What’s the best model to run on a Spark?
Curated picks by goal · tap through for the full recipe
DeepSeek V4 Flash DSpark
Serve the 284B/13B DeepSeek V4 Flash DSpark checkpoint across two DGX Sparks at its full 1M-token context, with FP4 experts, an NVFP4 MLA KV cache, and DSpark speculative decoding at k=5 — 42.0 tok/s single-stream on prose and 76.0 on code.
Qwen3.6 35B-A3B NVFP4 (Unsloth Fast)
Serve the full 262,144-token context of Qwen3.6 35B-A3B on ONE DGX Spark at 106 tok/s single-stream, using the checkpoint's own MTP head for speculative decode at k=3 — a 57% gain over the same config with no draft. Nothing needs patching and nothing is tight: the whole working set is 36 of 114 usable GiB.
2GLM-5.2 — 2-bit MoE
GLM-5.2 (753B MoE) in 2-bit experts + NVFP4 attention on two DGX Sparks (TP2), with a W4A16 dspark speculator at K=3 — 25.8 tok/s single-stream at 96K context.
Qwen AgentWorld 35B-A3B — BF16
Qwen's agentic AgentWorld 35B-A3B (35B MoE, ~3B active) unquantized in BF16 on one DGX Spark, serving the full 262,144-token context at 30.4 tok/s single-stream.