from typing import Dict from django.utils.translation import gettext as _ from common import forms from common.exception.app_exception import AppApiException from common.forms import BaseForm from models_provider.base_model_provider import BaseModelCredential, ValidCode from models_provider.impl.aws_bedrock_model_provider.model.embedding import BedrockEmbeddingModel from common.utils.logger import maxkb_logger class BedrockEmbeddingCredential(BaseForm, BaseModelCredential): def is_valid(self, model_type: str, model_name, model_credential: Dict[str, object], model_params, provider, raise_exception=False): model_type_list = provider.get_model_type_list() if not any(mt.get('value') == model_type for mt in model_type_list): if raise_exception: raise AppApiException(ValidCode.valid_error.value, _('{model_type} Model type is not supported').format(model_type=model_type)) return False required_keys = ['region_name', 'access_key_id', 'secret_access_key'] if not all(key in model_credential for key in required_keys): if raise_exception: raise AppApiException(ValidCode.valid_error.value, _('The following fields are required: {keys}').format( keys=", ".join(required_keys))) return False try: model: BedrockEmbeddingModel = provider.get_model(model_type, model_name, model_credential) aa = model.embed_query(_('Hello')) except AppApiException: raise except Exception as e: maxkb_logger.error(f'Exception: {e}', exc_info=True) if raise_exception: raise AppApiException(ValidCode.valid_error.value, _('Verification failed, please check whether the parameters are correct: {error}').format( error=str(e))) return False return True def encryption_dict(self, model: Dict[str, object]): return {**model, 'secret_access_key': super().encryption(model.get('secret_access_key', ''))} region_name = forms.TextInputField('Region Name', required=True) access_key_id = forms.TextInputField('Access Key ID', required=True) secret_access_key = forms.PasswordInputField('Secret Access Key', required=True)