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382 lines
13 KiB
Python
382 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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="args",
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)
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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, model_type=args["model_type"]
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)
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return jsonable_encoder({"data": default_model_entity})
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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(tenant_id=tenant_id, provider=provider)
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return jsonable_encoder({"data": models})
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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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="json",
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)
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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 (
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"load_balancing" in args
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and args["load_balancing"]
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and "enabled" in args["load_balancing"]
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and args["load_balancing"]["enabled"]
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):
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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, provider=provider, model=args["model"], 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, provider=provider, model=args["model"], 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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logging.exception(f"save model credentials error: {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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="json",
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)
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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, provider=provider, model=args["model"], 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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="args",
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)
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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, provider=provider, model_type=args["model_type"], 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, provider=provider, model=args["model"], 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": {"enabled": is_load_balancing_enabled, "configs": load_balancing_configs},
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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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="json",
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)
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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, provider=provider, model=args["model"], 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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="json",
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)
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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, provider=provider, model=args["model"], 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(
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"model_type",
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type=str,
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required=True,
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nullable=False,
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choices=[mt.value for mt in ModelType],
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location="json",
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)
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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, provider=provider, model=args["model"]
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)
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return jsonable_encoder({"data": parameter_rules})
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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(tenant_id=tenant_id, model_type=model_type)
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return jsonable_encoder({"data": models})
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api.add_resource(ModelProviderModelApi, "/workspaces/current/model-providers/<string:provider>/models")
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api.add_resource(
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ModelProviderModelEnableApi,
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"/workspaces/current/model-providers/<string:provider>/models/enable",
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endpoint="model-provider-model-enable",
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)
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api.add_resource(
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ModelProviderModelDisableApi,
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"/workspaces/current/model-providers/<string:provider>/models/disable",
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endpoint="model-provider-model-disable",
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)
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api.add_resource(
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ModelProviderModelCredentialApi, "/workspaces/current/model-providers/<string:provider>/models/credentials"
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)
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api.add_resource(
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ModelProviderModelValidateApi, "/workspaces/current/model-providers/<string:provider>/models/credentials/validate"
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)
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api.add_resource(
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ModelProviderModelParameterRuleApi, "/workspaces/current/model-providers/<string:provider>/models/parameter-rules"
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)
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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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