Model reference · open weights

The_GuageLLM

Available as managed deployment LLMs Hai929 · community Text gen 1 variants 314k dl/mo

The_GuageLLM is an open-weight language model from Hai929. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released byHai929
TypeLanguage models
TaskText gen
Parameters (lead)23M
Context64 tokens
Runs withtransformers
Released2025-12-12
Popularity314k downloads / month
LicenceOpen weights

About

What The_GuageLLM is

GuageLLM-23M is a lightweight GPT-style language model (~23 million parameters) trained from scratch for experimentation, learning, and fast local inference.

This model is designed to be simple, transparent, and easy to run on CPUs while still demonstrating real transformer behavior.


Read the full model card

🔹 Model Details

  • Architecture: GPT-2 style (decoder-only transformer)
  • Parameters: ~23M
  • Context Length: 64 tokens
  • Vocabulary Size: Custom tokenizer
  • Training: From scratch
  • Framework: 🤗 Transformers (PyTorch)

🔹 Intended Use

GuageLLM-23M is intended for:

  • Learning how transformers work internally
  • Small-scale text generation experiments
  • CPU-friendly inference
  • Research, education, and tinkering

⚠️ This model is not intended for production or safety-critical applications.


🔹 Usage

Text Generation (Pipeline)

from transformers import pipeline

pipe = pipeline(
    "text-generation",
    model="Hai929/GuageLLM_23M",
    trust_remote_code=True
)

pipe("The cat")

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys the-guagellm for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (the-guagellm below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"the-guagellm","messages":[{"role":"user","content":"Hello"}]}'

Create an account — your API key is available in the console. 3M free tokens every 30 days with every new account.

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