How to use from
llama.cpp
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
# Run inference directly in the terminal:
llama cli -hf Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
# Run inference directly in the terminal:
llama cli -hf Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
# Run inference directly in the terminal:
./build/bin/llama cli -hf Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
Use Docker
docker model run hf.co/Mia-AiLab/Gemmable-4-31B-MTP-GGUF:
Quick Links

Gemmable 4 31b

Gemmable 4 31B

Gemmable 4 31B is a GGUF export of Gemma 4 31B fine-tuned on Fable-5 style reasoning and assistant traces.

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Highlights

  • Base model: google/gemma-4-31B
  • Format: GGUF
  • Training style: Fable-5 style reasoning and assistant traces
  • Distribution: fp16 GGUF plus matching assistant GGUFs for each quant
  • Intended use: local inference, coding, reasoning, and assistant workflows

How to use

llama.cpp

Standard load:

llama-server -m "gemmable-4-31b-fp16.gguf"

Speculative / draft-MTP load:

llama-server -m "gemmable-4-31b-Q4_K_M.gguf" \
  --spec-draft-model "gemmable-4-31b-Q4_K_M-mtp.gguf" \
  --spec-type draft-mtp \
  --spec-draft-n-max 4

Use the matching fp16 or quantized main file with its -mtp companion.

LM Studio

  1. Search this repo, download target + mtp file.
  2. Load target.
  3. Load settings β†’ Speculative Decoding β†’ select mtp file file.

(Requires LM Studio with am17an's PR merged or custom llama.cpp runtime. As of 2026-05, mainline LM Studio runtime doesn't yet have draft-mtp for Gemma-4 β€” track upstream merge.)

GGUF / local inference notes

  • gemmable-4-31b-fp16.gguf is the standard fp16 main model.
  • gemmable-4-31b-fp16-mtp.gguf is the matching fp16 assistant / draft file.
  • Quantized pairs follow the same pattern, for example gemmable-4-31b-Q4_K_M.gguf and gemmable-4-31b-Q4_K_M-mtp.gguf.
  • Keep the paired files in the same Hugging Face repository if you upload them.

Limitations

  • Output quality depends on the prompt and runtime settings.
  • MTP / speculative support depends on the client application.
  • This is not a raw base checkpoint; it is a fine-tuned export.

Naming

Gemmable = Gemma + Fable-style tuning.

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Architecture
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