Elevatormusic / DeepSeek-V4.1-Flash-1017-EXL3-TensorFold-2x-DGX-Spark
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.
Elevatormusic / DeepSeek-V4.1-Flash-1017-EXL3-TensorFold-2x-DGX-Spark
MiaAI-Lab / DeepSeek-v4-Flash-DSpark-2x-DGX-Spark
DeepSeek-v4-Flash 0731 recipe for 2x DGX Sparks
MiaAI-Lab / GLM-5.3-Flash-EXL3-2x-DGX-Sparks
GLM-5.3 Flash EXL3 for 2-4x DGX Sparks
MiaAI-Lab / Qwen3.8-Flash-Next-Single-DGX-Spark
Qwen3.8-Flash-Next on ONE DGX Spark (TP=1)
spark-arena / sparkrun
sparkrun - launch, manage, and stop LLM inference workloads on NVIDIA DGX Spark systems. Live support: https://discord.com/invite/GH5kRgv6ZD
MiaAI-Lab / GLM-5.3-Flash-EXL3-2x-DGX-Sparks-TensorFold
GLM-5.3-Flash EXL3 on 2x DGX Spark with TensorFold
MiaAI-Lab / DeepSeek-v4-Flash-One-DGX-Spark
DeepSeek v4 Flash EXL3 on one DGX Spark
FengZhenfei / carrel
Ontology-Augmented Generation for AI agents.
MiaAI-Lab / DeepSeek-v4.1-Flash-EXL3-2x-DGX-Sparks
DeepSeek v4.1 Flash EXL3 2.9 bpw for 2x DGX Sparks
MiaAI-Lab / DeepSeek-v4.1-Flash-DGX-Sparks
DeepSeek-V4.1-Flash on 3-4x NVIDIA DGX Sparks
maliubiao / dgx-spark-2-deepseek-flash-0731
setup guide for deepseek-flash-0731 on two dgx-spark from scratch
tonyd2wild / GLM-5.3-Flash-NVFP4-DFlash2-2x-DGX-Spark
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.
hasso5703 / dgx-spark-qwen38
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.
0xSero / deepseek-v4-flash-0731-spark-sparkinfer
Pinned one-DGX-Spark Docker recipe for DeepSeek V4 Flash with EXL3, SparkInfer, and 262K NVFP4 MLA KV cache
chadhurley25075-png / pd-bridge
Heterogeneous prefill/decode for DeepSeek-V4-Flash: CUDA prefill (DGX Spark, vLLM) -> Metal decode (Mac Studio, oMLX) over plain 10GbE
drowzeys / keys-Wasserman-Slate-AI-Studio-powered-by-TensorFold-built-with-integrated-Fish-Audio-Drama3
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.
tonyd2wild / DeepSeek-V4.1-Flash-vLLM-DGX-Spark
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
tonyd2wild / Qwen3.8-Flash-Next-NVFP4-DGX-Spark
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.
jiayuqi7813 / DeepSeek-V4-Flash-0731-CRACK-2x-DGX-Spark
Reproducible refusal-subspace editing and TP=2 deployment of DeepSeek V4 Flash 0731 on two DGX Sparks
Enntity / sparkglm
Fast, capable GLM-5.3-Flash FP4-Local on two DGX Sparks: opinionated Atlas serving and reproducible inference research.
Reederey87 / glm53-flash-exl3-2x-dgx-spark
GLM-5.3-Flash EXL3 (320B MoE) on 2x NVIDIA DGX Spark — production serving kit, 1M context, 97%+ multi-session prefix caching, DFlash2 spec decode
vcruz305 / Qwen3.8-Flash-Next-EXL3-DGX-Spark-recipe
Serve Qwen3.8-Flash-Next (turboderp ExLlamaV3 pack) on one NVIDIA DGX Spark with exllamav3
knapcio / DeepSeek-V4.1-Flash-4x-DGX-Spark-TP4
Tuned TP4 serving profile for DeepSeek-V4.1-Flash on 4x NVIDIA DGX Spark (SGLang, DSpark), built on the MiaAI-Lab recipe
joeynyc / MiniMax-H3-DGX-Spark
Measured SM121 compatibility recipe for MiniMax H3 FL2VA on one NVIDIA DGX Spark with vLLM-Omni and online FP8.
