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  1. Home
  2. /Repositories
  3. /notwitcheer/llm-bench-rig
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repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 29d ago

notwitcheer/llm-bench-rig

Dual-engine (llama.cpp + vLLM) LLM benchmarking pipeline for GGUF & safetensors on NVIDIA GPUs — speed, quality, live dashboard, publishable cards.

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • PossiblePossibly related (embedding) · 54%One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining →
  • PossiblePossibly related (embedding) · 51%Bolt Graphics GPU will have 2 DDR5 laptop DIMM slots →
  • PossiblePossibly related (embedding) · 51%Nous Research's NousCoder-14B is an open-source coding model landing right in the Claude Code moment →
  • PossiblePossibly related (embedding) · 50%Going from single GPU to dual GPU is nice but not in the way I expected →
  • PossiblePossibly related (embedding) · 50%Are there good closed vs open LLM rankings? Also, are 70B–350B models actually worth it? →
  • PossiblePossibly related (embedding) · 58%We'll benchmark an Open weights LLM on any GPU you choose — drop your model + hardware and we'll run it. [D] →
  • PossiblePossibly related (embedding) · 53%Anthropic’s Claude Available in Microsoft Corporation (MSFT) Foundry Powered by Nvidia GPUs - Insider Monkey →
  • PossiblePossibly related (embedding) · 46%Diffusion LLM Learns to Be Its Own Draft Model: NVIDIA Releases Tri-Mode Open Weights - Tech Times →

Implements

paperOne-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining

Covers

newsBolt Graphics GPU will have 2 DDR5 laptop DIMM slotsnewsNous Research's NousCoder-14B is an open-source coding model landing right in the Claude Code momentnewsGoing from single GPU to dual GPU is nice but not in the way I expectednewsAre there good closed vs open LLM rankings? Also, are 70B–350B models actually worth it?

Covers (incoming)

newsWe'll benchmark an Open weights LLM on any GPU you choose — drop your model + hardware and we'll run it. [D]newsAnthropic’s Claude Available in Microsoft Corporation (MSFT) Foundry Powered by Nvidia GPUs - Insider MonkeynewsDiffusion LLM Learns to Be Its Own Draft Model: NVIDIA Releases Tri-Mode Open Weights - Tech TimesnewsAI Model Co-Design: Hardware-Friendly LLM Design | NVIDIA Technical Blog - NVIDIA DevelopernewsHy3 (295B MoE) and NVIDIA Nemotron-Labs-Audex-30B-A3B (audio-capable 30B MoE) GGUF quantsnewsFBI considers deploying AI LLM supercomputers with Nvidia B300 GPUs or Google TPUs - Data Center DynamicsnewsAMD and Cerebras join forces against Nvidia’s Groq LPUsnewsIf you had a bunch of GPUs lying around, what would you actually build with them? (Running LLMs is off the table) [D]

Related across the graph

newsAI Model Co-Design: Hardware-Friendly LLM Design | NVIDIA Technical Blog - NVIDIA DevelopernewsDiffusion LLM Learns to Be Its Own Draft Model: NVIDIA Releases Tri-Mode Open Weights - Tech TimesnewsHy3 (295B MoE) and NVIDIA Nemotron-Labs-Audex-30B-A3B (audio-capable 30B MoE) GGUF quantsnewsNous Research's NousCoder-14B is an open-source coding model landing right in the Claude Code momentnewsIf you had a bunch of GPUs lying around, what would you actually build with them? (Running LLMs is off the table) [D]newsAnthropic’s Claude Available in Microsoft Corporation (MSFT) Foundry Powered by Nvidia GPUs - Insider MonkeynewsFBI considers deploying AI LLM supercomputers with Nvidia B300 GPUs or Google TPUs - Data Center DynamicsnewsWe'll benchmark an Open weights LLM on any GPU you choose — drop your model + hardware and we'll run it. [D]newsAre there good closed vs open LLM rankings? Also, are 70B–350B models actually worth it?newsAMD and Cerebras join forces against Nvidia’s Groq LPUspaperOne-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM PretrainingnewsBolt Graphics GPU will have 2 DDR5 laptop DIMM slotsnewsGoing from single GPU to dual GPU is nice but not in the way I expected
Knowledge path·NAI Model Co-Design: Hardware-Friendly LLM Design | NVIDIA Technical Blog - NVIDIA Developer→NDiffusion LLM Learns to Be Its Own Draft Model: NVIDIA Releases Tri-Mode Open Weights - Tech Times→NHy3 (295B MoE) and NVIDIA Nemotron-Labs-Audex-30B-A3B (audio-capable 30B MoE) GGUF quants→Rnotwitcheer/llm-bench-rig

Topics

benchmarkingcudafastapiggufllama-cppllmlm-evaluation-harnessmachine-learningmmlunvidia

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Graph trust82Primary
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