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Pandora

A model for generating realistic, high-quality images captured on a mobile phone.

It uses a two-stage training process: the first stage uses a low-quality dataset to help the model learn outlines, and the second stage uses a high-quality dataset to improve image quality and details.

Every image generated will surprise you.

I've enabled gate access.

You can submit an access request, which I will manually review.

If you would like to expedite the process, please pay me $100, and I will then grant you access.

For payment-related questions, you should email me.

[email protected]

Use

Using a custom pipeline for inference yields the best performance

import torch
from diffusers import FluxPipeline

base_model = "black-forest-labs/FLUX.1-dev"
repo = "likewendy/pandora"

pipe = DiffusionPipeline.from_pretrained(
    base_model,
    custom_pipeline=repo,
    trust_remote_code=True,
    torch_dtype=torch.bfloat16
)

pipe.load_lora_weights(repo)
pipe.enable_model_cpu_offload()

img = pipe(
  prompt="1 gril",
  negative_prompt="low quality, deformed, watermark",
  height=1024,
  width=1024,
  guidance_scale=3.2,
  num_inference_steps=36,
  generator=torch.Generator(device=pipe.device).manual_seed(42)
).images[0]

img.save("out.png")

Limitations

This model is not intended to or capable of providing factual information.
As a statistical model, this checkpoint may amplify existing social biases.
The model may not generate output that matches the prompt.
Tip following is significantly influenced by the prompt style.

Out-of-scope Use

This model and its derivatives may not be used

in any manner that violates any applicable national, federal, state, local, or international law or regulation.
For the purpose of exploiting, harming, or attempting to exploit or harm minors in any way; including but not limited to soliciting, creating, acquiring, or distributing child exploitation content.
Creating or disseminating verifiably false information and/or content with the intent to harm others.
Creating or disseminating personally identifiable information that could be used to harm individuals.
Harassing, abusing, threatening, stalking, or bullying individuals or groups.
Creating non-consensual nudity or illegal pornography.
For fully automated decision-making, adversely affecting the legal rights of individuals or otherwise creating or modifying binding, enforceable obligations.
Initiating or facilitating large-scale disinformation campaigns.

Responsible Artificial Intelligence

I am committed to the responsible development of generative AI technology.

Before releasing Pandora, I evaluated and mitigated numerous risks in the Pandora model and service, including the generation of illegal content.
I implemented a series of pre-release mitigations to help prevent third-party misuse.
For example, the HuggingFace repository for the Pandora model includes inference filters for illegal or infringing content.
Use of the model must comply with the terms of the Pandora license and be subject to filters or human review.
We may randomly contact known deployers of the Pandora model to verify that filters or human review processes are in place.

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