sxuff / qwen38-flash-next-dgx-spark
Verified Qwen3.8 Flash-Next GGUF recipe for one NVIDIA DGX Spark or ASUS Ascent GX10
0xBakeer / TandemLLM
An environment where open models work as agents: a first-level harness with routing, skills, memory and sandboxed tools, on an engine that drafts and verifies its own tokens.
tonyd2wild / GLM-5.3-Flash-NVFP4-1M-KV-4x-DGX-Spark
GLM-5.3-Flash (320B MoE) at TP4 across four DGX Sparks, same day as the model drop: 36 tok/s, 1.26M-token FP8 KV pool, 262K context, MTP spec decode. First TP4 glm5_next outside B200 hardware. Full patched-image recipe + the GB10 memory study.
0xBakeer / Qwen3.8-27B-FP8-on-a-single-DGX-Spark
Serving Qwen3.8-27B-FP8 on a single DGX Spark (GB10): 7.88 to 58.5 tok/s single-stream from decode strategy alone, weights untouched. Speculative decoding and prefix caching benchmarked, plus DFlash 2 — the only Qwen3.8-27B build that can serve it under vLLM.
0xSero / GLM-5.3-Flash-DGX-Spark
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0xBakeer / Qwen3.8-27B-4-bit-on-a-single-DGX-Spark
Serving 4-bit Qwen3.8-27B on a single DGX Spark (GB10): 75 tok/s single-stream, 246 tok/s aggregate at 8-way concurrency. NVFP4 vs MixedInt4-AutoRound vs the FP8 baseline, measured on one harness — including why the quantization advantage collapses to +0.2% by c16.
drowzeys / keys-heretic-MiniMax-H3-sol-engine-more-speed-upgrades-upscaler-finish-Single-DGX-Spark
MiniMax-H3 on single DGX Spark: keys Sol-Engine ports + Heretic TE + Spectrum/Sage speed + 0.5MP upscaler finish. Formal bench included.
tonyd2wild / MiMo-V2.6-Flash-DGX-Spark-Recipe
MiMo-V2.6-Flash-RL on 2x NVIDIA DGX Spark (GB10): vLLM TP2 + DFlash + vision/audio, fp8 KV 300K, four fixes for the stock image, measured baselines
MiaAI-Lab / MiMo-V2.6-Flash-2x-DGX-Sparks
MiMo-V2.6-Flash for 2x DGX Sparks
drowzeys / keys-DGX-Sparkticus-Ultimate-Power-Pack-Unleashed-Dual-DGX-Sparks-Needed
keys-DGX-Sparkticus Utimate Power Pack Unleashed (Dual DGX-Sparks Needed)
RodriMora / dgx-spark-grafana-dashboard
Grafana dashboard for NVIDIA DGX Spark clusters running vLLM: throughput, contention, and GB10 GPU hardware telemetry (NVIDIA-themed, 55 panels)
sudoingX / dgx-spark-deepseek-v41
DeepSeek-V4.1-Flash on two NVIDIA DGX Sparks: EXL3 weights from the official checkpoint, upstream vLLM with our patches and decode kernels
christopherowen / dgx-spark-networking
Switchless RoCE collectives, NCCL profiles and fabric tooling for DGX Spark inference recipes
knapcio / GLM-5.3-Flash-4x-DGX-Spark-TP4
GLM-5.3-Flash NVFP4 on 4x NVIDIA DGX Spark: vLLM TP4, DFlash2 adaptive draft, measured FP8 vs NVFP4 vs EXL3 vs SGLang
pangoleen / qwen3.8-27b-dgx-spark-dflash2
Qwen3.8-27B on one DGX Spark: SGLang + DFlash2 recipe, engine image, benchmarks, data and charts. By @redp314
drowzeys / keys-SM121-Optimized-MiniMax-H3-Nvidia-Sol-Engine-Kijai-SolAttn_Triton-Single-DGX-Spark
MiniMax-H3 33B audio+video DiT accelerated 1.54x on a single NVIDIA DGX Spark (GB10, sm_121): NVIDIA Sol-Engine FirstBlockCache + batched VAE decode ported to single-GPU ComfyUI, Sol-Attn patched for compute 12.1, kijai Triton INT8/TMA kernels. Benchmarks, charts, one-shot installer, agent recipe.
