BestHub
Sign in
Volcano Engine Developer Services
Author

Volcano Engine Developer Services

The Volcano Engine Developer Community, Volcano Engine's TOD community, connects the platform with developers, offering cutting-edge tech content and diverse events, nurturing a vibrant developer culture, and co-building an open-source ecosystem.

159
Articles
0
Likes
2
Views
0
Comments
Recent Articles

Latest from Volcano Engine Developer Services

100 recent articles max
Volcano Engine Developer Services
Volcano Engine Developer Services
Apr 8, 2025 · Artificial Intelligence

Which Cloud Platform Delivers the Fastest DeepSeek‑R1 API? A Comprehensive Benchmark

This article aggregates multiple independent evaluations of DeepSeek‑R1 across major cloud providers, comparing accuracy on AIME math problems, token‑per‑second throughput, first‑token latency, stability under high concurrency, and overall service reliability, ultimately highlighting Volcano Engine as the top performer.

AI inferenceAPI performanceDeepSeek
0 likes · 12 min read
Which Cloud Platform Delivers the Fastest DeepSeek‑R1 API? A Comprehensive Benchmark
Volcano Engine Developer Services
Volcano Engine Developer Services
Apr 1, 2025 · Artificial Intelligence

Taming High Cardinality in AI Model & Autonomous Driving Monitoring with Prometheus

This article explores how high cardinality in Prometheus metrics impacts AI large‑model and autonomous‑driving observability, explains the underlying concepts, outlines the performance and cost challenges, and presents practical design, collection, and query‑side solutions—including metric modeling, pre‑aggregation, and remote‑read pushdown—to keep monitoring efficient and scalable.

AI MonitoringCardinalityPrometheus
0 likes · 12 min read
Taming High Cardinality in AI Model & Autonomous Driving Monitoring with Prometheus
Volcano Engine Developer Services
Volcano Engine Developer Services
Mar 5, 2025 · Artificial Intelligence

How DeepSeek Smallpond Powers AI Data Processing with Ray and DuckDB

This article introduces DeepSeek Smallpond, a lightweight yet high‑performance AI data‑processing engine built on Ray and DuckDB, explains its dual Dataframe and LogicalPlan APIs, showcases integration with Volcano Engine's AI Data Lake LAS, and provides practical code examples for distributed processing, multimodal storage, and RAG pipelines.

AI data processingDistributed ComputingDuckDB
0 likes · 18 min read
How DeepSeek Smallpond Powers AI Data Processing with Ray and DuckDB
Volcano Engine Developer Services
Volcano Engine Developer Services
Feb 10, 2025 · Artificial Intelligence

How to Quickly Deploy DeepSeek‑R1‑Distill on Volcengine Cloud: Three Practical Methods

This article explains how to deploy DeepSeek's open‑source large language models—especially DeepSeek‑R1‑Distill—on Volcengine Cloud using three approaches: a containerized VKE solution, a serverless veFaaS setup, and a one‑click Terraform script, complete with step‑by‑step instructions, code snippets, and configuration tips.

DeepSeekTerraformVolcengine
0 likes · 18 min read
How to Quickly Deploy DeepSeek‑R1‑Distill on Volcengine Cloud: Three Practical Methods
Volcano Engine Developer Services
Volcano Engine Developer Services
Dec 26, 2024 · Artificial Intelligence

How LLMs Can Auto-Generate Unit Tests: Insights from ByteDance’s QCon Talk

This article summarizes ByteDance’s quality‑efficiency expert Zhao Liang’s QCon presentation on using large language models to automatically generate unit tests, covering pain points, goals, data‑quality engineering, model‑analysis fusion, architecture, evaluation metrics, and future plans for a production‑grade testing tool.

AILLMcode analysis
0 likes · 26 min read
How LLMs Can Auto-Generate Unit Tests: Insights from ByteDance’s QCon Talk
Volcano Engine Developer Services
Volcano Engine Developer Services
Dec 10, 2024 · Artificial Intelligence

Introducing FullStack Bench: Multi‑Language Code LLM Benchmark & SandboxFusion

The article presents FullStack Bench, a newly open‑sourced, multi‑language code‑LLM evaluation dataset covering over 11 real‑world programming scenarios and 16 languages, along with the SandboxFusion execution environment, and reports comprehensive benchmark results that highlight the superiority of closed‑source models over most open‑source alternatives.

AI evaluationFullStack BenchSandboxFusion
0 likes · 11 min read
Introducing FullStack Bench: Multi‑Language Code LLM Benchmark & SandboxFusion
Volcano Engine Developer Services
Volcano Engine Developer Services
Nov 14, 2024 · Cloud Computing

Why Edge Cloud Is the Next Frontier: Trends, Challenges, and Solutions

This article examines the evolution of edge cloud from its early CDN roots to modern edge-native operating systems, outlines the business drivers and technical challenges such as massive node management, lightweight constraints, weak network environments, and multi‑shape compute needs, and presents the architecture, key components, and future directions of edge cloud solutions.

Edge computingdistributed-systemsedge native OS
0 likes · 22 min read
Why Edge Cloud Is the Next Frontier: Trends, Challenges, and Solutions
Volcano Engine Developer Services
Volcano Engine Developer Services
Oct 28, 2024 · Cloud Native

How ByteDance Scales Services with Multi‑Region Unitization Architecture

This article explains ByteDance’s multi‑region unitization approach, covering its core concepts, motivations, architectural challenges, traffic routing, data synchronization, cut‑over strategies, and future evolution for large‑scale, resilient services. It also discusses operational optimizations, risk controls, and the impact on cost and development efficiency.

Data Synchronizationcloud-nativemulti-region
0 likes · 20 min read
How ByteDance Scales Services with Multi‑Region Unitization Architecture