DeepSeek-V4.1-Flash-1017 EXL3 2.9bpw on 2x NVIDIA DGX Spark (GB10) with TensorFold: 2.1-2.3x the vLLM kit's decode speed.
Fish Audio Drama 3 text-to-speech on the TensorFold native CUDA engine for DGX Spark (GB10): recipe, engine patches, benchmarks. Built with Fish Audio.
๐ Your private AI assistant, 100% local on Windows: chat, vision, documents (RAG), web search, images, videos with sound, voice, code projects, MCP tools โ one-line install, models picked for your PC.
Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
The interactive graphing library for Python :sparkles:
Python SQL Parser and Transpiler
๐ง Build, run, and manage data pipelines for integrating and transforming data.
the portable Python dataframe library
Kubernetes operator for managing the lifecycle of Apache Spark applications on Kubernetes.
Fast, accurate and scalable probabilistic data linkage with support for multiple SQL backends
Docker configuration for running VLLM on dual DGX Sparks
Django email backends and webhooks for Amazon SES, Brevo, MailerSend, Mailgun, Mailjet, Mailtrap, Postmark, Postal, Resend, Scaleway TEM, SendGrid, SparkPost, Unisender Go and more
Lightweight and extensible compatibility layer between dataframe libraries!
DeepSeek-v4-Flash 0731 recipe for 2x DGX Sparks
This is a guide to PySpark code style presenting common situations and the associated best practices based on the most frequent recurring topics across the PySpark repos we've encountered.
Server for the ListenBrainz project, including the front-end (javascript/react) code that it serves and all of the data processing components that LB uses.
The most feature rich Discord TUI client.
Python framework for building efficient data pipelines. It promotes modularity and collaboration, enabling the creation of complex pipelines from simple, reusable components.
PySpark test helper methods with beautiful error messages
Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool
GLM-5.3 Flash EXL3 for 2-4x DGX Sparks
SparkFun's KiCad Libraries
Up to 4ร faster LLM decoding on Apple Silicon, lossless. Native MLX port of DeepSeek's DSpark & z-lab's DFlash speculative decoding โ Gemma-4, Qwen3.8, Muse-Glimmer, Nemotron, LFM2.5, Ornith-1.0, ternary Bonsai-27B.
Random scripts and other bits for interacting with the SpaceX Starlink user terminal hardware
AWS Glue Libraries are additions and enhancements to Spark for ETL operations.
Pandas, Polars, Spark, and Snowpark DataFrame comparison for humans and more!
Qwen3.8-Flash-Next on ONE DGX Spark (TP=1)
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sparkrun - launch, manage, and stop LLM inference workloads on NVIDIA DGX Spark systems. Live support: https://discord.com/invite/GH5kRgv6ZD
Describe Anything, Anywhere, at Any Moment (DAAAM), a novel approach to real-time, large-scale, spatio-temporal memory
ฯflow is a big data flow engine with spark support
Turning PySpark Into a Universal DataFrame API
SparkDiffusion: Accelerating DiT video generation by 265ร via joint Sparsity, Distillation, Quantization, etc.
A robust, and flexible open source User & Entity Behavior Analytics (UEBA) framework used for Security Analytics. Developed with luv by Data Scientists & Security Analysts from the Cyber Security Industry. [BETA]
Generate relevant synthetic data quickly for your projects. The Databricks Labs synthetic data generator (aka `dbldatagen`) may be used to generate large simulated / synthetic data sets for test, POCs, and other uses in Databricks environments including in Delta Live Tables pipelines
GLM-5.3-Flash EXL3 on 2x DGX Spark with TensorFold
recipe for running Qwen3.8-Flash-Next on a single DGX Spark
DeepSeek v4 Flash EXL3 on one DGX Spark
Ontology-Augmented Generation for AI agents.
DeepSeek v4.1 Flash EXL3 2.9 bpw for 2x DGX Sparks
Open Lakehouse Compute Fabric: an open-source lakehouse platform with Microsoft Fabric Compute Extension.
DeepSeek-V4.1-Flash on 3-4x NVIDIA DGX Sparks
setup guide for deepseek-flash-0731 on two dgx-spark from scratch
A curated, tracked list of Model Context Protocol (MCP) servers for geospatial, GIS, mapping, and earth-observation work โ geocoding, routing, PostGIS, STAC/imagery, QGIS/ArcGIS, weather, and the commercial location platforms.
GLM-5.3-Flash (NVFP4) on 2x NVIDIA DGX Spark - vLLM TP2, 262K context, MTP. World-first deploy recipe: 7 day-0 bugs found and fixed, patched sm121 image, probes and full report.
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.
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Pinned one-DGX-Spark Docker recipe for DeepSeek V4 Flash with EXL3, SparkInfer, and 262K NVFP4 MLA KV cache
Heterogeneous prefill/decode for DeepSeek-V4-Flash: CUDA prefill (DGX Spark, vLLM) -> Metal decode (Mac Studio, oMLX) over plain 10GbE
Adaptive Agent Learning with Evolving Supervision
End-to-end streaming data platform on AWS: Kafka โ Iceberg lake โ Kimball model โ Athena, orchestrated with Airflow 3. Terraform, Glue PySpark, dbt.
Imagination Studio by keys+Wasserman powered by TensorFold: an AI film studio for Mac and NVIDIA DGX Spark. Plan a film like a crew (Slate workflow by Sam Wasserman), render Qwen-Image-2.1 / FLUX3-K pictures and MiniMax H3 / FastH3 video with sound on TensorFold.
DeepSeek-V4.1-Flash (552B MoE, MXFP4 experts, 1M ctx) on four NVIDIA DGX Sparks with vLLM TP4: Engram-on-disk patch, sm121 kernel build, launchers, measured numbers
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.
DeepSeek-V4.1-Flash on a single DGX Spark (GB10): resident hot experts + NVMe streaming, DSpark, OpenAI API. Work in progress.
DeepSeek-V4-Flash-0731 on 4x CMP 170HX (sm_80): 98 tok/s decode, ~5300 tok/s prefill. DSpark speculative decoding under pipeline parallelism, which vLLM does not support upstream.
Adaptive Block Sparse Attention for MiniMax-H3
GLM-5.3-Flash (abliterated EXL3) on 2x NVIDIA DGX Spark with the TensorFold engine: 1.8x faster decode than vLLM, 4x256k concurrent threads, byte-exact speculative decoding. Work in progress.
End-to-end retail analytics and recommendation platform using PySpark, Kafka, PostgreSQL, Power BI, PyTorch Two-Tower, Qdrant, FastAPI, Docker and Azure.