christopherowen / dgx-spark-memory-saver
Recover usable memory on DGX Spark with a 64 KiB kernel: an opt-in NVIDIA UVM page-table packing patch, build tools, and measured validation.
Deen-Media / dgx-monarch
Distributed image and video generation in ComfyUI for two NVIDIA DGX Sparks.
MiaAI-Lab / Ornith-1.5-35B-A3B-DGX-Spark
Serve Ornith-1.5-35B-A3B (NVFP4 + in-checkpoint MTP, 256k ctx) on one DGX Spark — vLLM b12x recipe plus CUDA-graph fixes.
christopherowen / dgx-spark-fan-control
Userland fan control for NVIDIA DGX Spark, with additive RPM floors, a temperature-based curve, Secure Boot signing, and DKMS support.
joeynyc / spark-image-lab
Local image generation and editing for NVIDIA DGX Spark, powered by Qwen-Image-2.1 and Gradio.
tonyd2wild / DeepSeek-v4-Flash-0731-Vision-DSpark-1M-NVFP4-KV-2x-DGX-Spark
Give DeepSeek V4 Flash eyes. OpenAI-compatible shim + tiny local VLM. Point any harness at one URL and your text-only model accepts images. Zero dependencies.
Weschera / Qwen3.8-27B-NVFP4-DFlash2-DGX-Spark
Reproducible Qwen3.8-27B NVFP4 + DFlash2 recipe and qualification evidence for one NVIDIA DGX Spark
jnardiello / GLM-5.3-Flash-FP8-4-DGX-Spark-Switchless
GLM-5.3-Flash (FP8) + DFlash2 speculative decoding on 4x NVIDIA DGX Spark / ASUS GX10: vLLM TP4, 256K context, switchless ConnectX-7 ring with patched NCCL
othexmr / GLM-5.3-Flash-NVFP4-2x-4x-DGX-Sparks-RiNGSiDE
GLM-5.3-Flash NVFP4 on two or four DGX Sparks cabled as a ring, with no switch: the RiNGSiDE serving recipe
christopherowen / spark-ds41f
Reproducible Docker/vLLM deployment, tuning, and benchmarks for DeepSeek V4.1 Flash on a switchless three-node DGX Spark fabric.
dolf3131 / dgx-spark-llm-serving
Serving large LLMs on a single DGX Spark (121 GiB): Qwen3.8-Flash-Next on TensorFold/SparkFold EXL3 and vLLM NVFP4, Nemotron 3.5 Super VL on vLLM; what ran, what it measured, what did not work
sfxnz / DeepSeek-V4.1-Flash-EXL3-vLLM-2x-DGX-Spark
DeepSeek-V4.1-Flash EXL3 vLLM recipe for 2x DGX Spark (GB10)
vcruz305 / GLM-5.3-Flash-EXL3-K2-DGX-Spark-recipe
vLLM recipe: GLM-5.3-Flash EXL3 K2 on one DGX Spark GB10. Native MTP k=2. Measured tok/s.
MiaAI-Lab / GLM-5.3-EXL3-3x-DGX-Sparks-TensorFold
GLM-5.3 EXL3 on DGX Sparks with TensorFold
alexellis / rigmark
RigMark benchmarks local AI the way coding agents actually use it.