Low-latency collective transport and distributed LLM serving stack for switchless GB10 clusters.
☆102Nov 2, 2026Updated this week
Alternatives and similar repositories for sparkring
Users that are interested in sparkring are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- GLM-5.3-Flash (NVFP4) at TP4 across 4x DGX Spark via a switchless RoCE ring + DFlash2 — reproducible recipe☆111Oct 25, 2026Updated last week
- GLM-5.3-Flash (FP8) + DFlash2 speculative decoding on 4x NVIDIA DGX Spark / ASUS GX10: vLLM TP4, 256K context, switchless ConnectX-7 ring…☆30Oct 1, 2026Updated last month
- Build, load, and verify NCCL for switchless DGX Spark RoCE cycles☆21Oct 25, 2026Updated last week
- First Int4-Int8Mix quantization of the full GLM-5.3 (743B), served on 4x NVIDIA DGX Spark (GB10) at TP4. Quantizer, verification gates, a…☆20Oct 6, 2026Updated last month
- DeepSeek V4 Flash DSpark DGX Spark TP4 Ring 生产调优与算子工程归档 (LuZ0.4.5)☆17Sep 11, 2026Updated last month
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- RigMark benchmarks local AI the way coding agents actually use it.☆26Oct 25, 2026Updated last week
- W4A4 full（VLLM_MOE_W4A4=2）+ （VLLM_B12X_SHARED_WRAPPER=1）+ FlashInfer 0.6.16 + threshold 4096 + util 0.78 + DSpark MTP n7 + CUMEM=0☆16Aug 26, 2026Updated 2 months ago
- GLM-5.3-Flash (EXL3) on 2x NVIDIA DGX Spark - Extended KV cache☆13Sep 8, 2026Updated last month
- DeepSeek-V4-Flash-0731 tuned on 4x DGX Spark (GB10) at TP=4 — 123.13 tok/s decode. Every variable measured one at a time, with the values…☆13Aug 11, 2026Updated 2 months ago
- vLLM inference solutions for NVIDIA GB10 (DGX Spark, sm121) — KIMI-K3 B12X_MLA + DSpark, GLM-5.2☆68Sep 30, 2026Updated last month
- Full GLM-5.3 (753B, Int4-Int8Mix) on 4x NVIDIA DGX Spark, vLLM TP4☆23Oct 13, 2026Updated 3 weeks ago
- We gave AI models telepathy.☆22Sep 25, 2026Updated last month
- GLM-5.3-Flash EXL3 (320B MoE) on 2x NVIDIA DGX Spark — production serving kit, 1M context, 97%+ multi-session prefix caching, DFlash2 spe…☆64Updated this week
- ☆13Aug 27, 2026Updated 2 months ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Reproducible Docker/vLLM deployment, tuning, and benchmarks for DeepSeek V4.1 Flash on a switchless three-node or four-node DGX Spark fab…☆94Updated this week
- DeepSeek-v4-Flash 0731 recipe for 2x DGX Sparks☆1,511Oct 4, 2026Updated last month
- Minimal read-only OS image for GB10 (DGX Spark / ASUS GX10) boxes☆97Updated this week
- DeepSeek-V4.1-Flash on 3-4x NVIDIA DGX Sparks☆286Oct 17, 2026Updated 2 weeks ago
- Experimental runtime reclamation of GB10 display-reserved memory into ordinary Linux RAM, with guarded driver, local signing, and reboot …☆13Oct 23, 2026Updated 2 weeks ago
- Switchless RoCE collectives, NCCL profiles and fabric tooling for DGX Spark inference recipes☆41Updated this week
- Index / recipe book for every GLM-5.3 (and GLM-5.2 foundation) serving recipe on NVIDIA DGX Spark (GB10): Flash + big 743B, TP2 + TP4, ev…☆13Aug 29, 2026Updated 2 months ago
- ☆31Updated this week
- Userland fan control for NVIDIA DGX Spark, with additive RPM floors, a temperature-based curve, Secure Boot signing, and DKMS support.☆47Oct 29, 2026Updated last week
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- A high-throughput and memory-efficient inference and serving engine for LLMs☆47Oct 27, 2026Updated last week
- Model-agnostic LLM benchmarking + tuning in one command. A model is a 15-key profile file. Built in production on a 4x NVIDIA DGX Spark c…☆10Sep 16, 2026Updated last month
- GLM-5.2 QuantTrio TP=4+DCP2 on 4x NVIDIA DGX Spark (GB10) — tuned and measured under a real agent workload. Adaptive MTP, the indexer law…☆20Aug 24, 2026Updated 2 months ago
- GLM-5.3-Flash (NVFP4) at TP=4 across 4x ASUS GX10 / GB10 - vLLM + mentat instead of Ray, 524k context, DFlash2. Minimal working recipe.☆94Oct 24, 2026Updated last week
- Autonomous self-improving 4x DGX Spark (GB10) MoA stack + LoRA loop (DSV4F router, Qwen3.6/Omni/TwoTower/Gemma). Hermes MoA routing, ~90%…☆24Aug 17, 2026Updated 2 months ago
- GLM-5.3-Flash NVFP4 on two or four DGX Sparks cabled as a ring, with no switch: the RiNGSiDE serving recipe☆30Sep 27, 2026Updated last month
- DeepSeek-V4.1-Flash EXL3 vLLM recipe for 2x DGX Spark (GB10)☆28Sep 27, 2026Updated last month
- Run on TWO-DGX-Spark - vLLm-0.24.0 dual cache optimized DSV4F+DSpark+NVFP4 KV (Concurrency 12 with 1.5M context/3M KV token Pool) >0.58-0…☆21Aug 17, 2026Updated 2 months ago
- sparkDash ⚡ — Multi-DGX Spark Monitoring Dashboard☆837Updated this week
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- ☆780Updated this week
- Reproducible LLM inference on four NVIDIA DGX Spark (GB10) nodes wired as a direct switchless ConnectX ring — serving profiles, ring laun…☆21Oct 30, 2026Updated last week
- Qwen3.8-Flash-Next-NVFP4-vLLM-Dual-DGX-Spark☆413Sep 29, 2026Updated last month
- 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 …☆57Oct 10, 2026Updated 3 weeks ago
- GLM-5.3 Flash EXL3 for 2-4x DGX Sparks☆749Updated this week
- 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, patc…☆242Sep 30, 2026Updated last month
- DeepSeek V4 Flash DSpark 1M NVFP4 KV recipe for 2x DGX Spark☆495Sep 10, 2026Updated last month