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---
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language:
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- en
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license: apache-2.0
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tags:
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- text-to-image
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- image-generation
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- flux
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---
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![FLUX.1 [schnell] Grid](./schnell_grid.jpeg)
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`FLUX.1 [schnell]` is a 12 billion parameter rectified flow transformer capable of generating images from text descriptions.
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For more information, please read our [blog post](https://blackforestlabs.ai/announcing-black-forest-labs/).
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# Key Features
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1. Cutting-edge output quality and competitive prompt following, matching the performance of closed source alternatives.
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2. Trained using latent adversarial diffusion distillation, `FLUX.1 [schnell]` can generate high-quality images in only 1 to 4 steps.
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3. Released under the `apache-2.0` licence, the model can be used for personal, scientific, and commercial purposes.
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# Usage
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We provide a reference implementation of `FLUX.1 [schnell]`, as well as sampling code, in a dedicated [github repository](https://github.com/black-forest-labs/flux).
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Developers and creatives looking to build on top of `FLUX.1 [schnell]` are encouraged to use this as a starting point.
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## API Endpoints
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The FLUX.1 models are also available via API from the following sources
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- [bfl.ml](https://docs.bfl.ml/) (currently `FLUX.1 [pro]`)
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- [replicate.com](https://replicate.com/collections/flux)
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- [fal.ai](https://fal.ai/models/fal-ai/flux/schnell)
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- [mystic.ai](https://www.mystic.ai/black-forest-labs/flux1-schnell)
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## ComfyUI
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`FLUX.1 [schnell]` is also available in [Comfy UI](https://github.com/comfyanonymous/ComfyUI) for local inference with a node-based workflow.
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## Diffusers
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To use `FLUX.1 [schnell]` with the 🧨 diffusers python library, first install or upgrade diffusers
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```shell
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pip install -U diffusers
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```
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Then you can use `FluxPipeline` to run the model
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```python
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import torch
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from diffusers import FluxPipeline
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pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-schnell", torch_dtype=torch.bfloat16)
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pipe.enable_model_cpu_offload() #save some VRAM by offloading the model to CPU. Remove this if you have enough GPU power
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prompt = "A cat holding a sign that says hello world"
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image = pipe(
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prompt,
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guidance_scale=0.0,
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num_inference_steps=4,
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max_sequence_length=256,
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generator=torch.Generator("cpu").manual_seed(0)
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).images[0]
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image.save("flux-schnell.png")
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```
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To learn more check out the [diffusers](https://huggingface.co/docs/diffusers/main/en/api/pipelines/flux) documentation
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---
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# Limitations
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- This model is not intended or able to provide factual information.
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- As a statistical model this checkpoint might amplify existing societal biases.
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- The model may fail to generate output that matches the prompts.
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- Prompt following is heavily influenced by the prompting-style.
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# Out-of-Scope Use
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The model and its derivatives may not be used
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- In any way that violates any applicable national, federal, state, local or international law or regulation.
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- For the purpose of exploiting, harming or attempting to exploit or harm minors in any way; including but not limited to the solicitation, creation, acquisition, or dissemination of child exploitative content.
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- To generate or disseminate verifiably false information and/or content with the purpose of harming others.
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- To generate or disseminate personal identifiable information that can be used to harm an individual.
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- To harass, abuse, threaten, stalk, or bully individuals or groups of individuals.
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- To create non-consensual nudity or illegal pornographic content.
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- For fully automated decision making that adversely impacts an individual's legal rights or otherwise creates or modifies a binding, enforceable obligation.
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- Generating or facilitating large-scale disinformation campaigns.
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{
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"_class_name": "FluxPipeline",
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"_diffusers_version": "0.30.0.dev0",
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"scheduler": [
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"diffusers",
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"FlowMatchEulerDiscreteScheduler"
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],
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"text_encoder": [
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"transformers",
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"CLIPTextModel"
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],
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"text_encoder_2": [
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"transformers",
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"T5EncoderModel"
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],
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"tokenizer": [
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"transformers",
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"CLIPTokenizer"
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],
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"tokenizer_2": [
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"transformers",
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"T5TokenizerFast"
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],
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"transformer": [
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"diffusers",
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"FluxTransformer2DModel"
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],
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"vae": [
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"diffusers",
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"AutoencoderKL"
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]
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}
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{
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"_class_name": "FlowMatchEulerDiscreteScheduler",
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"_diffusers_version": "0.30.0.dev0",
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"base_image_seq_len": 256,
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"base_shift": 0.5,
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"max_shift": 1.15,
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"num_train_timesteps": 1000,
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"shift": 1.0,
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"use_dynamic_shifting": false
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}
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{
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"_name_or_path": "openai/clip-vit-large-patch14",
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"architectures": [
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"is_encoder_decoder": true,
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"is_gated_act": true,
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"layer_norm_epsilon": 1e-06,
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"model_type": "t5",
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"num_decoder_layers": 24,
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"num_heads": 64,
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"num_layers": 24,
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"output_past": true,
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"pad_token_id": 0,
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"relative_attention_max_distance": 128,
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"relative_attention_num_buckets": 32,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.43.3",
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"use_cache": true,
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"vocab_size": 32128
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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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||||
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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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||||
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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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||||
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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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|
||||
"<extra_id_75>",
|
||||
"<extra_id_76>",
|
||||
"<extra_id_77>",
|
||||
"<extra_id_78>",
|
||||
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|
||||
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|
||||
"<extra_id_81>",
|
||||
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|
||||
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|
||||
"<extra_id_84>",
|
||||
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|
||||
"<extra_id_86>",
|
||||
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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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|
||||
"<extra_id_96>",
|
||||
"<extra_id_97>",
|
||||
"<extra_id_98>",
|
||||
"<extra_id_99>"
|
||||
],
|
||||
"clean_up_tokenization_spaces": true,
|
||||
"eos_token": "</s>",
|
||||
"extra_ids": 100,
|
||||
"legacy": true,
|
||||
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|
||||
"pad_token": "<pad>",
|
||||
"sp_model_kwargs": {},
|
||||
"tokenizer_class": "T5Tokenizer",
|
||||
"unk_token": "<unk>"
|
||||
}
|
||||
|
|
@ -0,0 +1,13 @@
|
|||
{
|
||||
"_class_name": "FluxTransformer2DModel",
|
||||
"_diffusers_version": "0.30.0.dev0",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"num_attention_heads": 24,
|
||||
"num_layers": 19,
|
||||
"num_single_layers": 38,
|
||||
"patch_size": 1,
|
||||
"pooled_projection_dim": 768
|
||||
}
|
||||
BIN
transformer/diffusion_pytorch_model-00001-of-00003.safetensors (Stored with Git LFS)
Normal file
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transformer/diffusion_pytorch_model-00001-of-00003.safetensors (Stored with Git LFS)
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BIN
transformer/diffusion_pytorch_model-00002-of-00003.safetensors (Stored with Git LFS)
Normal file
BIN
transformer/diffusion_pytorch_model-00002-of-00003.safetensors (Stored with Git LFS)
Normal file
Binary file not shown.
BIN
transformer/diffusion_pytorch_model-00003-of-00003.safetensors (Stored with Git LFS)
Normal file
BIN
transformer/diffusion_pytorch_model-00003-of-00003.safetensors (Stored with Git LFS)
Normal file
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|
|
@ -0,0 +1,37 @@
|
|||
{
|
||||
"_class_name": "AutoencoderKL",
|
||||
"_diffusers_version": "0.30.0.dev0",
|
||||
"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
|
||||
}
|
||||
Binary file not shown.
Loading…
Reference in New Issue