Crypto Flexs
  • DIRECTORY
  • CRYPTO
    • ETHEREUM
    • BITCOIN
    • ALTCOIN
  • BLOCKCHAIN
  • EXCHANGE
  • ADOPTION
  • TRADING
  • HACKING
  • SLOT
  • CASINO
Crypto Flexs
  • DIRECTORY
  • CRYPTO
    • ETHEREUM
    • BITCOIN
    • ALTCOIN
  • BLOCKCHAIN
  • EXCHANGE
  • ADOPTION
  • TRADING
  • HACKING
  • SLOT
  • CASINO
Crypto Flexs
Home»ADOPTION NEWS»Numbast bridges the CUDA C++ and Python ecosystems.
ADOPTION NEWS

Numbast bridges the CUDA C++ and Python ecosystems.

By Crypto FlexsOctober 26, 20242 Mins Read
Facebook Twitter Pinterest LinkedIn Tumblr Email
Numbast bridges the CUDA C++ and Python ecosystems.
Share
Facebook Twitter LinkedIn Pinterest Email

Louisa Crawford
October 25, 2024 05:33

Numbast improves Python developers’ access to CUDA power by introducing an automated pipeline that converts CUDA C++ APIs into Numba bindings.





According to the NVIDIA Technology Blog, the skills gap between Python developers and the CUDA C++ ecosystem will be significantly reduced with the introduction of Numbas. This innovative tool automatically converts CUDA C++ APIs to Numba bindings, increasing performance features accessible to Python developers.

Bridging the gap

Numba has long enabled Python developers to write CUDA kernels using a C++-like syntax. However, an extensive array of CUDA C++-specific libraries, such as CUDA Core Compute Libraries and cuRAND, remained inaccessible to Python users. Manually binding each library to Python was a cumbersome and error-prone process.

About Numbas

Numbast solves this problem by building an automated pipeline that reads the top-level declarations from CUDA C++ header files, serializes them, and generates Numba extensions. This process ensures consistency and keeps Python bindings in sync with updates to the CUDA libraries.

Proving the power of Numbas

An example demonstrating the capabilities of Numbas is creating a simple Numba binding. myfloat16 CUDA-inspired structures float16 header. This demo shows how C++ declarations can be converted to Python accessible bindings, allowing developers to take advantage of the performance benefits of CUDA within a Python environment.

practical application

One of the first bindings supported through Numbas is bfloat16 Data types that can interoperate with PyTorch torch.bfloat16. This integration allows the development of custom compute kernels that leverage CUDA’s built-in capabilities for efficient processing.

Architecture and features

Numbas consists of two main components: AST_CanopyThe Numba bindings that parse and serialize C++ headers, and the Numbas layer itself that generates the Numba bindings. AST_Canopy Ensuring environment detection at runtime and providing flexibility in parsing compute functions, Numbast acts as a translation layer between C++ and Python.

Performance and future prospects

Bindings generated with Numbas are optimized over external function calls, and future improvements are expected to further reduce the performance gap between the Numba kernel and the default CUDA C++ implementation. Future releases promise additional bindings, including NVSHMEM and CCCL, to expand the tool’s utility.

For more information, visit the NVIDIA Technology Blog.

Image source: Shutterstock


Share. Facebook Twitter Pinterest LinkedIn Tumblr Email

Related Posts

XRP Open Interests decrease by $ 2.4B after recent sale

July 30, 2025

KAITO unveils Capital Launchpad, a Web3 crowdfunding platform that will be released later this week.

July 22, 2025

Algorand (Algo) Get momentum in the launch and technical growth.

July 14, 2025
Add A Comment

Comments are closed.

Recent Posts

$ 3.5 billion in 2020 Bitcoin attack discovered by Arkham Intel

August 3, 2025

Stablecoins are finally legal

August 3, 2025

SOLANA DEX Volume Co -founder Slam Mim Coin 20% deep

August 2, 2025

DLMining Releases 2025 ETH Contract Innovation Plan, Ushering In A New Era Of Inclusive Mining

August 2, 2025

XRP Rebounds On ETF Hopes As CryptoMining Firm Launches $8,100/Day Cloud Contracts

August 2, 2025

Since April, Telegram Growth and Stacking have driven Funtoken’s price soaring

August 2, 2025

Best visa stable coin encryption card

August 1, 2025

Hamieverse Taps Abstract To Power Its Debut Blockchain Game And Purpose-Driven Ecosystem

August 1, 2025

Pepe Dollar ($PEPD) Presale Picks Up Pace As Ethereum (ETH) Hovers Over $3,600

August 1, 2025

Meme Coin ‘$SATOSHI’ Heralding The Return Of Satoshi Nakamoto’s Vision Launches First Presale

August 1, 2025

Bitcoin falls to $ 115K with the third main wave of profit, a new tariff tension.

August 1, 2025

Crypto Flexs is a Professional Cryptocurrency News Platform. Here we will provide you only interesting content, which you will like very much. We’re dedicated to providing you the best of Cryptocurrency. We hope you enjoy our Cryptocurrency News as much as we enjoy offering them to you.

Contact Us : Partner(@)Cryptoflexs.com

Top Insights

$ 3.5 billion in 2020 Bitcoin attack discovered by Arkham Intel

August 3, 2025

Stablecoins are finally legal

August 3, 2025

SOLANA DEX Volume Co -founder Slam Mim Coin 20% deep

August 2, 2025
Most Popular

Explore market trends with Solana, Ethereum, and Borroe Finance

May 17, 2024

HKMA celebrates transition of consumer credit services to credit data smart

November 30, 2024

Understand the roles and functions of AI agents

June 29, 2024
  • Home
  • About Us
  • Contact Us
  • Disclaimer
  • Privacy Policy
  • Terms and Conditions
© 2025 Crypto Flexs

Type above and press Enter to search. Press Esc to cancel.