dify
This commit is contained in:
564
dify/api/controllers/console/workspace/models.py
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564
dify/api/controllers/console/workspace/models.py
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@@ -0,0 +1,564 @@
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import logging
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from flask_restx import Resource, reqparse
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from controllers.console import console_ns
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from controllers.console.wraps import account_initialization_required, is_admin_or_owner_required, setup_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.helper import StrLen, uuid_value
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from libs.login import current_account_with_tenant, 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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logger = logging.getLogger(__name__)
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parser_get_default = reqparse.RequestParser().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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parser_post_default = reqparse.RequestParser().add_argument(
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"model_settings", type=list, required=True, nullable=False, location="json"
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)
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@console_ns.route("/workspaces/current/default-model")
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class DefaultModelApi(Resource):
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@console_ns.expect(parser_get_default)
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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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_, tenant_id = current_account_with_tenant()
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args = parser_get_default.parse_args()
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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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@console_ns.expect(parser_post_default)
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@setup_required
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@login_required
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@is_admin_or_owner_required
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@account_initialization_required
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def post(self):
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_, tenant_id = current_account_with_tenant()
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args = parser_post_default.parse_args()
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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 as ex:
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logger.exception(
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"Failed to update default model, model type: %s, model: %s",
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model_setting["model_type"],
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model_setting.get("model"),
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)
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raise ex
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return {"result": "success"}
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parser_post_models = (
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reqparse.RequestParser()
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.add_argument("model", type=str, required=True, nullable=False, location="json")
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.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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.add_argument("load_balancing", type=dict, required=False, nullable=True, location="json")
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.add_argument("config_from", type=str, required=False, nullable=True, location="json")
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.add_argument("credential_id", type=uuid_value, required=False, nullable=True, location="json")
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)
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parser_delete_models = (
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reqparse.RequestParser()
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.add_argument("model", type=str, required=True, nullable=False, location="json")
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.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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)
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@console_ns.route("/workspaces/current/model-providers/<path:provider>/models")
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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_account_with_tenant()
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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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@console_ns.expect(parser_post_models)
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@setup_required
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@login_required
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@is_admin_or_owner_required
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@account_initialization_required
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def post(self, provider: str):
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# To save the model's load balance configs
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_, tenant_id = current_account_with_tenant()
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args = parser_post_models.parse_args()
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if args.get("config_from", "") == "custom-model":
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if not args.get("credential_id"):
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raise ValueError("credential_id is required when configuring a custom-model")
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service = ModelProviderService()
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service.switch_active_custom_model_credential(
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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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credential_id=args["credential_id"],
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)
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model_load_balancing_service = ModelLoadBalancingService()
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if "load_balancing" in args and args["load_balancing"] and "configs" in args["load_balancing"]:
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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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config_from=args.get("config_from", ""),
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)
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if args.get("load_balancing", {}).get("enabled"):
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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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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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return {"result": "success"}, 200
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@console_ns.expect(parser_delete_models)
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@setup_required
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@login_required
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@is_admin_or_owner_required
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@account_initialization_required
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def delete(self, provider: str):
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_, tenant_id = current_account_with_tenant()
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args = parser_delete_models.parse_args()
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model_provider_service = ModelProviderService()
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model_provider_service.remove_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"}, 204
