Instructions to use Subject-Emu-5259/NeuralAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Subject-Emu-5259/NeuralAI with PEFT:
Base model is not found.
- Transformers
How to use Subject-Emu-5259/NeuralAI with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="Subject-Emu-5259/NeuralAI") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Subject-Emu-5259/NeuralAI", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use Subject-Emu-5259/NeuralAI with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Subject-Emu-5259/NeuralAI" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Subject-Emu-5259/NeuralAI", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Subject-Emu-5259/NeuralAI
- SGLang
How to use Subject-Emu-5259/NeuralAI with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "Subject-Emu-5259/NeuralAI" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Subject-Emu-5259/NeuralAI", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "Subject-Emu-5259/NeuralAI" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Subject-Emu-5259/NeuralAI", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use Subject-Emu-5259/NeuralAI with Docker Model Runner:
docker model run hf.co/Subject-Emu-5259/NeuralAI
File size: 4,673 Bytes
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declare(strict_types=1);
/**
* SPDX-FileCopyrightText: 2016-2024 Nextcloud GmbH and Nextcloud contributors
* SPDX-FileCopyrightText: 2016 ownCloud, Inc.
* SPDX-License-Identifier: AGPL-3.0-only
*/
namespace OC\Core\Middleware;
use Exception;
use OC\Authentication\Exceptions\TwoFactorAuthRequiredException;
use OC\Authentication\Exceptions\UserAlreadyLoggedInException;
use OC\Authentication\TwoFactorAuth\Manager;
use OC\Core\Controller\LoginController;
use OC\Core\Controller\TwoFactorChallengeController;
use OC\User\Session;
use OCA\TwoFactorNextcloudNotification\Controller\APIController;
use OCP\AppFramework\Controller;
use OCP\AppFramework\Http\RedirectResponse;
use OCP\AppFramework\Middleware;
use OCP\AppFramework\Utility\IControllerMethodReflector;
use OCP\Authentication\TwoFactorAuth\ALoginSetupController;
use OCP\IRequest;
use OCP\ISession;
use OCP\IURLGenerator;
use OCP\IUser;
class TwoFactorMiddleware extends Middleware {
public function __construct(
private Manager $twoFactorManager,
private Session $userSession,
private ISession $session,
private IURLGenerator $urlGenerator,
private IControllerMethodReflector $reflector,
private IRequest $request,
) {
}
/**
* @param Controller $controller
* @param string $methodName
*/
public function beforeController($controller, $methodName) {
if ($this->reflector->hasAnnotation('NoTwoFactorRequired')) {
// Route handler explicitly marked to work without finished 2FA are
// not blocked
return;
}
if ($controller instanceof APIController && $methodName === 'poll') {
// Allow polling the twofactor nextcloud notifications state
return;
}
if ($controller instanceof TwoFactorChallengeController
&& $this->userSession->getUser() !== null
&& !$this->reflector->hasAnnotation('TwoFactorSetUpDoneRequired')) {
$providers = $this->twoFactorManager->getProviderSet($this->userSession->getUser());
if (!($providers->getPrimaryProviders() === [] && !$providers->isProviderMissing())) {
throw new TwoFactorAuthRequiredException();
}
}
if ($controller instanceof ALoginSetupController
&& $this->userSession->getUser() !== null
&& $this->twoFactorManager->needsSecondFactor($this->userSession->getUser())) {
$providers = $this->twoFactorManager->getProviderSet($this->userSession->getUser());
if ($providers->getPrimaryProviders() === [] && !$providers->isProviderMissing()) {
return;
}
}
if ($controller instanceof LoginController && $methodName === 'logout') {
// Don't block the logout page, to allow canceling the 2FA
return;
}
if ($this->userSession->isLoggedIn()) {
$user = $this->userSession->getUser();
if ($this->session->exists('app_password') // authenticated using an app password
|| $this->session->exists('app_api') // authenticated using an AppAPI Auth
|| $this->twoFactorManager->isTwoFactorAuthenticated($user)) {
$this->checkTwoFactor($controller, $methodName, $user);
} elseif ($controller instanceof TwoFactorChallengeController) {
// Allow access to the two-factor controllers only if two-factor authentication
// is in progress.
throw new UserAlreadyLoggedInException();
}
}
// TODO: dont check/enforce 2FA if a auth token is used
}
private function checkTwoFactor(Controller $controller, $methodName, IUser $user) {
// If two-factor auth is in progress disallow access to any controllers
// defined within "LoginController".
$needsSecondFactor = $this->twoFactorManager->needsSecondFactor($user);
$twoFactor = $controller instanceof TwoFactorChallengeController;
// Disallow access to any controller if 2FA needs to be checked
if ($needsSecondFactor && !$twoFactor) {
throw new TwoFactorAuthRequiredException();
}
// Allow access to the two-factor controllers only if two-factor authentication
// is in progress.
if (!$needsSecondFactor && $twoFactor) {
throw new UserAlreadyLoggedInException();
}
}
public function afterException($controller, $methodName, Exception $exception) {
if ($exception instanceof TwoFactorAuthRequiredException) {
$params = [
'redirect_url' => $this->request->getParam('redirect_url'),
];
if (!isset($params['redirect_url']) && isset($this->request->server['REQUEST_URI'])) {
$params['redirect_url'] = $this->request->server['REQUEST_URI'];
}
return new RedirectResponse($this->urlGenerator->linkToRoute('core.TwoFactorChallenge.selectChallenge', $params));
}
if ($exception instanceof UserAlreadyLoggedInException) {
return new RedirectResponse($this->urlGenerator->linkToRoute('files.view.index'));
}
throw $exception;
}
}
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