MatterWaveAI/grt-30m-image

text-to-image model by MatterWaveAI

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GRT-30M-Image is a 100% Native Rotational Text-to-Image & Visual Patch Synthesis Language Model (29,371,239 total parameters, zero nn.Linear layers, zero nn.Conv2d layers) built on top of MatterWaveAI/grt-30m. Completing the bidirectional Vision symmetry alongside MatterWaveAI/grt-30m-vl (Image → Text), GRT-30M-Image synthesizes (B, 3, 224, 224) RGB images and discrete 4-codebook visual patch tokens directly from causal text representations through a purely rotational inverse Givens butterfly patch decoder (GRTPolarImageDecoderHead). We benchmarked all 8 classical geometric, symplectic, and…

MatterWaveAI/grt-30m-image on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-11-07T08:12:05.719Z

Inside the original model card — Document outline
  1. GRT-30M-Image (MatterWaveAI/grt-30m-image)
  2. Architecture Summary
  3. Visual Synthesis Alignment Metrics (HuygensAdam / Circular Order Parameter $Rp$ Splay Torque)
  4. 8-Way Classical Geometric Optimizer Ablation (Intel Arc 140T XPU)
  5. Key Geometric Findings on Rotational Text-to-Image (GRTImage)
  6. Quickstart (transformers)
  7. Complete MatterWaveAI/grt-30m Research Suite on Hugging Face
  8. License
  9. Citation

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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

MatterWaveAI/grt-30m-image is a text-to-image model repository published by MatterWaveAI on Hugging Face. The source reports the transformers library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
text-to-image
Library
transformers
Recent downloads (30 days)
0
Cumulative likes
0
Hugging Face trending score
0
Reported safetensors parameters
29,963,585
Architecture
GRTImageForConditionalGeneration
License
apache-2.0
Access
Not gated by Hugging Face
Created
2026-11-07T06:14:34.000Z
Last modified
2026-11-07T06:14:36.000Z

Compatibility and lineage

Language coverage was not reported.

Reported base models: MatterWaveAI/grt-30m

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

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Source: Hugging Face Hub. Metadata observed 2026-11-07T06:54:27.277Z. Daily imports are snapshots, not real-time monitoring.

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