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Open-weight model

nlp-lab5-8-gpt2

by Punyapat revespera/nlp-lab5-8-gpt2

nlp-lab5-8-gpt2 is an open-weight model from Punyapat. It has 124M parameters. At 16-bit it needs about 0.3 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters124M
Context—
Weights497.8 MB
License—
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve nlp-lab5-8-gpt2 (124M 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 0.3 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 0.1 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 18, 2026.

nlp-lab5-8-gpt2 on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Configuration

Architecture
GPT2LMHeadModel
Vocabulary size
50,266
Model type
gpt2

Identity and Version

Repository
revespera/nlp-lab5-8-gpt2
Publisher
Punyapat
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
124M parameters
Languages
Not stated by the source
Revision
cc336b7dcf5511e92b750e701018490e1fd49177
First published
2026-10-09
Last updated
2026-10-09

Files and Weights

6 files, 502.3 MB in total. The weights are 1 file totalling 497.8 MB in safetensors.

Weights1 file · 497.8 MB
Configuration2 files · 1.1 KB
Tokenizer2 files · 4.5 MB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
model.safetensorsWeights497.8 MB 817311903e70
config.jsonConfiguration997 B —
generation_config.jsonConfiguration140 B —
.gitattributesRepository1.5 KB —
tokenizer.jsonTokenizer4.5 MB —
tokenizer_config.jsonTokenizer353 B —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
497.8 MB
Download from Punyapat

Released by Punyapat through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published497.8 MB
16-bit0.2 GB
8-bit0.1 GB
4-bit0.1 GB

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

Questions About nlp-lab5-8-gpt2

How much GPU memory does nlp-lab5-8-gpt2 need?

About 0.3 GB at 16-bit and 0.1 GB at 4-bit: the weights (124M parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run nlp-lab5-8-gpt2 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.