dspark

A native .NET LLM inference engine for GGUF models. TensorSharp provides a console application, a web-based chatbot interface, and Ollama/OpenAI-compatible HTTP APIs for programmatic access. It supports Windows/MacOS/Linux with full GPU capability

A PyTorch native library for training speculative decoding models

DeepSeek V4 Flash 284B on AMD Strix Halo (gfx1151) — up to 32 tok/s decode & ~250 tok/s prefill via ROCmFPX, DSpark & ROCm 7.2

Anemll + MiaAI-Lab dual DGX Spark DSV4F+DSpark on vLLM 0.25.2.dev0 — 100% abliterated weights, Spec-Kit one-shot agent package. Full credit Anemll/MiaAI.

DeepSeek-V4-Flash + DSpark speculative decoding on a pair of NVIDIA DGX Sparks (vLLM TP=2 over RoCE) — tuned recipe, overlays that halve multi-turn TTFT, contamination-guarded benchmarks, ops runbook

Lossless inference speedup benchmarking suite for local LLMs using DeepSeek DSpark speculative draft heads.

MiniMax M3 NVFP4 on 4x DGX Spark with NVIDIA DSpark, native multi-node vLLM TP=4, reasoning, and tool calling

DSpark-style speculative decoding for OCR VLMs on Apple Silicon (MLX). Faster local OCR for DeepSeek-OCR-2, GLM-OCR, Unlimited-OCR.

Complete GB10 (DGX Spark, sm_121) block-FP8 Triton kernel configs for DeepSeek-V4-Flash-0731 at TP=2, including the DSpark main_proj shape missing from every earlier run

Verified two-node GB10 DeepSeek-V4-Flash-0731 DSpark Graph-8 deployment and benchmarks

Multi-Ensemble Memory-Elastic Token Prediction — a numpy implementation of DeepSeek's DSpark speculative decoding + the MEMTP elastic-ensemble extension, on AMD Strix Halo (gfx1151).