Model reference · open weights

llava-llama-3-v1_1-imat

Available as managed deployment LLMs city96 Vision + text 1 variants 875 dl/mo

llava-llama-3-v1_1-imat is an open-weight language model from city96. 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

Makercity96
TypeLanguage models
TaskVision + text
Runs withgguf
Based onxtuner/llava-llama-3-8b-v1_1-transformers
Released2024-12-20
Popularity875 downloads / month
LicenceUnknown

About

What llava-llama-3-v1_1-imat is

This is an imatrix gguf conversion of xtuner/llava-llama-3-8b-v1_1-transformers.

Mainly intended to be used as the text encoder for Hunyuan Video, but possible to use for vision tasks with the mmproj file from the xtuner gguf repository.

The imatrix dataset used was calibration_datav3.txt by Bartowski, which was used for all quants under Q6_K. Tested against wikitext / no imatrix and it outperformed both.

Note that the vocab_size is different between the transformers (128 320) and the hf (128 256) repositories. This used the former as it was what was used in the official Hunyuan Video code.

IQ quants will be slow in ComfyUI due to using numpy fallback.

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

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.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys llava-llama-3-v1-1-imat for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (llava-llama-3-v1-1-imat 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":"llava-llama-3-v1-1-imat","messages":[{"role":"user","content":"Hello"}]}'

Create an account — your API key is available in the console. 5M tokens/month currently included with every new account at launch.

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