feat: add openllm support (#928)
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137
api/core/model_providers/providers/openllm_provider.py
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137
api/core/model_providers/providers/openllm_provider.py
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import json
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from typing import Type
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from langchain.llms import OpenLLM
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from core.helper import encrypter
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from core.model_providers.models.entity.model_params import KwargRule, ModelKwargsRules, ModelType
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from core.model_providers.models.llm.openllm_model import OpenLLMModel
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from core.model_providers.providers.base import BaseModelProvider, CredentialsValidateFailedError
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from core.model_providers.models.base import BaseProviderModel
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from models.provider import ProviderType
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class OpenLLMProvider(BaseModelProvider):
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@property
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def provider_name(self):
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"""
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Returns the name of a provider.
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"""
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return 'openllm'
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def _get_fixed_model_list(self, model_type: ModelType) -> list[dict]:
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return []
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def get_model_class(self, model_type: ModelType) -> Type[BaseProviderModel]:
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"""
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Returns the model class.
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:param model_type:
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:return:
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"""
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if model_type == ModelType.TEXT_GENERATION:
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model_class = OpenLLMModel
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else:
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raise NotImplementedError
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return model_class
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def get_model_parameter_rules(self, model_name: str, model_type: ModelType) -> ModelKwargsRules:
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"""
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get model parameter rules.
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:param model_name:
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:param model_type:
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:return:
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"""
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return ModelKwargsRules(
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temperature=KwargRule[float](min=0, max=2, default=1),
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top_p=KwargRule[float](min=0, max=1, default=0.7),
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presence_penalty=KwargRule[float](min=-2, max=2, default=0),
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frequency_penalty=KwargRule[float](min=-2, max=2, default=0),
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max_tokens=KwargRule[int](min=10, max=4000, default=128),
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)
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@classmethod
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def is_model_credentials_valid_or_raise(cls, model_name: str, model_type: ModelType, credentials: dict):
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"""
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check model credentials valid.
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:param model_name:
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:param model_type:
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:param credentials:
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"""
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if 'server_url' not in credentials:
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raise CredentialsValidateFailedError('OpenLLM Server URL must be provided.')
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try:
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credential_kwargs = {
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'server_url': credentials['server_url']
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}
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llm = OpenLLM(
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max_tokens=10,
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**credential_kwargs
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)
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llm("ping")
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except Exception as ex:
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raise CredentialsValidateFailedError(str(ex))
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@classmethod
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def encrypt_model_credentials(cls, tenant_id: str, model_name: str, model_type: ModelType,
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credentials: dict) -> dict:
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"""
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encrypt model credentials for save.
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:param tenant_id:
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:param model_name:
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:param model_type:
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:param credentials:
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:return:
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"""
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credentials['server_url'] = encrypter.encrypt_token(tenant_id, credentials['server_url'])
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return credentials
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def get_model_credentials(self, model_name: str, model_type: ModelType, obfuscated: bool = False) -> dict:
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"""
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get credentials for llm use.
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:param model_name:
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:param model_type:
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:param obfuscated:
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:return:
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"""
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if self.provider.provider_type != ProviderType.CUSTOM.value:
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raise NotImplementedError
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provider_model = self._get_provider_model(model_name, model_type)
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if not provider_model.encrypted_config:
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return {
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'server_url': None
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}
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credentials = json.loads(provider_model.encrypted_config)
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if credentials['server_url']:
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credentials['server_url'] = encrypter.decrypt_token(
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self.provider.tenant_id,
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credentials['server_url']
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)
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if obfuscated:
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credentials['server_url'] = encrypter.obfuscated_token(credentials['server_url'])
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return credentials
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@classmethod
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def is_provider_credentials_valid_or_raise(cls, credentials: dict):
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return
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@classmethod
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def encrypt_provider_credentials(cls, tenant_id: str, credentials: dict) -> dict:
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return {}
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def get_provider_credentials(self, obfuscated: bool = False) -> dict:
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return {}
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