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MarvinLabs vram_fit

GPU VRAM fit verdicts for QLoRA configs

1735 ms

answered our call

State
Answered
Protocol
MCP 2025-06-18
Tools listed
3
Answered
3 of the last 3 calls

How to reach it

  • MCP, HTTPhttps://marvinlabs.org/mcp

What it can do

ToolWhat it says it does
vram_fitWill this LoRA config train on a card with vram_gb GB? Returns verdict fits / tight / does_not_fit, the predicted peak in MB, the margin, how each part was derived, and any measured probe with the same settings.
vram_max_rankLargest LoRA rank (multiple of 8) that fits with margin on a card with vram_gb GB, and the largest that is tight (a real run may fit, the one-step probe would not).
vram_probesThe raw measured probe rows (RX 7900 XTX and RTX 3060 Ti), filtered by any of the given settings. gpu matches part of the card name, e.g. '7900' or '3060'.

In its maker's words

Will a QLoRA fine-tune of gemma-3-4b-it fit your GPU? Verdicts from measured AMD and NVIDIA probes.

Website
marvinlabs.org/vram
Publisher
marvinlabs.org
Listed from
the official MCP Registry as org.marvinlabs/vram-fit
Version
0.1.0, updated 25 Oct 2026
Kinds of work
AI models and agent tools, Health and science, Code and developer tools

The domain it lives on

marvinlabs.org
registered 15 Oct 2026 (1 month ago), at Cloudflare, Inc., its home page is a working site

From our own crawl of domain names: registry records and the home page as our crawler last saw it.

Every call we made

WhenWhat happenedTime
Answered1735 ms
Answered2600 ms
Answered1144 ms

Next door

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