Model reference · open weights

tiny-Qwen2ForCausalLM-2.5

tiny-Qwen2ForCausalLM-2.5 is an open-weight language model from trl-internal-testing, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Licence fee required LLMs trl-internal-testing 1 variants 16.6M downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What tiny-Qwen2ForCausalLM-2.5 is

Tiny Qwen2ForCausalLM This is a minimal model built for unit tests in the TRL library.

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

Makertrl-internal-testing
TypeLanguage models
Parameters (lead)2M
Context32k tokens
Variants1
Runs withtransformers
Released2024-11-25
Popularity16.6M downloads / month
Likes20
LicenceCommercial licence needed

How it works

How language models work

Your prompttext / messagesTransformerattention over tokensNext-token loopgenerate + streamResponsetext · tool callsA language model reads your tokens and predicts the next one, again and again, streaming the reply back.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
tiny-Qwen2ForCausalLM-2.52MBF16~0 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys tiny-qwen2forcausallm-2-5 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (tiny-qwen2forcausallm-2-5 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":"tiny-qwen2forcausallm-2-5","messages":[{"role":"user","content":"Hello"}]}'

Details

Languages, data & research

Tags

transformers safetensors qwen2 text-generation trl conversational text-generation-inference endpoints_compatible

Licence

Commercial licence needed

The weights are open but its licence needs a commercial agreement for business use. AxForge can arrange that licence and host the model for you — you pay AxForge, we settle with the model’s maker. Ask us for a quote. Read the licence ↗

Sources

Weights & code

Want tiny-Qwen2ForCausalLM-2.5 on EU-owned hardware?

Request a licence + hosting quote See what’s served now

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