Create README.md
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README.md
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---
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datasets:
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- diffusers/tuxemon
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base_model:
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- tencent/HunyuanVideo
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library_name: diffusers
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widget:
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- text: Style of snomexut, A fluffy, brown-haired tuxemon with a curious expression, sporting an orange and black striped harness and unique patterned tail, explores its surroundings.
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output:
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url: video_0.mp4
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- text: Style of snomexut, A vibrant yellow Tuxemon, wielding a fiery blue staff, joyfully manipulates swirling flames around its cheerful form.
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output:
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url: video_1.mp4
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- text: Style of snomexut, A vibrant yellow Tuxemon, wielding a fiery blue staff, joyfully manipulates swirling flames around its cheerful form.
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output:
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url: video_2.mp4
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- text: Style of snomexut, A menacing blue tuxemon with sharp claws and fierce fangs roars against a cosmic backdrop, its body adorned with glowing orbs and sharp pink details.
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output:
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url: video_3.mp4
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tags:
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- text-to-video
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- diffusers-training
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- diffusers
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- lora
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- hunyuan_video
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- template:sd-lora
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---
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# LoRA Finetune
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<Gallery />
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## Model description
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This is a lora finetune of https://huggingface.co/hunyuanvideo-community/HunyuanVideo.
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The model was trained using [`finetrainers`](https://github.com/a-r-r-o-w/finetrainers). Training progress over time (4000 steps, 6000 steps, 8000 steps, 10000 steps):
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<video src="output.mp4"> Your browser does not support the video tag. </video>
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## Download model
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[Download LoRA](pytorch_lora_weights.safetensors) in the Files & Versions tab.
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## Usage
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Requires the [🧨 Diffusers library](https://github.com/huggingface/diffusers) installed.
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Trigger phrase: `"Style of snomexut,"`
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```python
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import torch
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from diffusers import HunyuanVideoPipeline, HunyuanVideoTransformer3DModel
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from diffusers.utils import export_to_video
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model_id = "hunyuanvideo-community/HunyuanVideo"
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transformer = HunyuanVideoTransformer3DModel.from_pretrained(
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model_id, subfolder="transformer", torch_dtype=torch.bfloat16
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)
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pipe = HunyuanVideoPipeline.from_pretrained(model_id, transformer=transformer, torch_dtype=torch.float16)
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pipe.vae.enable_tiling()
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pipe.to("cuda")
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pipe.load_lora_weights("a-r-r-o-w/HunyuanVideo-tuxemons", adapter_name="hunyuanvideo-lora")
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pipe.set_adapters("hunyuanvideo-lora", 1.2)
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output = pipe(
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prompt="Style of snomexut, a cat-like Tuxemon creature walks in alien-world grass, and observes its surroundings.",
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height=768,
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width=768,
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num_frames=33,
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num_inference_steps=30,
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generator=torch.Generator().manual_seed(73),
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).frames[0]
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export_to_video(output, "output-tuxemon.mp4", fps=15)
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```
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<video src="output-tuxemon.mp4"> Your browser does not support the video tag. </video>
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For more details, including weighting, merging and fusing LoRAs, check the [documentation](https://huggingface.co/docs/diffusers/main/en/using-diffusers/loading_adapters) on loading LoRAs in diffusers.
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<details>
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<summary> Training params </summary>
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Dataset contained 250 images from `diffusers/tuxemon` and 150 samples generated from a Flux LoRA trained on the same dataset.
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```
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id_token: "Style of snomexut,"
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target_modules: to_q to_k to_v to_out.0 add_q_proj add_k_proj add_v_proj to_add_out
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lr: 1e-5
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training_steps: 10000
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video_resolution_buckets: 1x768x768 1x512x512
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rank: 128
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lora_alpha: 128
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optimizer: adamw
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weight_decay: 0.01
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flow_weighting_scheme: logit_normal
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flow_shift: 7.0
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validation_prompts: $ID_TOKEN A fluffy, brown-haired tuxemon with a curious expression, sporting an orange and black striped harness and unique patterned tail, explores its surroundings.@@@1x768x768:::$ID_TOKEN A curious yellow Tuxemon bird with large, expressive eyes and a distinctive golden beak, set against a starry black background, looks gently to its left.@@@1x768x768:::$ID_TOKEN A menacing Tuxemon with the appearance of a green and white aquatic shark, featuring sharp teeth and red eyes, emerges from the dark abyss, ready to unleash its fury.@@@1x768x768:::$ID_TOKEN A cheerful light blue tuxemon with four tentacle-like arms and sharp ears smiles playfully against a dark background.@@@1x768x768:::$ID_TOKEN A cheerful white Tuxemon with large ears and a playful expression joyfully floats in a starry outer space backdrop.@@@1x768x768:::$ID_TOKEN A finely detailed, silver-toned pin shaped like a futuristic double-barreled gun, adorned with orange textured panels, popularly associated with the Tuxemon universe.@@@1x768x768:::$ID_TOKEN A menacing blue tuxemon with sharp claws and fierce fangs roars against a cosmic backdrop, its body adorned with glowing orbs and sharp pink details.@@@1x768x768:::$ID_TOKEN A vibrant yellow Tuxemon, wielding a fiery blue staff, joyfully manipulates swirling flames around its cheerful form.@@@1x768x768:::$ID_TOKEN A fluffy, brown-haired tuxemon with a curious expression, sporting an orange and black striped harness and unique patterned tail, explores its surroundings.@@@49x768x768:::$ID_TOKEN A curious yellow Tuxemon bird with large, expressive eyes and a distinctive golden beak, set against a starry black background, looks gently to its left.@@@49x768x768:::$ID_TOKEN A menacing Tuxemon with the appearance of a green and white aquatic shark, featuring sharp teeth and red eyes, emerges from the dark abyss, ready to unleash its fury.@@@49x768x768:::$ID_TOKEN A cheerful light blue tuxemon with four tentacle-like arms and sharp ears smiles playfully against a dark background.@@@49x768x768:::$ID_TOKEN A finely detailed, silver-toned pin shaped like a futuristic double-barreled gun, adorned with orange textured panels, popularly associated with the Tuxemon universe.@@@49x768x768:::$ID_TOKEN A menacing blue tuxemon with sharp claws and fierce fangs roars against a cosmic backdrop, its body adorned with glowing orbs and sharp pink details.@@@49x768x768:::$ID_TOKEN A vibrant yellow Tuxemon, wielding a fiery blue staff, joyfully manipulates swirling flames around its cheerful form.@@@49x768x768
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```
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</details>
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