='args')
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        args = parser.parse_args()
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        tenant_id = current_user.current_tenant_id
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        model_provider_service = ModelProviderService()
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        default_model_entity = model_provider_service.get_default_model_of_model_type(
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            tenant_id=tenant_id,
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            model_type=args['model_type']
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        )
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        return jsonable_encoder({
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            "data": default_model_entity
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        })
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def post(self):
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        if not current_user.is_admin_or_owner:
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            raise Forbidden()
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        parser = reqparse.RequestParser()
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        parser.add_argument('model_settings', type=list, required=True, nullable=False, location='json')
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        args = parser.parse_args()
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        tenant_id = current_user.current_tenant_id
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        model_provider_service = ModelProviderService()
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        model_settings = args['model_settings']
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        for model_setting in model_settings:
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            if 'model_type' not in model_setting or model_setting['model_type'] not in [mt.value for mt in ModelType]:
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                raise ValueError('invalid model type')
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            if 'provider' not in model_setting:
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                continue
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            if 'model' not in model_setting:
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                raise ValueError('invalid model')
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            try:
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                model_provider_service.update_default_model_of_model_type(
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                    tenant_id=tenant_id,
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                    model_type=model_setting['model_type'],
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                    provider=model_setting['provider'],
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                    model=model_setting['model']
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                )
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            except Exception:
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                logging.warning(f"{model_setting['model_type']} save error")
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        return {'result': 'success'}
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class ModelProviderModelApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def get(self, provider):
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        tenant_id = current_user.current_tenant_id
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        model_provider_service = ModelProviderService()
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        models = model_provider_service.get_models_by_provider(
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            tenant_id=tenant_id,
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            provider=provider
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        )
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        return jsonable_encoder({
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            "data": models
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        })
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def post(self, provider: str):
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        if not current_user.is_admin_or_owner:
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            raise Forbidden()
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        tenant_id = current_user.current_tenant_id
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='json')
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        parser.add_argument('credentials', type=dict, required=False, nullable=True, location='json')
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        parser.add_argument('load_balancing', type=dict, required=False, nullable=True, location='json')
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        parser.add_argument('config_from', type=str, required=False, nullable=True, location='json')
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        args = parser.parse_args()
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        model_load_balancing_service = ModelLoadBalancingService()
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        if ('load_balancing' in args and args['load_balancing'] and
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                'enabled' in args['load_balancing'] and args['load_balancing']['enabled']):
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            if 'configs' not in args['load_balancing']:
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                raise ValueError('invalid load balancing configs')
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            # save load balancing configs
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            model_load_balancing_service.update_load_balancing_configs(
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                tenant_id=tenant_id,
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                provider=provider,
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                model=args['model'],
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                model_type=args['model_type'],
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                configs=args['load_balancing']['configs']
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            )
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            # enable load balancing
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            model_load_balancing_service.enable_model_load_balancing(
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                tenant_id=tenant_id,
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                provider=provider,
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                model=args['model'],
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                model_type=args['model_type']
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            )
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        else:
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            # disable load balancing
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            model_load_balancing_service.disable_model_load_balancing(
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                tenant_id=tenant_id,
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                provider=provider,
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                model=args['model'],
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                model_type=args['model_type']
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            )
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            if args.get('config_from', '') != 'predefined-model':
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                model_provider_service = ModelProviderService()
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                try:
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                    model_provider_service.save_model_credentials(
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                        tenant_id=tenant_id,
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                        provider=provider,
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                        model=args['model'],
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                        model_type=args['model_type'],
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                        credentials=args['credentials']
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                    )
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                except CredentialsValidateFailedError as ex:
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                    raise ValueError(str(ex))
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        return {'result': 'success'}, 200
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def delete(self, provider: str):
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        if not current_user.is_admin_or_owner:
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            raise Forbidden()
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        tenant_id = current_user.current_tenant_id
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='json')
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        args = parser.parse_args()
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        model_provider_service = ModelProviderService()
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        model_provider_service.remove_model_credentials(
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            tenant_id=tenant_id,
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            provider=provider,
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            model=args['model'],
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            model_type=args['model_type']
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        )
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        return {'result': 'success'}, 204
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class ModelProviderModelCredentialApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def get(self, provider: str):
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        tenant_id = current_user.current_tenant_id
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='args')
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='args')
