Search Results

Manu: A Cloud Native Vector Database Management System

1 code implementation28 Jun 2022

In the past three years, through interaction with our 1200+ industry users, we have sketched a vision for the features that next-generation vector databases should have, which include long-term evolvability, tunable consistency, good elasticity, and high performance.

Databases

CipherFace: A Fully Homomorphic Encryption-Driven Framework for Secure Cloud-Based Facial Recognition

2 code implementations22 Feb 2025

Facial recognition systems rely on embeddings to represent facial images and determine identity by verifying if the distance between embeddings is below a pre-tuned threshold.

The Sky Above The Clouds

1 code implementation14 May 2022

Technology ecosystems often undergo significant transformations as they mature.

Distributed, Parallel, and Cluster Computing

Nebula-I: A General Framework for Collaboratively Training Deep Learning Models on Low-Bandwidth Cloud Clusters

1 code implementation19 May 2022

We took natural language processing (NLP) as an example to show how Nebula-I works in different training phases that include: a) pre-training a multilingual language model using two remote clusters; and b) fine-tuning a machine translation model using knowledge distilled from pre-trained models, which run through the most popular paradigm of recent deep learning.

Cross-Lingual Natural Language Inference Deep Learning +3

POLCA: Power Oversubscription in LLM Cloud Providers

1 code implementation24 Aug 2023

We propose POLCA, our framework for power oversubscription that is robust, reliable, and readily deployable for GPU clusters.

SkyServe: Serving AI Models across Regions and Clouds with Spot Instances

1 code implementation3 Nov 2024

To address this, we propose a simple yet efficient policy, SpotHedge, that leverages spot replicas across different failure domains (e. g., regions and clouds) to ensure availability, lower costs, and high service quality.

Contextual Augmented Multi-Model Programming (CAMP): A Hybrid Local-Cloud Copilot Framework

1 code implementation20 Oct 2024

The advancements in cloud-based Large Languages Models (LLMs) have revolutionized AI-assisted programming.

Code Completion RAG

Data-Juicer 2.0: Cloud-Scale Adaptive Data Processing for Foundation Models

2 code implementations23 Dec 2024

The burgeoning field of foundation models necessitates advanced data processing mechanisms capable of harnessing vast valuable data with varied types utilized by these models.

PCPNET: Learning Local Shape Properties from Raw Point Clouds

33 code implementations13 Oct 2017

In this paper, we propose PCPNet, a deep-learning based approach for estimating local 3D shape properties in point clouds.

Computational Geometry