Building LLM Applications with Rust: candle and llm Crates

 Building LLM applications in Rust using candle and llm crates reveals candle as the more viable choice due to its active development and broader hardware support. Candle 0.4.0 with CUDA 12.1 enables GPU acceleration for tensor operations, demonstrated in fintech applications with reduced latency. The llm crate, being archived and limited to GGMLv3 models, lacks support for modern formats like GGUF and newer hardware. For new projects, prioritize candle, leveraging its 2026 release features such as quantization for LLaMA and distributed inference. Explore tools like kalosm and atoma-infer to extend candle’s capabilities in production deployments.

Comments

Post a Comment

Popular posts from this blog

Argumentum Ad Baculum - Definition and Examples

In the pursuit of truth and sound reasoning, fallacies present themselves as deceptive snares that can ensnare even the most critical thinker. Among these is the ad baculum fallacy, or appeal to force, a fallacious argumentative tactic that employs coercion or threats to support a conclusion. This article provides an in-depth exploration of the ad baculum fallacy, unveiling its subtleties, historical roots, and the impact it has on discourse and decision-making. Definition and Origins The phrase argumentum ad baculum is derived from Latin, meaning “argument to the stick,” or “appeal to the force” symbolizing the use of force or threat. This fallacy occurs when an argument is supported by a threat of negative consequences rather than by legitimate evidence or reasoning. It is a persuasive strategy that relies on fear to compel acceptance of a claim.
Read more

UV - a New Python Package Project and Environment Manager. Here we provide it's short description, performance statistics, how to install it and it's main commands

https://www.glukhov.org/post/2025/06/uv-new-python-package-project-and-environment-manager/ Python uv (pronounced “you-vee”) is a modern, high-performance Python package and project manager written in Rust. It is designed as a drop-in replacement for traditional Python package management tools such as pip, pip-tools, virtualenv, pipx, and pyenv, aiming to simplify and accelerate Python development workflows uv is developed by Astral, the team behind the popular Python linter Ruff, and is designed to address common pain points in the Python ecosystem—such as slow installations, dependency conflicts, and complex environment management—by leveraging Rust’s performance and modern software architecture.
Read more