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Open-weight model

TestSubject-2

by Mr. Black Beard CyanMonkey/TestSubject-2

TestSubject-2 is an open-weight model from Mr. Black Beard, released under Apache License 2.0. It has 99M parameters. At 16-bit it needs about 0.2 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters99M
Context—
Weights—
Licenseapache-2.0
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve TestSubject-2 (99M parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.

PrecisionWeightsMemory neededCheapest setupPer hourAlso fits
16-bit 0.2 GB 0.2 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 0.1 GB 0.1 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 0.0 GB 0.1 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00

Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Oct 22, 2026.

TestSubject-2 on every accelerator the SAVRN Index prices, at every precision

Model Card

Identity and Version

Repository
CyanMonkey/TestSubject-2
Publisher
Mr. Black Beard
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
99M parameters
Languages
en
Revision
e538d21c5914c85e7c76df059a8040270ae85550
First published
2026-10-19
Last updated
2026-10-20

License and Download

License
apache-2.0
Access
Open weights, no gate
Download from Mr. Black Beard

Released by Mr. Black Beard through its official repository on Hugging Face. Read the license.

Memory Requirements

PrecisionWeights in memory
16-bit0.2 GB
8-bit0.1 GB
4-bit0.0 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About TestSubject-2

How much GPU memory does TestSubject-2 need?

About 0.2 GB at 16-bit and 0.1 GB at 4-bit: the weights (99M parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run TestSubject-2 on?

At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.

Can I use TestSubject-2 commercially?

Yes. TestSubject-2 is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.