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Model Runtime (#1858)
Co-authored-by: StyleZhang <jasonapring2015@outlook.com> Co-authored-by: Garfield Dai <dai.hai@foxmail.com> Co-authored-by: chenhe <guchenhe@gmail.com> Co-authored-by: jyong <jyong@dify.ai> Co-authored-by: Joel <iamjoel007@gmail.com> Co-authored-by: Yeuoly <admin@srmxy.cn>
This commit is contained in:
takatost
657
api/core/entities/provider_configuration.py
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657
api/core/entities/provider_configuration.py
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@@ -0,0 +1,657 @@
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import datetime
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import json
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import time
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from json import JSONDecodeError
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from typing import Optional, List, Dict, Tuple, Iterator
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from pydantic import BaseModel
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from core.entities.model_entities import ModelWithProviderEntity, ModelStatus, SimpleModelProviderEntity
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from core.entities.provider_entities import SystemConfiguration, CustomConfiguration, SystemConfigurationStatus
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from core.helper import encrypter
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from core.model_runtime.entities.model_entities import ModelType
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from core.model_runtime.entities.provider_entities import ProviderEntity, CredentialFormSchema, FormType
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from core.model_runtime.model_providers import model_provider_factory
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from core.model_runtime.model_providers.__base.ai_model import AIModel
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from core.model_runtime.model_providers.__base.model_provider import ModelProvider
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from core.model_runtime.utils import encoders
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from extensions.ext_database import db
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from models.provider import ProviderType, Provider, ProviderModel, TenantPreferredModelProvider
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class ProviderConfiguration(BaseModel):
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"""
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Model class for provider configuration.
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"""
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tenant_id: str
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provider: ProviderEntity
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preferred_provider_type: ProviderType
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using_provider_type: ProviderType
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system_configuration: SystemConfiguration
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custom_configuration: CustomConfiguration
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def get_current_credentials(self, model_type: ModelType, model: str) -> Optional[dict]:
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"""
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Get current credentials.
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:param model_type: model type
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:param model: model name
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:return:
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"""
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if self.using_provider_type == ProviderType.SYSTEM:
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return self.system_configuration.credentials
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else:
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if self.custom_configuration.models:
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for model_configuration in self.custom_configuration.models:
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if model_configuration.model_type == model_type and model_configuration.model == model:
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return model_configuration.credentials
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if self.custom_configuration.provider:
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return self.custom_configuration.provider.credentials
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else:
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return None
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def get_system_configuration_status(self) -> SystemConfigurationStatus:
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"""
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Get system configuration status.
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:return:
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"""
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if self.system_configuration.enabled is False:
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return SystemConfigurationStatus.UNSUPPORTED
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current_quota_type = self.system_configuration.current_quota_type
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current_quota_configuration = next(
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(q for q in self.system_configuration.quota_configurations if q.quota_type == current_quota_type),
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None
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)
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return SystemConfigurationStatus.ACTIVE if current_quota_configuration.is_valid else \
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SystemConfigurationStatus.QUOTA_EXCEEDED
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def is_custom_configuration_available(self) -> bool:
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"""
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Check custom configuration available.
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:return:
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"""
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return (self.custom_configuration.provider is not None
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or len(self.custom_configuration.models) > 0)
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def get_custom_credentials(self, obfuscated: bool = False) -> Optional[dict]:
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"""
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Get custom credentials.
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:param obfuscated: obfuscated secret data in credentials
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:return:
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"""
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if self.custom_configuration.provider is None:
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return None
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credentials = self.custom_configuration.provider.credentials
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if not obfuscated:
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return credentials
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# Obfuscate credentials
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return self._obfuscated_credentials(
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credentials=credentials,
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credential_form_schemas=self.provider.provider_credential_schema.credential_form_schemas
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if self.provider.provider_credential_schema else []
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)
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def custom_credentials_validate(self, credentials: dict) -> Tuple[Provider, dict]:
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"""
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Validate custom credentials.
