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Bin Fan

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who talks about the same things

titleconferencedate
Exploring Distributed Caching for Faster GPU Training with NVMe, GDS, and RDMAOpen Source Summit Japan + AI_dev 20242024-10-28
Kubernetes-native distributed cache (Alluxio) uses NVMe, RDMA and GPU Direct Storage with UCX and a Netty data plane to feed GPUs. Single-worker FIO reaches…
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A Case Study in API Cost of Running Analytics in the Cloud at Scale with an...Open Source Summit Japan + AI_dev 20242024-10-28
Measurement shows 1–10 PB/day Presto workloads produce >10 billion small I/O requests (50% under 10 KB), yielding cloud GET costs that can exceed $1M/year…
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Streamlining Data Access for withRay Summit 20242024-09-30
Alluxio integrates with Ray as a distributed caching layer sitting between GPUs and object stores (S3/GCS/Azure), claiming petabyte scale and billions of files…
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Data Caching for Enterprise-Grade Petabyte-Scale OLAPUSENIX ATC 20242024-07-10
Alluxio local cache embeds on-node SSDs and a page store to serve reads for Presto and HDFS, cutting network I/O and API calls. Deployed at Uber and Meta for…
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Adaptive Online Cache Capacity Optimization via Lightweight Working Set Size...USENIX ATC '232023-07-10
Cuki is a tiny, thread-safe cuckoo-style sketch that estimates working set size and item-repetition ratio online for variable-size objects, with provable error…
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How to Foster Cross-Community Collaboration – Lessons LearnedOpen Source Leadership Summit @ Open Source Summit North America 20232023-05-10
Collaboration integrates Alluxio with Presto to deliver an SSD caching feature driven by a prototype (Raptor) that targets a 10x speedup; work starts end of…
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Building Super-Contributors in Alluxio Open Source CommunityCommunity Leadership Conference @ Open Source Summit North America 20222022-06-21
Alluxio reports 1,200 GitHub contributors and about 9,000 Slack members after creating a 2019 ecosystem team that promotes contributors into committers and PMC…
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Alluxio Data Orchestration for Machine LearningApacheCon@Home 20212021-09-21
Alluxio adds a POSIX layer with a JNI-based FUSE implementation, a distributed caching layer and a distributedLoad job to prefetch datasets; engineers optimize…
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Optimizing Latency-Sensitive Queries for Presto at FacebookScale By the Bay 20202020-11-12
Facebook embeds Alluxio local on-SSD cache into Presto workers and measures results on a 600-node shadow cluster with 460 GB cache per node and 17,000 real…
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MemC3: Compact and Concurrent MemCache with Dumber Caching and Smarter HashingNSDI 20132013-04-02
MemC3 replaces memcached’s chaining table and linked‑list LRU with optimistic cuckoo hashing (4‑way buckets, per‑key version counters, serialized inserts) and…
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