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Open-weight model

roma-student-gold-plus-all-pseudo

by Laith Jaber Laith05/roma-student-gold-plus-all-pseudo

roma-student-gold-plus-all-pseudo is an open-weight model from Laith Jaber. It has 242M parameters. At 16-bit it needs about 0.6 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters242M
Context—
Weights967.0 MB
License—
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve roma-student-gold-plus-all-pseudo (242M 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 0.5 GB 0.6 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 0.2 GB 0.3 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.

roma-student-gold-plus-all-pseudo on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Configuration

Architecture
WhisperForConditionalGeneration
Layers
12
Vocabulary size
51,865
Stored precision
float32
Model type
whisper

Identity and Version

Repository
Laith05/roma-student-gold-plus-all-pseudo
Publisher
Laith Jaber
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
242M parameters
Languages
Not stated by the source
Revision
8a9c5ec3017fd16e89026ae100fe9f7a7ef42fb2
First published
2026-10-06
Last updated
2026-10-07

Files and Weights

12 files, 968.9 MB in total. The weights are 2 files totalling 967.0 MB in bin, safetensors.

Weights2 files · 967.0 MB
Configuration5 files · 91.2 KB
Tokenizer3 files · 1.8 MB
Other1 file · 15.0 KB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
model.safetensorsWeights967.0 MB d7dc8aa5f3bc
training_args.binWeights5.9 KB fdb1c4bb9b1e
added_tokens.jsonConfiguration34.6 KB —
config.jsonConfiguration1.4 KB —
normalizer.jsonConfiguration52.7 KB —
preprocessor_config.jsonConfiguration339 B —
special_tokens_map.jsonConfiguration2.2 KB —
runs/Oct06_15-58-58_f5f8ff244d29/events.out.tfevents.1791302339.f5f8ff244d29.49.0Other15.0 KB d1f3927be514
.gitattributesRepository1.5 KB —
merges.txtTokenizer493.9 KB —
tokenizer_config.jsonTokenizer282.7 KB —
vocab.jsonTokenizer1.0 MB —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
967.0 MB
Download from Laith Jaber

Released by Laith Jaber through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published967.0 MB
16-bit0.5 GB
8-bit0.2 GB
4-bit0.1 GB

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

Questions About roma-student-gold-plus-all-pseudo

How much GPU memory does roma-student-gold-plus-all-pseudo need?

About 0.6 GB at 16-bit and 0.1 GB at 4-bit: the weights (242M parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run roma-student-gold-plus-all-pseudo 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.