feat: add baichuan llm support (#1294)

Co-authored-by: zxhlyh <jasonapring2015@outlook.com>
This commit is contained in:
takatost
2023-10-10 12:09:26 +08:00
committed by GitHub
parent 677aacc8e3
commit 1d4f019de4
9 changed files with 745 additions and 1 deletions

View File

@@ -0,0 +1,167 @@
import json
from json import JSONDecodeError
from typing import Type
from langchain.schema import HumanMessage
from core.helper import encrypter
from core.model_providers.models.base import BaseProviderModel
from core.model_providers.models.entity.model_params import ModelKwargsRules, KwargRule, ModelType
from core.model_providers.models.llm.baichuan_model import BaichuanModel
from core.model_providers.providers.base import BaseModelProvider, CredentialsValidateFailedError
from core.third_party.langchain.llms.baichuan_llm import BaichuanChatLLM
from models.provider import ProviderType
class BaichuanProvider(BaseModelProvider):
@property
def provider_name(self):
"""
Returns the name of a provider.
"""
return 'baichuan'
def _get_fixed_model_list(self, model_type: ModelType) -> list[dict]:
if model_type == ModelType.TEXT_GENERATION:
return [
{
'id': 'baichuan2-53b',
'name': 'Baichuan2-53B',
}
]
else:
return []
def get_model_class(self, model_type: ModelType) -> Type[BaseProviderModel]:
"""
Returns the model class.
:param model_type:
:return:
"""
if model_type == ModelType.TEXT_GENERATION:
model_class = BaichuanModel
else:
raise NotImplementedError
return model_class
def get_model_parameter_rules(self, model_name: str, model_type: ModelType) -> ModelKwargsRules:
"""
get model parameter rules.
:param model_name:
:param model_type:
:return:
"""
return ModelKwargsRules(
temperature=KwargRule[float](min=0, max=1, default=0.3, precision=2),
top_p=KwargRule[float](min=0, max=0.99, default=0.85, precision=2),
presence_penalty=KwargRule[float](enabled=False),
frequency_penalty=KwargRule[float](enabled=False),
max_tokens=KwargRule[int](enabled=False),
)
@classmethod
def is_provider_credentials_valid_or_raise(cls, credentials: dict):
"""
Validates the given credentials.
"""
if 'api_key' not in credentials:
raise CredentialsValidateFailedError('Baichuan api_key must be provided.')
if 'secret_key' not in credentials:
raise CredentialsValidateFailedError('Baichuan secret_key must be provided.')
try:
credential_kwargs = {
'api_key': credentials['api_key'],
'secret_key': credentials['secret_key'],
}
llm = BaichuanChatLLM(
temperature=0,
**credential_kwargs
)
llm([HumanMessage(content='ping')])
except Exception as ex:
raise CredentialsValidateFailedError(str(ex))
@classmethod
def encrypt_provider_credentials(cls, tenant_id: str, credentials: dict) -> dict:
credentials['api_key'] = encrypter.encrypt_token(tenant_id, credentials['api_key'])
credentials['secret_key'] = encrypter.encrypt_token(tenant_id, credentials['secret_key'])
return credentials
def get_provider_credentials(self, obfuscated: bool = False) -> dict:
if self.provider.provider_type == ProviderType.CUSTOM.value:
try:
credentials = json.loads(self.provider.encrypted_config)
except JSONDecodeError:
credentials = {
'api_key': None,
'secret_key': None,
}
if credentials['api_key']:
credentials['api_key'] = encrypter.decrypt_token(
self.provider.tenant_id,
credentials['api_key']
)
if obfuscated:
credentials['api_key'] = encrypter.obfuscated_token(credentials['api_key'])
if credentials['secret_key']:
credentials['secret_key'] = encrypter.decrypt_token(
self.provider.tenant_id,
credentials['secret_key']
)
if obfuscated:
credentials['secret_key'] = encrypter.obfuscated_token(credentials['secret_key'])
return credentials
else:
return {}
def should_deduct_quota(self):
return True
@classmethod
def is_model_credentials_valid_or_raise(cls, model_name: str, model_type: ModelType, credentials: dict):
"""
check model credentials valid.
:param model_name:
:param model_type:
:param credentials:
"""
return
@classmethod
def encrypt_model_credentials(cls, tenant_id: str, model_name: str, model_type: ModelType,
credentials: dict) -> dict:
"""
encrypt model credentials for save.
:param tenant_id:
:param model_name:
:param model_type:
:param credentials:
:return:
"""
return {}
def get_model_credentials(self, model_name: str, model_type: ModelType, obfuscated: bool = False) -> dict:
"""
get credentials for llm use.
:param model_name:
:param model_type:
:param obfuscated:
:return:
"""
return self.get_provider_credentials(obfuscated)