AI

Do It Now: Nexus of HPC and AI

At Do IT Now, we’re reshaping the landscape of computing and data analysis by seamlessly integrating High-Performance Computing (HPC) and Artificial Intelligence (AI). This synergy is crucial as the boundaries between workloads blur and data scientists, researchers and product engineers demand cutting-edge AI tools in real time.

Leading the future of AI with HPC

As the go-to partner for data scientists, Do IT Now leverages its HPC expertise to deliver unparalleled AI services. Our commitment to innovation is fueling breakthroughs in Large Language Models (LLM) and Computer Vision. By merging HPC and AI, we empower data scientists to achieve groundbreaking results and drive transformative technology solutions.

Our expertise

At Do IT Now, our AI services include:

Our team brings expertise across a diverse range of technologies crucial for AI success:

Infrastructure

HPC cluster configuration and design with workload
managers (Slurm, LSF, PBS, etc.), both on-premises and in the cloud (AWS, Azure).
Kubernetes
Ray clusters
Spark clusters

Software

BCM (Base Command Manager)
NVIDIA software stack (drivers, CUDA, containers, NCCL, HPL, etc.)
NVIDIA validation tools for hardware status checks and firmware upgrades

AI frameworks

Torch, Keras, TensorFlow, JAX

For LLMs: Langchain, LangFuse, VectorDB (FAISS, Chroma,
etc.)

AI-as-a-service

Weights & Biases
Hugging Face
OpenAI
AWS: Bedrock, Textract, Comprehend, etc.

MLOps/DataOps

Dataiku
UbiOps
Kubeflow

Here’s a snapshot of the key AI services we provide to our clients:

Consulting

Comprehensive AI Assessment (Current state analysis)
Strategic AI Environment Planning, covering:
- Organizational needs (people, skills, processes)
- Technological requirements (data management,
  pipelines, infrastructure, ML tools, MLOps, AI platforms)
- Budget considerations

Installation

Tailored Proof of Concept (PoC) for AI technology validation
Implementation and customization of ML frameworks and tools
Model benchmarking and evaluation
Expert training sessions

Support

Support for end-users running ML, including:
- Pre- and post-processing for HPC applications
- Simulations for HPC optimization
- NLP models and applications

Assistance with AI, including:
- NLP and Computer Vision models
- Training and inference tasks

R&D

LLM model development for automating internal processes and more.

Technical paper

Container Technology for HPC

Container technologies have revolutionized software deployment and management, providing portability, scalability, and reproducibility across various computing platforms. While containers have gained significant popularity in diverse domains, their adoption in high-performance computing (HPC) environments poses unique challenges...

AI