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Open-weight model

Speech2Speech_2000_BN

by Rafat RafatK/Speech2Speech_2000_BN

Speech2Speech_2000_BN is an open-weight model from Rafat. It has 3.3B parameters. At 16-bit it needs about 7.8 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.

Parameters3.3B
Context—
Weights8.0 GB
License—
AccessOpen weights
Monthly Downloads—

Runs On

What it takes to serve Speech2Speech_2000_BN (3.3B 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 6.5 GB 7.8 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
8-bit 3.3 GB 3.9 GB 1x MI300X (192 GB)
Vultr
$1.85 1x H100 $1.99 · 1x MI325X $2.00
4-bit 1.6 GB 2.0 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 22, 2026.

Speech2Speech_2000_BN on every accelerator the SAVRN Index prices, at every precision

Model Card

The publisher has not written a card for this model.

Identity and Version

Repository
RafatK/Speech2Speech_2000_BN
Publisher
Rafat
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
3.3B parameters
Languages
Not stated by the source
Revision
9851281d54d27669868f913cfaf7a7ede0b9773d
First published
2026-09-24
Last updated
2026-09-24

Files and Weights

5 files, 8.0 GB in total. The weights are 3 files totalling 8.0 GB in bin, safetensors.

Weights3 files · 8.0 GB
Other1 file · 14.8 KB
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
model.safetensorsWeights7.4 GB 7e7a3bae5543
optimizer.binWeights590.2 MB a95bfff83f20
scheduler.binWeights1.5 KB a13b4252d0e6
random_states_0.pklOther14.8 KB 666bd39e2b27
.gitattributesRepository1.5 KB —

License and Download

License
Not stated by the source
Access
Open weights, no gate
Download size
8.0 GB
Download from Rafat

Released by Rafat through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published8.0 GB
16-bit6.5 GB
8-bit3.3 GB
4-bit1.6 GB

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

Questions About Speech2Speech_2000_BN

How much GPU memory does Speech2Speech_2000_BN need?

About 7.8 GB at 16-bit and 2 GB at 4-bit: the weights (3.3B parameters) plus a working margin. A long context needs more.

What is the cheapest GPU to run Speech2Speech_2000_BN 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.