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parser_get_credentials = (
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reqparse.RequestParser()
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.add_argument("model", type=str, required=True, nullable=False, location="args")
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.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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.add_argument("config_from", type=str, required=False, nullable=True, location="args")
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.add_argument("credential_id", type=uuid_value, required=False, nullable=True, location="args")
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)
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parser_post_cred = (
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reqparse.RequestParser()
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.add_argument("model", type=str, required=True, nullable=False, location="json")
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.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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.add_argument("name", type=StrLen(30), required=False, nullable=True, location="json")
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.add_argument("credentials", type=dict, required=True, nullable=False, location="json")
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)
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parser_put_cred = (
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reqparse.RequestParser()
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.add_argument("model", type=str, required=True, nullable=False, location="json")
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.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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.add_argument("credential_id", type=uuid_value, required=True, nullable=False, location="json")
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.add_argument("credentials", type=dict, required=True, nullable=False, location="json")
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.add_argument("name", type=StrLen(30), required=False, nullable=True, location="json")
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)
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parser_delete_cred = (
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reqparse.RequestParser()
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.add_argument("model", type=str, required=True, nullable=False, location="json")
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.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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.add_argument("credential_id", type=uuid_value, required=True, nullable=False, location="json")
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)
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@console_ns.route("/workspaces/current/model-providers/<path:provider>/models/credentials")
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class ModelProviderModelCredentialApi(Resource):
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@console_ns.expect(parser_get_credentials)
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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_account_with_tenant()
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args = parser_get_credentials.parse_args()
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model_provider_service = ModelProviderService()
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current_credential = model_provider_service.get_model_credential(
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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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credential_id=args.get("credential_id"),
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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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config_from=args.get("config_from", ""),
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)
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if args.get("config_from", "") == "predefined-model":
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available_credentials = model_provider_service.provider_manager.get_provider_available_credentials(
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tenant_id=tenant_id, provider_name=provider
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)
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else:
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model_type = ModelType.value_of(args["model_type"]).to_origin_model_type()
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available_credentials = model_provider_service.provider_manager.get_provider_model_available_credentials(
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tenant_id=tenant_id, provider_name=provider, model_type=model_type, model_name=args["model"]
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)
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return jsonable_encoder(
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{
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"credentials": current_credential.get("credentials") if current_credential else {},
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"current_credential_id": current_credential.get("current_credential_id")
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if current_credential
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else None,
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"current_credential_name": current_credential.get("current_credential_name")
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if current_credential
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else None,
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"load_balancing": {"enabled": is_load_balancing_enabled, "configs": load_balancing_configs},
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"available_credentials": available_credentials,
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}
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)
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@console_ns.expect(parser_post_cred)
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@setup_required
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@login_required
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@is_admin_or_owner_required
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@account_initialization_required
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def post(self, provider: str):
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_, tenant_id = current_account_with_tenant()
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args = parser_post_cred.parse_args()
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model_provider_service = ModelProviderService()
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try:
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model_provider_service.create_model_credential(
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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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credential_name=args["name"],
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)
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except CredentialsValidateFailedError as ex:
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logger.exception(
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"Failed to save model credentials, tenant_id: %s, model: %s, model_type: %s",
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tenant_id,
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args.get("model"),
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args.get("model_type"),
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)
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raise ValueError(str(ex))
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return {"result": "success"}, 201
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@console_ns.expect(parser_put_cred)
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@setup_required
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@login_required
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@is_admin_or_owner_required
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@account_initialization_required
