📋 Columnar Storage - hello · Scour

What is Apache Parquet? Columns, Encoding, and Performance 💎Cassandra

dev.to·17h·DEV

Solution for a high performance data lake 🌀Naiad

beacon.maris.nl·3d

CASK: Core-Aware Selective KV Compression for Reasoning Traces 🎴TAO

arxiv.org·11h

The Hidden Value of CPU-Intensive Compression on Modern Hardware 🌊Memory Bandwidth

klarasystems.com·5d

Fitting Gemma 4 (~52 GB) into 12 GB 💾HBM

varjosoft.com·6d·Hacker News

The Query Optimizer’s Mind: Architecting SQL for Distributed Scale 💧Materialize

hackernoon.com·3d

ahb-sjsu/turboquant-pro: First open-source TurboQuant (Zandieh et al. ICLR 2026) for LLM KV cache compression. 5x memory reduction, 0.978 cosine similarity. 🗜️Columnar Compression

github.com·3d·Hacker News, r/LocalLLaMA

Towards O(1) Computing: Minimizing System Entropy with Data-Centric High-Frequency Processing ⚙️Systems Programming

dev.to·1d·DEV

Quantization Dominates Rank Reduction for KV-Cache Compression 📦Succinct Data Structures

arxiv.org·11h

Compression, Prediction, and Scale 📏Run-Length Encoding

medium.com

·4d

What is Apache Iceberg? The Table Format Revolution ➡️Apache Arrow

dev.to·16h·DEV

Why Smaller Is Slower? Dimensional Misalignment in Compressed LLMs 🗜️Columnar Compression

arxiv.org·11h

Assembling the Apache Lakehouse: The Modular Architecture 🏠Self-hosting

dev.to·16h·DEV

AHC: Meta-Learned Adaptive Compression for Continual Object Detection on Memory-Constrained Microcontrollers 📱Edge AI

arxiv.org·11h

Apache Parquet File Anatomy: Row Groups, Column Chunks, Pages, and Metadata Explained 🧱📦 💎Cassandra

dev.to·3d·DEV

Probabilistic Language Tries: A Unified Framework for Compression, Decision Policies, and Execution Reuse ⚡X-Fast Tries

arxiv.org·5d·Hacker News

Prune-Quantize-Distill: An Ordered Pipeline for Efficient Neural Network Compression 📱Edge AI

arxiv.org·6d

StructKV: Preserving the Structural Skeleton for Scalable Long-Context Inference 🌳Tree-sitter

arxiv.org·5d

Efficient Learned Data Compression via Dual-Stream Feature Decoupling 📏Run-Length Encoding

arxiv.org·5d

Inference-Sufficient Representations for High-Throughput Measurement: Lessons from Lossless Compression Benchmarks in 4D-STEM 📏Run-Length Encoding

arxiv.org·5d

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