Tag: memory usage
-
Hacker News: New LLM optimization technique slashes memory costs up to 75%
Source URL: https://venturebeat.com/ai/new-llm-optimization-technique-slashes-memory-costs-up-to-75/ Source: Hacker News Title: New LLM optimization technique slashes memory costs up to 75% Feedly Summary: Comments AI Summary and Description: Yes Summary: Researchers at Sakana AI have developed a novel technique called “universal transformer memory” that enhances the efficiency of large language models (LLMs) by optimizing their memory usage. This innovation…
-
Hacker News: Fast LLM Inference From Scratch (using CUDA)
Source URL: https://andrewkchan.dev/posts/yalm.html Source: Hacker News Title: Fast LLM Inference From Scratch (using CUDA) Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text provides a comprehensive overview of implementing a low-level LLM (Large Language Model) inference engine using C++ and CUDA. It details various optimization techniques to enhance inference performance on both CPU…
-
Hacker News: A ChatGPT clone, in 3000 bytes of C, backed by GPT-2
Source URL: https://nicholas.carlini.com/writing/2023/chat-gpt-2-in-c.html Source: Hacker News Title: A ChatGPT clone, in 3000 bytes of C, backed by GPT-2 Feedly Summary: Comments AI Summary and Description: Yes Summary: The provided text discusses a minimal implementation of the GPT-2 model in C, detailing the underlying architecture, supporting libraries, and operational principles of a transformer-based neural network. It…
-
Simon Willison’s Weblog: SmolVLM – small yet mighty Vision Language Model
Source URL: https://simonwillison.net/2024/Nov/28/smolvlm/#atom-everything Source: Simon Willison’s Weblog Title: SmolVLM – small yet mighty Vision Language Model Feedly Summary: SmolVLM – small yet mighty Vision Language Model I’ve been having fun playing with this new vision model from the Hugging Face team behind SmolLM. They describe it as: […] a 2B VLM, SOTA for its memory…
-
Hacker News: Reducing the cost of a single Google Cloud Dataflow Pipeline by Over 60%
Source URL: https://blog.allegro.tech/2024/06/cost-optimization-data-pipeline-gcp.html Source: Hacker News Title: Reducing the cost of a single Google Cloud Dataflow Pipeline by Over 60% Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses methods for optimizing Google Cloud Platform (GCP) Dataflow pipelines with a focus on cost reductions through effective resource management and configuration enhancements. This…
-
Hacker News: SVDQuant: 4-Bit Quantization Powers 12B Flux on a 16GB 4090 GPU with 3x Speedup
Source URL: https://hanlab.mit.edu/blog/svdquant Source: Hacker News Title: SVDQuant: 4-Bit Quantization Powers 12B Flux on a 16GB 4090 GPU with 3x Speedup Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The provided text discusses the innovative SVDQuant paradigm for post-training quantization of diffusion models, which enhances computational efficiency by quantizing both weights and activations to…
-
Hacker News: What’s new with Robinhood, our in-house load balancing service
Source URL: https://dropbox.tech/infrastructure/robinhood-in-house-load-balancing-service Source: Hacker News Title: What’s new with Robinhood, our in-house load balancing service Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the development and implementation of “Robinhood,” Dropbox’s internal load balancing service that efficiently manages traffic across servers to improve infrastructure reliability and reduce hardware costs. It highlights…