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Open-weight model

twi-sft-v3-6

by Djayness Rossenburg rossenburg/twi-sft-v3-6

LoRA adapters for Sage v3.6, a Twi-speaking AI assistant fine-tuned from ghananlpcommunity/MiniCPM5-1B-Twi with MLX LoRA (rank 16, 2000 iterations).

Parameters
Context
Weights29.9 MB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads

Model Card

By Djayness Rossenburg, published under apache-2.0, revision 840a3566bcd0.

LoRA adapters for Sage v3.6, a Twi-speaking AI assistant fine-tuned from ghananlpcommunity/MiniCPM5-1B-Twi with MLX LoRA (rank 16, 2000 iterations).

Read Djayness Rossenburg's full model card

Sage v3.6 LoRA adapters

LoRA adapters for Sage v3.6, a Twi-speaking AI assistant fine-tuned from ghananlpcommunity/MiniCPM5-1B-Twi with MLX LoRA (rank 16, 2000 iterations).

Training: train loss 0.371, validation loss 0.245.

Usage (MLX)

from mlx_lm import load, generate

model, tokenizer = load(
    "ghananlpcommunity/MiniCPM5-1B-Twi",
    adapter_path="twi-sft-v3-6-adapters",  # this repo's files
)
print(generate(model, tokenizer, prompt="### Instruction:\nMaakye!\n\n### Response:\n"))

Identity and Version

Repository
rossenburg/twi-sft-v3-6
Publisher
Djayness Rossenburg
Task
Not stated by the source
Modality
Other
Library
Not stated by the source
Parameters
Not stated by the source
Languages
tw, aka
Revision
840a3566bcd0577e244808bb32efc76ddeecc052
First published
2026-09-18
Last updated
2026-09-18

Files and Weights

4 files, 29.9 MB in total. The weights are 1 file totalling 29.9 MB in safetensors.

Weights1 file · 29.9 MB
Configuration1 file · 985 B
Documentation1 file · 652 B
Repository1 file · 1.5 KB
Every file
FileTypeSizeSHA-256
adapters.safetensorsWeights29.9 MB 3ac92d695d5e
adapter_config.jsonConfiguration985 B
README.mdDocumentation652 B
.gitattributesRepository1.5 KB

License and Download

License
apache-2.0
Access
Open weights, no gate
Download size
29.9 MB
Download from Djayness Rossenburg

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

Built From

  • Adapter of ghananlpcommunity/MiniCPM5-1B-Twi
  • Derived from ghananlpcommunity/MiniCPM5-1B-Twi

Memory Requirements

PrecisionWeights in memory
As published29.9 MB

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

Questions About twi-sft-v3-6

Can I use twi-sft-v3-6 commercially?

Yes. twi-sft-v3-6 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.