Model reference · open weights

ideogram_4_turbotime_lora

ideogram_4_turbotime_lora is an open-weight image model from ostris, 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 Image ostris 1 variants 11k downloads/mo
Request a licence + hosting quote All served models Not on the shared API today — deployed on request.

About

What ideogram_4_turbotime_lora is

Ideogram 4 TurboTime LoRA This LoRA will turn Ideogram 4 into a few step model. It is capable of generating good quality images in as little as 2 steps with no CFG and no unconditional model. It was created with a continuious turbo training method I am working on and still perfecting. I will release more information on that once it is fully polished. This will likely recieve updated versions as the method improves. Some samples using the default AI Toolkit prompts at 8 step

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

Specifications

What it is

Makerostris
TypeImage models
Variants1
Runs withdiffusers
Based onideogram-ai/ideogram-4-fp8
Released2026-06-17
Popularity11k downloads / month
Likes135
LicenceCommercial licence needed

How it works

How image models work

Text promptwhat to makeText encoderunderstands itDiffusion stepsdenoise to pixelsImagePNG / JPEGA diffusion model starts from noise and denoises it, guided by your prompt, into a finished image.

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
ideogram_4_turbotime_loraBF16Weights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys ideogram-4-turbotime-lora for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (ideogram-4-turbotime-lora below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/images/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"ideogram-4-turbotime-lora","prompt":"a red bicycle","size":"1024x1024"}'

Details

Languages, data & research

Tags

diffusers text-to-image lora

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

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