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README.md
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README.md
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# flux.1-lite-8B
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---
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license: other
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license_name: flux-1-dev-non-commercial-license
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license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/resolve/main/LICENSE.md
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base_model:
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- black-forest-labs/FLUX.1-dev
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pipeline_tag: text-to-image
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library_name: diffusers
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tags:
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- flux
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- text-to-image
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---
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# Flux.1 Lite
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We are thrilled to announce the release of Flux.1 Lite, an 8B parameter transformer model distilled from the FLUX.1-dev model. This version uses 7 GB less RAM and runs 23% faster while maintaining the same precision (bfloat16) as the original model.
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`🔥 UPDATE 🔥`: We have released a new version of Flux.1 Lite 8B. This version is trained with a new dataset and achieves better results than the previous alpha version. The main changes include:
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- Distillation for a broader range of guidance values (2.0-5.0)
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- Distillation for a broader range of number of steps (20-32)
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- More diverse dataset with longer prompts
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## Text-to-Image
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Flux.1 Lite is ready to unleash your creativity! For the best results, we strongly **recommend using a `guidance_scale` between 2.0 and 5.0 and setting `n_steps` between 20 and 32**.
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```python
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import torch
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from diffusers import FluxPipeline
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torch_dtype = torch.bfloat16
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device = "cuda"
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# Load the pipe
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model_id = "Freepik/flux.1-lite-8B"
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pipe = FluxPipeline.from_pretrained(
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model_id, torch_dtype=torch_dtype
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).to(device)
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# Inference
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prompt = "A close-up image of a green alien with fluorescent skin in the middle of a dark purple forest"
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guidance_scale = 3.5
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n_steps = 28
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seed = 11
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with torch.inference_mode():
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image = pipe(
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prompt=prompt,
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generator=torch.Generator(device="cpu").manual_seed(seed),
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num_inference_steps=n_steps,
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guidance_scale=guidance_scale,
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height=1024,
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width=1024,
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).images[0]
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image.save("output.png")
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```
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## Motivation
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Inspired by [Ostris](https://ostris.com/2024/09/07/skipping-flux-1-dev-blocks/) findings, we analyzed the mean squared error (MSE) between the input and output of each block to quantify their contribution to the final result, revealing significant variability.
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As Ostris pointed out, not all blocks contribute equally. While skipping just one of the early MMDiT or late DiT blocks can significantly impact model performance, skipping any single block in between does not have a significant impact over the final image quality.
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## ComfyUI
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We've also crafted a ComfyUI workflow to make using Flux.1 Lite even more seamless! Find it in `comfy/flux.1-lite_workflow.json`.
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The safetensors checkpoint is available here: [flux.1-lite-8B.safetensors](flux.1-lite-8B.safetensors)
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## Try it out at Freepik!
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Our [AI generator](https://www.freepik.com/pikaso/ai-image-generator) is now powered by Flux.1 Lite!
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## 🔥 News 🔥
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* Dec 30, 2024. Flux.1 Lite 8B new trained model is publicly available on [HuggingFace Repo](https://huggingface.co/Freepik/flux.1-lite-8B).
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* Oct 23, 2024. Alpha 8B checkpoint is publicly available on [HuggingFace Repo](https://huggingface.co/Freepik/flux.1-lite-8B-alpha).
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## Citation
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If you find our work helpful, please cite it!
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```bibtex
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@article{flux1-lite,
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title={Flux.1 Lite: Distilling Flux1.dev for Efficient Text-to-Image Generation},
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author={Daniel Verdú, Javier Martín},
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email={dverdu@freepik.com, javier.martin@freepik.com},
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year={2024},
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}
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```
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flux.1-lite-8B
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||||||
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|
||||||
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|
||||||
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|
||||||
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||||||
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|
||||||
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||||||
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||||||
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|
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|
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|
||||||
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|
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|
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|
||||||
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|
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|
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|
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|
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|
||||||
|
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|
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|
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|
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|
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|
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|
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|
||||||
|
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|
||||||
|
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|
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|
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|
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|
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|
||||||
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
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|
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}
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|
|
@ -0,0 +1 @@
|
||||||
|
{"patch_size": 1, "in_channels": 64, "out_channels": null, "num_layers": 8, "num_single_layers": 38, "attention_head_dim": 128, "num_attention_heads": 24, "joint_attention_dim": 4096, "pooled_projection_dim": 768, "guidance_embeds": true, "axes_dims_rope": [16, 56, 56], "_use_default_values": ["axes_dims_rope", "out_channels"], "_class_name": "FluxTransformer2DModel", "_diffusers_version": "0.32.0.dev0", "_name_or_path": "/mnt/localnvme/huggingface_cache/hub/models--black-forest-labs--FLUX.1-dev/snapshots/0ef5fff789c832c5c7f4e127f94c8b54bbcced44/transformer"}
|
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|
@ -0,0 +1,815 @@
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|
{
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}
|
||||||
|
}
|
||||||
|
|
@ -0,0 +1,38 @@
|
||||||
|
{
|
||||||
|
"_class_name": "AutoencoderKL",
|
||||||
|
"_diffusers_version": "0.32.0.dev0",
|
||||||
|
"_name_or_path": "/mnt/localnvme/huggingface_cache/hub/models--black-forest-labs--FLUX.1-dev/snapshots/0ef5fff789c832c5c7f4e127f94c8b54bbcced44/vae",
|
||||||
|
"act_fn": "silu",
|
||||||
|
"block_out_channels": [
|
||||||
|
128,
|
||||||
|
256,
|
||||||
|
512,
|
||||||
|
512
|
||||||
|
],
|
||||||
|
"down_block_types": [
|
||||||
|
"DownEncoderBlock2D",
|
||||||
|
"DownEncoderBlock2D",
|
||||||
|
"DownEncoderBlock2D",
|
||||||
|
"DownEncoderBlock2D"
|
||||||
|
],
|
||||||
|
"force_upcast": true,
|
||||||
|
"in_channels": 3,
|
||||||
|
"latent_channels": 16,
|
||||||
|
"latents_mean": null,
|
||||||
|
"latents_std": null,
|
||||||
|
"layers_per_block": 2,
|
||||||
|
"mid_block_add_attention": true,
|
||||||
|
"norm_num_groups": 32,
|
||||||
|
"out_channels": 3,
|
||||||
|
"sample_size": 1024,
|
||||||
|
"scaling_factor": 0.3611,
|
||||||
|
"shift_factor": 0.1159,
|
||||||
|
"up_block_types": [
|
||||||
|
"UpDecoderBlock2D",
|
||||||
|
"UpDecoderBlock2D",
|
||||||
|
"UpDecoderBlock2D",
|
||||||
|
"UpDecoderBlock2D"
|
||||||
|
],
|
||||||
|
"use_post_quant_conv": false,
|
||||||
|
"use_quant_conv": false
|
||||||
|
}
|
||||||
Loading…
Reference in New Issue