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        args = parser.parse_args()
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        model_provider_service = ModelProviderService()
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        credentials = model_provider_service.get_model_credentials(
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            tenant_id=tenant_id,
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            provider=provider,
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            model_type=args['model_type'],
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            model=args['model']
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        )
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        model_load_balancing_service = ModelLoadBalancingService()
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        is_load_balancing_enabled, load_balancing_configs = model_load_balancing_service.get_load_balancing_configs(
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            tenant_id=tenant_id,
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            provider=provider,
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            model=args['model'],
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            model_type=args['model_type']
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        )
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        return {
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            "credentials": credentials,
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            "load_balancing": {
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                "enabled": is_load_balancing_enabled,
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                "configs": load_balancing_configs
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            }
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        }
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class ModelProviderModelEnableApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def patch(self, provider: str):
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        tenant_id = current_user.current_tenant_id
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='json')
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        args = parser.parse_args()
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        model_provider_service = ModelProviderService()
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        model_provider_service.enable_model(
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            tenant_id=tenant_id,
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            provider=provider,
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            model=args['model'],
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            model_type=args['model_type']
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        )
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        return {'result': 'success'}
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class ModelProviderModelDisableApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def patch(self, provider: str):
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        tenant_id = current_user.current_tenant_id
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='json')
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        args = parser.parse_args()
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        model_provider_service = ModelProviderService()
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        model_provider_service.disable_model(
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            tenant_id=tenant_id,
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            provider=provider,
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            model=args['model'],
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            model_type=args['model_type']
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        )
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        return {'result': 'success'}
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class ModelProviderModelValidateApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def post(self, provider: str):
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        tenant_id = current_user.current_tenant_id
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='json')
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        parser.add_argument('model_type', type=str, required=True, nullable=False,
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                            choices=[mt.value for mt in ModelType], location='json')
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        parser.add_argument('credentials', type=dict, required=True, nullable=False, location='json')
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        args = parser.parse_args()
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        model_provider_service = ModelProviderService()
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        result = True
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        error = None
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        try:
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            model_provider_service.model_credentials_validate(
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                tenant_id=tenant_id,
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                provider=provider,
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                model=args['model'],
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                model_type=args['model_type'],
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                credentials=args['credentials']
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            )
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        except CredentialsValidateFailedError as ex:
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            result = False
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            error = str(ex)
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        response = {'result': 'success' if result else 'error'}
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        if not result:
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            response['error'] = error
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        return response
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class ModelProviderModelParameterRuleApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def get(self, provider: str):
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        parser = reqparse.RequestParser()
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        parser.add_argument('model', type=str, required=True, nullable=False, location='args')
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        args = parser.parse_args()
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        tenant_id = current_user.current_tenant_id
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        model_provider_service = ModelProviderService()
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        parameter_rules = model_provider_service.get_model_parameter_rules(
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            tenant_id=tenant_id,
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            provider=provider,
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            model=args['model']
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        )
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        return jsonable_encoder({
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            "data": parameter_rules
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        })
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class ModelProviderAvailableModelApi(Resource):
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    @setup_required
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    @login_required
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    @account_initialization_required
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    def get(self, model_type):
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        tenant_id = current_user.current_tenant_id
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        model_provider_service = ModelProviderService()
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        models = model_provider_service.get_models_by_model_type(
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            tenant_id=tenant_id,
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            model_type=model_type
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        )
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        return jsonable_encoder({
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            "data": models
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        })
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api.add_resource(ModelProviderModelApi, '/workspaces/current/model-providers/<string:provider>/models')
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api.add_resource(ModelProviderModelEnableApi, '/workspaces/current/model-providers/<string:provider>/models/enable',
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                 endpoint='model-provider-model-enable')
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api.add_resource(ModelProviderModelDisableApi, '/workspaces/current/model-providers/<string:provider>/models/disable',
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                 endpoint='model-provider-model-disable')
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api.add_resource(ModelProviderModelCredentialApi,
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                 '/workspaces/current/model-providers/<string:provider>/models/credentials')
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api.add_resource(ModelProviderModelValidateApi,
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                 '/workspaces/current/model-providers/<string:provider>/models/credentials/validate')
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api.add_resource(ModelProviderModelParameterRuleApi,
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                 '/workspaces/current/model-providers/<string:provider>/models/parameter-rules')
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api.add_resource(ModelProviderAvailableModelApi, '/workspaces/current/models/model-types/<string:model_type>')
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api.add_resource(DefaultModelApi, '/workspaces/current/default-model')
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