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Open-weight model

cs231n-contrastive

by Hugorichardbury hugorichardbury/cs231n-contrastive

cs231n-contrastive is an open-weight model from Hugorichardbury, released under BSD 3-Clause License. It has 49,600 parameters. At 16-bit it needs about 0 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters49,600
Context—
Weights—
Licensebsd-3-clause
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve cs231n-contrastive (49,600 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 0.0 GB 0.0 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 0.0 GB 0.0 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 0.0 GB 0.0 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 20, 2026.

cs231n-contrastive on every accelerator the SAVRN Index prices, at every precision

Model Card

Identity and Version

Repository
hugorichardbury/cs231n-contrastive
Publisher
Hugorichardbury
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
49,600 parameters
Languages
Not stated by the source
Revision
4ae482562a8c01002578048100d91135f6c5e08e
First published
2026-10-20
Last updated
2026-10-20

License and Download

License
bsd-3-clause
Access
Open weights, no gate
Download from Hugorichardbury

Released by Hugorichardbury through its official repository on Hugging Face. Read the license.

Memory Requirements

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

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

Questions About cs231n-contrastive

How much GPU memory does cs231n-contrastive need?

About 0 GB at 16-bit and 0 GB at 4-bit: the weights (49,600 parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run cs231n-contrastive 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 cs231n-contrastive commercially?

Yes. cs231n-contrastive is released under BSD 3-Clause License. The BSD 3-Clause License is permissive. It permits commercial use and redistribution with the copyright notice, and forbids using the authors' names to endorse derived products without permission.