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:param credentials: provider credentials
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:return:
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"""
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# get provider
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provider_record = db.session.query(Provider) \
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.filter(
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Provider.tenant_id == self.tenant_id,
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Provider.provider_name == self.provider.provider,
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Provider.provider_type == ProviderType.CUSTOM.value
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).first()
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# Get provider credential secret variables
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provider_credential_secret_variables = self._extract_secret_variables(
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self.provider.provider_credential_schema.credential_form_schemas
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if self.provider.provider_credential_schema else []
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)
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if provider_record:
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try:
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original_credentials = json.loads(provider_record.encrypted_config) if provider_record.encrypted_config else {}
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except JSONDecodeError:
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original_credentials = {}
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# encrypt credentials
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for key, value in credentials.items():
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if key in provider_credential_secret_variables:
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# if send [__HIDDEN__] in secret input, it will be same as original value
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if value == '[__HIDDEN__]' and key in original_credentials:
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credentials[key] = encrypter.decrypt_token(self.tenant_id, original_credentials[key])
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model_provider_factory.provider_credentials_validate(
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self.provider.provider,
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credentials
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)
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for key, value in credentials.items():
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if key in provider_credential_secret_variables:
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credentials[key] = encrypter.encrypt_token(self.tenant_id, value)
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return provider_record, credentials
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def add_or_update_custom_credentials(self, credentials: dict) -> None:
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"""
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Add or update custom provider credentials.
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:param credentials:
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:return:
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"""
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# validate custom provider config
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provider_record, credentials = self.custom_credentials_validate(credentials)
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# save provider
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# Note: Do not switch the preferred provider, which allows users to use quotas first
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if provider_record:
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provider_record.encrypted_config = json.dumps(credentials)
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provider_record.is_valid = True
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provider_record.updated_at = datetime.datetime.utcnow()
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db.session.commit()
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else:
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provider_record = Provider(
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tenant_id=self.tenant_id,
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provider_name=self.provider.provider,
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provider_type=ProviderType.CUSTOM.value,
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encrypted_config=json.dumps(credentials),
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is_valid=True
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)
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db.session.add(provider_record)
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db.session.commit()
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self.switch_preferred_provider_type(ProviderType.CUSTOM)
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def delete_custom_credentials(self) -> None:
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"""
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Delete custom provider credentials.
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:return:
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"""
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# get provider
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provider_record = db.session.query(Provider) \
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.filter(
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Provider.tenant_id == self.tenant_id,
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Provider.provider_name == self.provider.provider,
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Provider.provider_type == ProviderType.CUSTOM.value
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).first()
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# delete provider
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if provider_record:
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self.switch_preferred_provider_type(ProviderType.SYSTEM)
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db.session.delete(provider_record)
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db.session.commit()
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def get_custom_model_credentials(self, model_type: ModelType, model: str, obfuscated: bool = False) \
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-> Optional[dict]:
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"""
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Get custom model credentials.
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:param model_type: model type
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:param model: model name
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:param obfuscated: obfuscated secret data in credentials
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:return:
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"""
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if not self.custom_configuration.models:
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return None
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for model_configuration in self.custom_configuration.models:
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if model_configuration.model_type == model_type and model_configuration.model == model:
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credentials = model_configuration.credentials
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if not obfuscated:
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return credentials
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# Obfuscate credentials
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return self._obfuscated_credentials(
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credentials=credentials,
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credential_form_schemas=self.provider.model_credential_schema.credential_form_schemas
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if self.provider.model_credential_schema else []
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)
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return None
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def custom_model_credentials_validate(self, model_type: ModelType, model: str, credentials: dict) \
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-> Tuple[ProviderModel, dict]:
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"""
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Validate custom model credentials.
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:param model_type: model type
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:param model: model name
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:param credentials: model credentials
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:return:
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"""
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# get provider model
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provider_model_record = db.session.query(ProviderModel) \
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.filter(
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ProviderModel.tenant_id == self.tenant_id,
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ProviderModel.provider_name == self.provider.provider,
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ProviderModel.model_name == model,
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ProviderModel.model_type == model_type.to_origin_model_type()
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).first()
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# Get provider credential secret variables
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provider_credential_secret_variables = self._extract_secret_variables(
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self.provider.model_credential_schema.credential_form_schemas
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if self.provider.model_credential_schema else []
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)
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if provider_model_record:
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try:
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original_credentials = json.loads(provider_model_record.encrypted_config) if provider_model_record.encrypted_config else {}
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except JSONDecodeError:
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original_credentials = {}
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# decrypt credentials
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for key, value in credentials.items():
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if key in provider_credential_secret_variables:
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# if send [__HIDDEN__] in secret input, it will be same as original value
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if value == '[__HIDDEN__]' and key in original_credentials:
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credentials[key] = encrypter.decrypt_token(self.tenant_id, original_credentials[key])
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model_provider_factory.model_credentials_validate(
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provider=self.provider.provider,
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model_type=model_type,
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model=model,
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credentials=credentials
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)
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model_schema = (
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model_provider_factory.get_provider_instance(self.provider.provider)
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.get_model_instance(model_type)._get_customizable_model_schema(
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model=model,
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credentials=credentials
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)
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)
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if model_schema:
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credentials['schema'] = json.dumps(encoders.jsonable_encoder(model_schema))
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for key, value in credentials.items():
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if key in provider_credential_secret_variables:
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credentials[key] = encrypter.encrypt_token(self.tenant_id, value)
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return provider_model_record, credentials
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def add_or_update_custom_model_credentials(self, model_type: ModelType, model: str, credentials: dict) -> None:
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"""
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Add or update custom model credentials.
