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Sponsored by
APIMart
professorf / Trinity-Nano-Preview-gguf
Model's Last Updated: March 02 2026
Introduction of Trinity-Nano-Preview-gguf
Model Details of Trinity-Nano-Preview-gguf
ProfessorF is Nick V. Flor, PhD
Models quantized for research reproducibility purposes
Trinity Nano Preview GGUF
Trinity Nano Preview is a preview of Arcee AI's 6B MoE model with 1B active parameters. It is the small-sized model in our new Trinity family, a series of open-weight models for enterprise and tinkerers alike.
This is a chat tuned model, with a delightful personality and charm we think users will love. We note that this model is pushing the limits of sparsity in small language models with only 800M non-embedding parameters active per token, and as such may be unstable in certain use cases, especially in this preview.
This is an experimental release, it's fun to talk to but will not be hosted anywhere, so download it and try it out yourself!
These are the GGUF files for running on llama.cpp powered platforms
Trinity Nano Preview is trained on 10T tokens gathered and curated through a key partnership with Datology , building upon the excellent dataset we used on AFM-4.5B with additional math and code.
Training was performed on a cluster of 512 H200 GPUs powered by Prime Intellect using HSDP parallelism.
More details, including key architecture decisions, can be found on our blog here
Model Details
- Model Architecture: AfmoeForCausalLM
- Parameters: 6B, 1B active
- Experts: 128 total, 8 active, 1 shared
- Context length: 128k
- Training Tokens: 10T
- License: Apache 2.0
Running our model
llama.cpp
Supported in llama.cpp release b7061
Download the latest llama.cpp release
llama-server -hf arcee-ai/Trinity-Nano-Preview-GGUF:q4_k_m
LM Studio
Supported in latest LM Studio runtime
Update to latest available, then verify your runtime by:
- Click "Power User" at the bottom left
- Click the green "Developer" icon at the top left
- Select "LM Runtimes" at the top
- Refresh the list of runtimes and verify that the latest is installed
Then, go to Model Search and search for
arcee-ai/Trinity-Nano-Preview-GGUF
, download your prefered size, and load it up in the chat
License
Trinity-Nano-Preview is released under the Apache-2.0 license.
Runs of professorf Trinity-Nano-Preview-gguf on huggingface.co
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More Information About Trinity-Nano-Preview-gguf huggingface.co Model
Url of Trinity-Nano-Preview-gguf
Trinity-Nano-Preview-gguf huggingface.co Url
Provider of Trinity-Nano-Preview-gguf huggingface.co
Other API from professorf
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