GLM-5.3 Flash EXL3 for 2-4x DGX Sparks
Pure Rust Inference Engine
Qwen3.8-Flash-Next on ONE DGX Spark (TP=1)
sparkrun - launch, manage, and stop LLM inference workloads on NVIDIA DGX Spark systems. Live support: https://discord.com/invite/GH5kRgv6ZD
recipe for running Qwen3.8-Flash-Next on a single DGX Spark
One command turns a DGX Spark or ASUS Ascent GX10 into a private AI server: seven measured, pinned AI lanes (text up to 1M tokens, images, video with sound), run from a local cockpit on a laptop or a phone. Nothing leaves the box.
Adaptive Agent Learning with Evolving Supervision
DeepSeek-V4.1-Flash-1017 on NVIDIA DGX Sparks with TensorFold + EXL3: TP4 (4 Sparks, 93.6 tok/s, 1M context) and TP2 (2 Sparks, 73 tok/s). Launchers, run records, measured numbers. Older vLLM lanes kept.
Qwen3.8-Flash-Next (NVFP4) on DGX Spark in vLLM: one Spark 43.9 tok/s with our disk-backed n-gram table patch, staged gather and reduced-vocab MTP draft; TP2 SPEED 53.7; TP4 CONTEXT 9M KV pool. Launchers, patch, 40-prompt harness, KV ledger, credits. SGLang TP2 day-0 lane kept.
Optimized inference for the DGX Spark and spark clusters
Climbing to the Search Frontier.
DeepSeek-V4.1-Flash on 2x NVIDIA DGX Spark with the TensorFold engine: 1.8-1.9x code, 2.5x multi-stream, 1.7-1.95x prefill vs the vLLM kit, exact speculative decoding. Work in progress.
Give the agent "this" and he gets a real PC.
BertholomusAI recipe: DeepSeek-V4.1-Flash on 2x NVIDIA DGX Spark (GB10), our own TensorFold TP2 engine. Weights: Mia-AiLab EXL3 2.9bpw (MIT).
Unofficial macOS, Windows, and Linux desktop companion for Muse Code by Robert Courson. Real CLI sessions, voice input, and five themes. Not affiliated with Meta.
EcoHub原生客户端,提供极致流畅的多源聚合观影体验,支持灵活配置与切换私有软件源
HGX quick-change hotend system with an independent carriage-mounted cam release. Community development prototype.
DeepSeek-V4.1-Flash EXL3 vLLM recipe for 2x DGX Spark (GB10)
:sparkles: Mojolicious - Perl real-time web framework
:sparkles: Monorepo for all the tooling which enables ESLint to support TypeScript
Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learn...
🧙 Build, run, and manage data pipelines for integrating and transforming data.
List of 128 languages for Laravel Framework, Laravel Jetstream, Laravel Fortify, Laravel Breeze, Laravel Cashier, Laravel Nova and Laravel UI.
the portable Python dataframe library
Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
Upserts, Deletes And Incremental Processing on Big Data.
Nokogiri (鋸) makes it easy and painless to work with XML and HTML from Ruby.
lakeFS - Data version control for your data lake | Git for data
Simple and Distributed Machine Learning Python Library porting ML algorithms for Spark
cube studio开源云原生一站式机器学习/深度学习/大模型AI平台,mlops算法链路全流程,算力租赁平台,notebook在线开发,拖拉拽任务流pipeline编排,多机多卡分布式训练,超参搜索,推理服务VGPU虚拟化,边缘计算,标注平台自动化标注,deepseek等大模型sft微调/奖励模型/强化学习训练,vllm/ollama/mindie大模型多机推理,私有知识库,AI模型市场,支持国产cpu/gpu/npu 昇腾生态,支持RDMA,支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano等分布式
State of the Art Natural Language Processing
Code :arrow_right: `prettier` :arrow_right: `eslint --fix` :arrow_right: Formatted Code :sparkles:
VTable is not just a high-performance multidimensional data analysis table, but also a grid artist that creates art between rows and columns.
Deequ is a library built on top of Apache Spark for defining "unit tests for data", which measure data quality in large datasets.
Drop-in Apache Spark replacement written in Rust, unifying batch processing, stream processing, and compute-intensive AI workloads.
Apache Paimon is a lake format that enables building a Realtime Lakehouse Architecture with Flink and Spark for both streaming and batch operations.
Apache Linkis builds a computation middleware layer to facilitate connection, governance and orchestration between the upper applications and the underlying data engines.
LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.
Kubernetes operator for managing the lifecycle of Apache Spark applications on Kubernetes.
历史学习项目:Spark 电影推荐、爬虫、Web 与后台。新版持续开发见 cinematch-recommender。
An open source user-empowering data visualization Vue 3 components library for eloquent data storytelling
Apache Kyuubi is a distributed and multi-tenant gateway to provide serverless SQL on data warehouses and lakehouses.
CoreFreq : CPU monitoring and tuning software designed for the 64-bit processors.
Compile-time Language Integrated Queries for Scala
.NET for Apache® Spark™ makes Apache Spark™ easily accessible to .NET developers.
Official code repository for GATK versions 4 and up
Spoon is a metaprogramming library to analyze and transform Java source code. :spoon: is made with :heart:, :beers: and :sparkles:. It parses source files to build a well-designed AST with powerful analysis and transformation API.
Django email backends and webhooks for Amazon SES, Brevo, MailerSend, Mailgun, Mailjet, Mailtrap, Postmark, Postal, Resend, Scaleway TEM, SendGrid, SparkPost, Unisender Go and more
An open source flash player implementation
Static analyzer and linter for Clojure code that sparks joy
:sparkles: Monorepo for all the tooling related to using ESLint with Angular
Lightweight and extensible compatibility layer between dataframe libraries!
A Scala kernel for Jupyter
A Java wrapper to run Spring, Spring Boot, Jersey, and other apps inside AWS Lambda.
The Internals of Apache Spark
MLeap: Deploy ML Pipelines to Production
Nessie: Transactional Catalog for Data Lakes with Git-like semantics
App update framework for Windows, inspired by Sparkle for macOS
Collection of step-by-step playbooks for setting up AI/ML workloads on NVIDIA DGX Spark devices with Blackwell architecture.
High performance data store solution