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:param model_type: model type
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:param model: model name
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:param credentials: model credentials
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:return:
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"""
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# validate custom model config
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provider_model_record, credentials = self.custom_model_credentials_validate(model_type, model, credentials)
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# save provider model
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# Note: Do not switch the preferred provider, which allows users to use quotas first
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if provider_model_record:
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provider_model_record.encrypted_config = json.dumps(credentials)
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provider_model_record.is_valid = True
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provider_model_record.updated_at = datetime.datetime.utcnow()
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db.session.commit()
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else:
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provider_model_record = ProviderModel(
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tenant_id=self.tenant_id,
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provider_name=self.provider.provider,
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model_name=model,
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model_type=model_type.to_origin_model_type(),
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encrypted_config=json.dumps(credentials),
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is_valid=True
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)
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db.session.add(provider_model_record)
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db.session.commit()
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def delete_custom_model_credentials(self, model_type: ModelType, model: str) -> None:
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"""
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Delete custom model credentials.
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:param model_type: model type
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:param model: model name
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:return:
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"""
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# get provider model
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provider_model_record = db.session.query(ProviderModel) \
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.filter(
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ProviderModel.tenant_id == self.tenant_id,
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ProviderModel.provider_name == self.provider.provider,
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ProviderModel.model_name == model,
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ProviderModel.model_type == model_type.to_origin_model_type()
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).first()
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# delete provider model
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if provider_model_record:
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db.session.delete(provider_model_record)
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db.session.commit()
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def get_provider_instance(self) -> ModelProvider:
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"""
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Get provider instance.
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:return:
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"""
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return model_provider_factory.get_provider_instance(self.provider.provider)
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def get_model_type_instance(self, model_type: ModelType) -> AIModel:
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"""
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Get current model type instance.
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:param model_type: model type
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:return:
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"""
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# Get provider instance
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provider_instance = self.get_provider_instance()
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# Get model instance of LLM
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return provider_instance.get_model_instance(model_type)
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def switch_preferred_provider_type(self, provider_type: ProviderType) -> None:
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"""
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Switch preferred provider type.
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:param provider_type:
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:return:
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"""
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if provider_type == self.preferred_provider_type:
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return
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if provider_type == ProviderType.SYSTEM and not self.system_configuration.enabled:
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return
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# get preferred provider
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preferred_model_provider = db.session.query(TenantPreferredModelProvider) \
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.filter(
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TenantPreferredModelProvider.tenant_id == self.tenant_id,
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TenantPreferredModelProvider.provider_name == self.provider.provider
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).first()
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if preferred_model_provider:
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preferred_model_provider.preferred_provider_type = provider_type.value
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else:
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preferred_model_provider = TenantPreferredModelProvider(
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tenant_id=self.tenant_id,
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provider_name=self.provider.provider,
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preferred_provider_type=provider_type.value
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)
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db.session.add(preferred_model_provider)
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db.session.commit()
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def _extract_secret_variables(self, credential_form_schemas: list[CredentialFormSchema]) -> list[str]:
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"""
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Extract secret input form variables.
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:param credential_form_schemas:
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:return:
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"""
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secret_input_form_variables = []
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for credential_form_schema in credential_form_schemas:
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if credential_form_schema.type == FormType.SECRET_INPUT:
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secret_input_form_variables.append(credential_form_schema.variable)
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return secret_input_form_variables
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def _obfuscated_credentials(self, credentials: dict, credential_form_schemas: list[CredentialFormSchema]) -> dict:
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"""
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Obfuscated credentials.