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def put(self, provider: str):
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_, current_tenant_id = current_account_with_tenant()
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args = parser_put_cred.parse_args()
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model_provider_service = ModelProviderService()
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try:
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model_provider_service.update_model_credential(
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tenant_id=current_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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credentials=args["credentials"],
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credential_id=args["credential_id"],
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credential_name=args["name"],
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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"}
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@console_ns.expect(parser_delete_cred)
|
||||
@setup_required
|
||||
@login_required
|
||||
@is_admin_or_owner_required
|
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@account_initialization_required
|
||||
def delete(self, provider: str):
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_, current_tenant_id = current_account_with_tenant()
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args = parser_delete_cred.parse_args()
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||||
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model_provider_service = ModelProviderService()
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model_provider_service.remove_model_credential(
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tenant_id=current_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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credential_id=args["credential_id"],
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)
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return {"result": "success"}, 204
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parser_switch = (
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reqparse.RequestParser()
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||||
.add_argument("model", type=str, required=True, nullable=False, location="json")
|
||||
.add_argument(
|
||||
"model_type",
|
||||
type=str,
|
||||
required=True,
|
||||
nullable=False,
|
||||
choices=[mt.value for mt in ModelType],
|
||||
location="json",
|
||||
)
|
||||
.add_argument("credential_id", type=str, required=True, nullable=False, location="json")
|
||||
)
|
||||
|
||||
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||||
@console_ns.route("/workspaces/current/model-providers/<path:provider>/models/credentials/switch")
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||||
class ModelProviderModelCredentialSwitchApi(Resource):
|
||||
@console_ns.expect(parser_switch)
|
||||
@setup_required
|
||||
@login_required
|
||||
@is_admin_or_owner_required
|
||||
@account_initialization_required
|
||||
def post(self, provider: str):
|
||||
_, current_tenant_id = current_account_with_tenant()
|
||||
|
||||
args = parser_switch.parse_args()
|
||||
|
||||
service = ModelProviderService()
|
||||
service.add_model_credential_to_model_list(
|
||||
tenant_id=current_tenant_id,
|
||||
provider=provider,
|
||||
model_type=args["model_type"],
|
||||
model=args["model"],
|
||||
credential_id=args["credential_id"],
|
||||
)
|
||||
return {"result": "success"}
|
||||
|
||||
|
||||
parser_model_enable_disable = (
|
||||
reqparse.RequestParser()
|
||||
.add_argument("model", type=str, required=True, nullable=False, location="json")
|
||||
.add_argument(
|
||||
"model_type",
|
||||
type=str,
|
||||
required=True,
|
||||
nullable=False,
|
||||
choices=[mt.value for mt in ModelType],
|
||||
location="json",
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
@console_ns.route(
|
||||
"/workspaces/current/model-providers/<path:provider>/models/enable", endpoint="model-provider-model-enable"
|
||||
)
|
||||
class ModelProviderModelEnableApi(Resource):
|
||||
@console_ns.expect(parser_model_enable_disable)
|
||||
@setup_required
|
||||
@login_required
|
||||
@account_initialization_required
|
||||
def patch(self, provider: str):
|
||||
_, tenant_id = current_account_with_tenant()
|
||||
|
||||
args = parser_model_enable_disable.parse_args()
|
||||
|
||||
model_provider_service = ModelProviderService()
|
||||
model_provider_service.enable_model(
|
||||
tenant_id=tenant_id, provider=provider, model=args["model"], model_type=args["model_type"]
|
||||
)
|
||||
|
||||
return {"result": "success"}
|
||||
|
||||
|
||||
@console_ns.route(
|
||||
"/workspaces/current/model-providers/<path:provider>/models/disable", endpoint="model-provider-model-disable"
|
||||
)
|
||||
class ModelProviderModelDisableApi(Resource):
|
||||
@console_ns.expect(parser_model_enable_disable)
|
||||
@setup_required
|
||||
@login_required
|
||||
@account_initialization_required
|
||||
def patch(self, provider: str):
|
||||
_, tenant_id = current_account_with_tenant()
|
||||
|
||||
args = parser_model_enable_disable.parse_args()
|
||||
|
||||
model_provider_service = ModelProviderService()
|
||||
model_provider_service.disable_model(
|
||||
tenant_id=tenant_id, provider=provider, model=args["model"], model_type=args["model_type"]
|
||||
)
|
||||
|
||||
return {"result": "success"}
|
||||
|
||||
|
||||
parser_validate = (
|
||||
reqparse.RequestParser()
|
||||
.add_argument("model", type=str, required=True, nullable=False, location="json")
|
||||
.add_argument(
|
||||
"model_type",
|
||||
type=str,
|
||||
required=True,
|
||||
nullable=False,
|
||||
choices=[mt.value for mt in ModelType],
|
||||
location="json",
|
||||
)
|
||||
.add_argument("credentials", type=dict, required=True, nullable=False, location="json")
|
||||
)
|
||||
|
||||
|
||||
@console_ns.route("/workspaces/current/model-providers/<path:provider>/models/credentials/validate")
|
||||
class ModelProviderModelValidateApi(Resource):
|
||||
@console_ns.expect(parser_validate)
|
||||
@setup_required
|
||||
@login_required
|
||||
@account_initialization_required
|
||||
def post(self, provider: str):
|
||||
_, tenant_id = current_account_with_tenant()
|
||||
|
||||
args = parser_validate.parse_args()
|
||||
|
||||
model_provider_service = ModelProviderService()
|
||||
|
||||
result = True
|
||||
error = ""
|
||||
|
||||
try:
|
||||
model_provider_service.validate_model_credentials(
|
||||
tenant_id=tenant_id,
|
||||
provider=provider,
|
||||
model=args["model"],
|
||||
model_type=args["model_type"],
|
||||
credentials=args["credentials"],
|
||||
)
|
||||
except CredentialsValidateFailedError as ex:
|
||||
result = False
|
||||
error = str(ex)
|
||||
|
||||
response = {"result": "success" if result else "error"}
|
||||
|
||||
if not result:
|
||||
response["error"] = error or ""
|
||||
|
||||
return response
|
||||
|
||||
|
||||
parser_parameter = reqparse.RequestParser().add_argument(
|
||||
"model", type=str, required=True, nullable=False, location="args"
|
||||
)
|
||||
|
||||
|
||||
@console_ns.route("/workspaces/current/model-providers/<path:provider>/models/parameter-rules")
|
||||
class ModelProviderModelParameterRuleApi(Resource):
|
||||
@console_ns.expect(parser_parameter)
|
||||
@setup_required
|
||||
@login_required
|
||||
@account_initialization_required
|
||||
def get(self, provider: str):
|
||||
args = parser_parameter.parse_args()
|
||||
_, tenant_id = current_account_with_tenant()
|
||||
|
||||
model_provider_service = ModelProviderService()
|
||||
parameter_rules = model_provider_service.get_model_parameter_rules(
|
||||
tenant_id=tenant_id, provider=provider, model=args["model"]
|
||||
)
|
||||
|
||||
return jsonable_encoder({"data": parameter_rules})
|
||||
|
||||
|
||||
@console_ns.route("/workspaces/current/models/model-types/<string:model_type>")
|
||||
class ModelProviderAvailableModelApi(Resource):
|
||||
@setup_required
|
||||
@login_required
|
||||
@account_initialization_required
|
||||
def get(self, model_type):
|
||||
_, tenant_id = current_account_with_tenant()
|
||||
model_provider_service = ModelProviderService()
|
||||
models = model_provider_service.get_models_by_model_type(tenant_id=tenant_id, model_type=model_type)
|
||||
|
||||
return jsonable_encoder({"data": models})
|
||||
Reference in New Issue
Block a user