sparkfit
sparkfit is an open-source CLI tool that assists ML infrastructure engineers in planning memory and bandwidth requirements for deploying large language models on NVIDIA DGX Spark systems. It provides unified-memory and quantization-aware analysis for efficient resource allocation.
Open SourceMITCLI
4stars
2forks
5features
2026since
Overview
5 featuressparkfit sits in PulseGate's Other AI category. It helps users estimate and plan memory requirements for running large language models on NVIDIA DGX Spark hardware. It is built as an open-source project for ml infrastructure engineers. sparkfit is open source under the MIT license. It runs on the command line.
It is developed by engineering87, and it first shipped in 2026. The project is developed in the open on GitHub with 14 commits in the last 90 days. Key capabilities include memory capacity planning, LLM inference analysis, and unified memory awareness.
Summary written by a language model from the project’s public pages.
- Memory capacity planning
- LLM inference analysis
- Unified memory awareness
- Bandwidth estimation
- CLI interface
Tags
llm-infrastructurecapacity-planningdgx-sparkvram-estimation
AI capabilities
Structured
Built with & integrations
Runs on
CLI
Trust & compliance
License
MIT
Verified signals
Indexing history
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Frequently asked questions about sparkfit
- What is sparkfit?
- Sparkfit helps users estimate and plan memory requirements for running large language models on NVIDIA DGX Spark hardware. It is catalogued under Other AI on PulseGate.
- Who should use sparkfit?
- sparkfit is an open-source project built for ml infrastructure engineers.
- Does sparkfit have a free plan?
- Yes — sparkfit is open source under the MIT license and free to use.
- What platforms does sparkfit run on?
- sparkfit runs on the command line.
- Is sparkfit still maintained?
- The GitHub repository shows 14 commits in the last 90 days.
- Who develops sparkfit?
- sparkfit is developed by engineering87.
- How long has sparkfit been around?
- sparkfit first shipped in 2026.
- Is sparkfit open source?
- Yes — sparkfit is open source under the MIT license, developed on GitHub.
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