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:param credentials: credentials
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:param credential_form_schemas: credential form schemas
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:return:
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"""
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# Get provider credential secret variables
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credential_secret_variables = self._extract_secret_variables(
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credential_form_schemas
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)
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# Obfuscate provider credentials
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copy_credentials = credentials.copy()
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for key, value in copy_credentials.items():
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if key in credential_secret_variables:
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copy_credentials[key] = encrypter.obfuscated_token(value)
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return copy_credentials
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def get_provider_model(self, model_type: ModelType,
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model: str,
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only_active: bool = False) -> Optional[ModelWithProviderEntity]:
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"""
|
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Get provider model.
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:param model_type: model type
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:param model: model name
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:param only_active: return active model only
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:return:
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"""
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provider_models = self.get_provider_models(model_type, only_active)
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for provider_model in provider_models:
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if provider_model.model == model:
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return provider_model
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return None
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def get_provider_models(self, model_type: Optional[ModelType] = None,
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only_active: bool = False) -> list[ModelWithProviderEntity]:
|
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"""
|
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Get provider models.
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:param model_type: model type
|
||||
:param only_active: only active models
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:return:
|
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"""
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provider_instance = self.get_provider_instance()
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model_types = []
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if model_type:
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model_types.append(model_type)
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else:
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model_types = provider_instance.get_provider_schema().supported_model_types
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if self.using_provider_type == ProviderType.SYSTEM:
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provider_models = self._get_system_provider_models(
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model_types=model_types,
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provider_instance=provider_instance
|
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)
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else:
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provider_models = self._get_custom_provider_models(
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model_types=model_types,
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provider_instance=provider_instance
|
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)
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if only_active:
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provider_models = [m for m in provider_models if m.status == ModelStatus.ACTIVE]
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# resort provider_models
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return sorted(provider_models, key=lambda x: x.model_type.value)
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def _get_system_provider_models(self,
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model_types: list[ModelType],
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||||
provider_instance: ModelProvider) -> list[ModelWithProviderEntity]:
|
||||
"""
|
||||
Get system provider models.
|
||||
|
||||
:param model_types: model types
|
||||
:param provider_instance: provider instance
|
||||
:return:
|
||||
"""
|
||||
provider_models = []
|
||||
for model_type in model_types:
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provider_models.extend(
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||||
[
|
||||
ModelWithProviderEntity(
|
||||
**m.dict(),
|
||||
provider=SimpleModelProviderEntity(self.provider),
|
||||
status=ModelStatus.ACTIVE
|
||||
)
|
||||
for m in provider_instance.models(model_type)
|
||||
]
|
||||
)
|
||||
|
||||
for quota_configuration in self.system_configuration.quota_configurations:
|
||||
if self.system_configuration.current_quota_type != quota_configuration.quota_type:
|
||||
continue
|
||||
|
||||
restrict_llms = quota_configuration.restrict_llms
|
||||
if not restrict_llms:
|
||||
break
|
||||
|
||||
# if llm name not in restricted llm list, remove it
|
||||
for m in provider_models:
|
||||
if m.model_type == ModelType.LLM and m.model not in restrict_llms:
|
||||
m.status = ModelStatus.NO_PERMISSION
|
||||
elif not quota_configuration.is_valid:
|
||||
m.status = ModelStatus.QUOTA_EXCEEDED
|
||||
|
||||
return provider_models
|
||||
|
||||
def _get_custom_provider_models(self,
|
||||
model_types: list[ModelType],
|
||||
provider_instance: ModelProvider) -> list[ModelWithProviderEntity]:
|
||||
"""
|
||||
Get custom provider models.
