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| language: | |
| - en | |
| - ar | |
| license: apache-2.0 | |
| library_name: diffsynth | |
| tags: | |
| - image-generation | |
| - text-to-image | |
| - image-generation-model | |
| - lora | |
| - adapter | |
| - hidream | |
| - hidream-o1 | |
| - hidream-o1-image | |
| - uit | |
| - mtrini | |
| - compiwer-ai | |
| base_model: HiDream-ai/HiDream-O1-Image-Dev | |
| pipeline_tag: text-to-image | |
| # ๐จ Mtrini-Imagine-1.0-7B | |
| > ๐ง **An image-generation experiment by Compiwer AI.** | |
| > | |
| > โจ **Building AI For Everyone.** | |
| Welcome to **Mtrini-Imagine-1.0-7B** โ Compiwer AI's first Mtrini image-generation release! ๐ | |
| This repository contains the **LoRA Adapter** version of Mtrini-Imagine. | |
| Instead of shipping the entire model, this release contains the learned Mtrini-Imagine updates that can be applied to the compatible **HiDream-O1-Image** base model. | |
| That means a **tiny ~98 MB adapter** can bring the Mtrini-Imagine modifications to the base model. ๐ช | |
| --- | |
| ## ๐ What's inside? | |
| | ๐ง | Details | | |
| |---|---| | |
| | ๐ค Model | Mtrini-Imagine-1.0-7B | | |
| | ๐งฉ Type | LoRA Adapter | | |
| | ๐๏ธ Base | HiDream-O1-Image-Dev | | |
| | ๐ง Architecture | HiDream-O1 / UiT | | |
| | โก Framework | DiffSynth-Studio | | |
| | ๐ LoRA Rank | 16 | | |
| | ๐ข LoRA Alpha | 32 | | |
| | ๐งฎ Precision | BF16 | | |
| | ๐ผ๏ธ Training Examples | 4,993 | | |
| | ๐พ Adapter Size | ~98 MB | | |
| --- | |
| ## ๐จ What is Mtrini-Imagine? | |
| Mtrini-Imagine is Compiwer AI's experiment in **open image generation**. | |
| The goal is simple: | |
| > ๐ก **Take powerful open image-generation architectures and experiment with making them our own.** | |
| Mtrini-Imagine 1.0 was trained as a LoRA adapter on top of HiDream-O1-Image. | |
| The result is a compact adapter that can be distributed separately from the massive base model. ๐ฆ | |
| --- | |
| ## ๐งช Training | |
| Mtrini-Imagine-1.0-7B was trained using **DiffSynth-Studio** with a LoRA-based training setup. | |
| ### โ๏ธ Configuration | |
| - ๐๏ธ Base: HiDream-O1-Image | |
| - ๐งฉ Method: LoRA | |
| - ๐ Rank: 16 | |
| - ๐ข Alpha: 32 | |
| - ๐งฎ Precision: BF16 | |
| - ๐ผ๏ธ Examples: 4,993 | |
| - ๐ ๏ธ Framework: DiffSynth-Studio | |
| The adapter contains the learned parameter updates rather than a complete copy of the original model. | |
| --- | |
| ## ๐ Why use the Adapter? | |
| The adapter is perfect if you: | |
| - ๐งโ๐ป Already have HiDream-O1-Image | |
| - ๐พ Want a much smaller download | |
| - ๐งช Want to experiment with LoRA | |
| - ๐ง Work directly with DiffSynth-Studio | |
| - ๐ง Want to study the Mtrini-Imagine modifications | |
| ### ๐ฆ Download size | |
| **~98 MB** | |
| Compared with the full model, that's tiny. ๐ | |
| --- | |
| ## ๐ ๏ธ Usage | |
| Load the compatible HiDream-O1-Image base model and apply the Mtrini-Imagine adapter using DiffSynth-Studio. | |
| ```python | |
| import torch | |
| from diffsynth import ModelConfig | |
| from diffsynth.pipelines.hidream_o1_image import HiDreamO1ImagePipeline | |
| pipe = HiDreamO1ImagePipeline.from_pretrained( | |
| torch_dtype=torch.bfloat16, | |
| device="cuda", | |
| model_configs=[ | |
| ModelConfig( | |
| path="PATH_TO_HIDREAM_MODEL" | |
| ) | |
| ] | |
| ) | |
| pipe.load_lora( | |
| pipe.dit, | |
| "Mtrini-Imagine-1.0-7B.safetensors", | |
| alpha=1.0 | |
| ) | |
| ``` | |
| โ ๏ธ Exact loading configuration can vary between DiffSynth-Studio versions. | |
| --- | |
| ## ๐ง Model Capabilities | |
| Mtrini-Imagine is designed for experimentation with: | |
| ๐จ Creative image generation | |
| ๐ผ๏ธ Text-to-image generation | |
| ๐งช Image-model research | |
| ๐ค Multimodal AI experimentation | |
| ๐ป Local inference | |
| ๐ฌ Open model development | |
| --- | |
| ## โ ๏ธ Known Limitations | |
| Like basically every image model, Mtrini-Imagine isn't perfect. ๐ | |
| You may encounter: | |
| - โ๏ธ Incorrect text inside images | |
| - ๐ค Misspelled words | |
| - ๐งฉ Strange object relationships | |
| - ๐จ Unexpected visual artifacts | |
| - ๐ง Prompt interpretation errors | |
| - ๐ Inconsistent small details | |
| **Text rendering can be especially challenging.** | |
| We're continuing to experiment with future Mtrini-Imagine versions. ๐ | |
| --- | |
| ## ๐ก๏ธ Safety | |
| Please use Mtrini-Imagine responsibly. | |
| Do not use the model to create illegal, harmful, deceptive, or abusive content. | |
| Users are responsible for ensuring their generated content follows applicable laws and platform policies. | |
| --- | |
| ## ๐ License | |
| This adapter is released under **Apache-2.0**, subject to the licensing conditions of the underlying HiDream-O1-Image model. | |
| Please review the original model's license before commercial use. | |
| --- | |
| ## โค๏ธ Credits | |
| Built by **Compiwer AI** ๐ฒ๐ฆ | |
| **Model family:** Mtrini | |
| **Model:** Mtrini-Imagine-1.0-7B | |
| **Base:** HiDream-O1-Image | |
| **Framework:** DiffSynth-Studio | |
| --- | |
| ## ๐ Explore | |
| ๐ **Compiwer AI** | |
| ๐ค **More Mtrini models** | |
| ๐งช **More experiments coming soon** | |
| --- | |
| # ๐ Mtrini-Imagine-1.0-7B | |
| ### ๐จ Imagine more. Build more. Ship more. | |
| **Compiwer AI โ Building AI For Everyone.** |