|
||||
|
||||
:param model_types: model types
|
||||
:param provider_instance: provider instance
|
||||
:return:
|
||||
"""
|
||||
provider_models = []
|
||||
|
||||
credentials = None
|
||||
if self.custom_configuration.provider:
|
||||
credentials = self.custom_configuration.provider.credentials
|
||||
|
||||
for model_type in model_types:
|
||||
if model_type not in self.provider.supported_model_types:
|
||||
continue
|
||||
|
||||
models = provider_instance.models(model_type)
|
||||
for m in models:
|
||||
provider_models.append(
|
||||
ModelWithProviderEntity(
|
||||
**m.dict(),
|
||||
provider=SimpleModelProviderEntity(self.provider),
|
||||
status=ModelStatus.ACTIVE if credentials else ModelStatus.NO_CONFIGURE
|
||||
)
|
||||
)
|
||||
|
||||
# custom models
|
||||
for model_configuration in self.custom_configuration.models:
|
||||
if model_configuration.model_type not in model_types:
|
||||
continue
|
||||
|
||||
custom_model_schema = (
|
||||
provider_instance.get_model_instance(model_configuration.model_type)
|
||||
.get_customizable_model_schema_from_credentials(
|
||||
model_configuration.model,
|
||||
model_configuration.credentials
|
||||
)
|
||||
)
|
||||
|
||||
if not custom_model_schema:
|
||||
continue
|
||||
|
||||
provider_models.append(
|
||||
ModelWithProviderEntity(
|
||||
**custom_model_schema.dict(),
|
||||
provider=SimpleModelProviderEntity(self.provider),
|
||||
status=ModelStatus.ACTIVE
|
||||
)
|
||||
)
|
||||
|
||||
return provider_models
|
||||
|
||||
|
||||
class ProviderConfigurations(BaseModel):
|
||||
"""
|
||||
Model class for provider configuration dict.
|
||||
"""
|
||||
tenant_id: str
|
||||
configurations: Dict[str, ProviderConfiguration] = {}
|
||||
|
||||
def __init__(self, tenant_id: str):
|
||||
super().__init__(tenant_id=tenant_id)
|
||||
|
||||
def get_models(self,
|
||||
provider: Optional[str] = None,
|
||||
model_type: Optional[ModelType] = None,
|
||||
only_active: bool = False) \
|
||||
-> list[ModelWithProviderEntity]:
|
||||
"""
|
||||
Get available models.
|
||||
|
||||
If preferred provider type is `system`:
|
||||
Get the current **system mode** if provider supported,
|
||||
if all system modes are not available (no quota), it is considered to be the **custom credential mode**.
|
||||
If there is no model configured in custom mode, it is treated as no_configure.
|
||||
system > custom > no_configure
|
||||
|
||||
If preferred provider type is `custom`:
|
||||
If custom credentials are configured, it is treated as custom mode.
|
||||
Otherwise, get the current **system mode** if supported,
|
||||
If all system modes are not available (no quota), it is treated as no_configure.
|
||||
custom > system > no_configure
|
||||
|
||||
If real mode is `system`, use system credentials to get models,
|
||||
paid quotas > provider free quotas > system free quotas
|
||||
include pre-defined models (exclude GPT-4, status marked as `no_permission`).
|
||||
If real mode is `custom`, use workspace custom credentials to get models,
|
||||
include pre-defined models, custom models(manual append).
|
||||
If real mode is `no_configure`, only return pre-defined models from `model runtime`.
|
||||
(model status marked as `no_configure` if preferred provider type is `custom` otherwise `quota_exceeded`)
|
||||
model status marked as `active` is available.
|
||||
|
||||
:param provider: provider name
|
||||
:param model_type: model type
|
||||
:param only_active: only active models
|
||||
:return:
|
||||
"""
|
||||
all_models = []
|
||||
for provider_configuration in self.values():
|
||||
if provider and provider_configuration.provider.provider != provider:
|
||||
continue
|
||||
|
||||
all_models.extend(provider_configuration.get_provider_models(model_type, only_active))
|
||||
|
||||
return all_models
|
||||
|
||||
def to_list(self) -> List[ProviderConfiguration]:
|
||||
"""
|
||||
Convert to list.
|
||||
|
||||
:return:
|
||||
"""
|
||||
return list(self.values())
|
||||
|
||||
def __getitem__(self, key):
|
||||
return self.configurations[key]
|
||||
|
||||
def __setitem__(self, key, value):
|
||||
self.configurations[key] = value
|
||||
|
||||
def __iter__(self):
|
||||
return iter(self.configurations)
|
||||
|
||||
def values(self) -> Iterator[ProviderConfiguration]:
|
||||
return self.configurations.values()
|
||||
|
||||
def get(self, key, default=None):
|
||||
return self.configurations.get(key, default)
|
||||
|
||||
|
||||
class ProviderModelBundle(BaseModel):
|
||||
"""
|
||||
Provider model bundle.
|
||||
"""
|
||||
configuration: ProviderConfiguration
|
||||
provider_instance: ModelProvider
|
||||
model_type_instance: AIModel
|
||||
|
||||
class Config:
|
||||
"""Configuration for this pydantic object."""
|
||||
|
||||
arbitrary_types_allowed = True
|
||||
Reference in New Issue
Block a user