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README.md
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---
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license: apache-2.0
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---
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license: apache-2.0
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language:
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- en
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base_model:
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- Wan-AI/Wan2.1-I2V-14B-480P
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- Wan-AI/Wan2.1-I2V-14B-480P-Diffusers
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pipeline_tag: image-to-video
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tags:
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- text-to-image
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- lora
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- diffusers
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- template:diffusion-lora
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- image-to-video
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widget:
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- text: >-
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The video opens on a puppy. A knife, held by a hand, is coming into frame
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and hovering over the puppy. The knife then begins cutting into the puppy to
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c4k3 cakeify it. As the knife slices the puppy open, the inside of the puppy
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is revealed to be cake with chocolate layers. The knife cuts through and the
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contents of the puppy are revealed.
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output:
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url: example_videos/puppy_cakeify.mp4
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- text: >-
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The video opens on a woman. A knife, held by a hand, is coming into frame
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and hovering over the woman. The knife then begins cutting into the woman to
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c4k3 cakeify it. As the knife slices the woman open, the inside of the woman
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is revealed to be cake with chocolate layers. The knife cuts through and the
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contents of the woman are revealed.
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output:
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url: example_videos/woman_cakeify.mp4
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- text: >-
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The video opens on a timberland boot. A knife, held by a hand, is coming
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into frame and hovering over the timberland boot. The knife then begins
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cutting into the timberland boot to c4k3 cakeify it. As the knife slices the
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timberland boot open, the inside of the timberland boot is revealed to be
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cake with chocolate layers. The knife cuts through and the contents of the
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timberland boot are revealed.
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output:
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url: example_videos/timberland_cakeify.mp4
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- text: >-
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The video opens on a cat. A knife, held by a hand, is coming into frame and
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hovering over the cat. The knife then begins cutting into the cat to c4k3
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cakeify it. As the knife slices the cat open, the inside of the cat is
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revealed to be cake with chocolate layers. The knife cuts through and the
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contents of the cat are revealed.
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output:
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url: example_videos/cat_cakeify.mp4
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---
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<div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;">
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<h1 style="color: #24292e; margin-top: 0;">Cakeify Effect LoRA for Wan2.1 14B I2V 480p</h1>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Overview</h2>
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<p>This LoRA is trained on the Wan2.1 14B I2V 480p model and allows you to cakeify any object in an image. The effect works on a wide variety of objects, from animals to vehicles to people!</p>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Features</h2>
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<ul style="margin-bottom: 0;">
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<li>Transform any image into a video of it being cakeified</li>
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<li>Trained on the Wan2.1 14B 480p I2V base model</li>
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<li>Consistent results across different object types</li>
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<li>Simple prompt structure that's easy to adapt</li>
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</ul>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Community</h2>
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<ul style="margin-bottom: 0;">
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<li>
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Generate videos with 100+ Camera Control and VFX LoRAs on the
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<a href="https://app.remade.ai/canvas/create" style="color: #0366d6; text-decoration: none;">Remade Canvas</a>.
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</li>
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<li>
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<b>Discord:</b>
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<a href="https://remade.ai/join-discord?utm_source=Huggingface&utm_medium=Social&utm_campaign=model_release&utm_content=crash_zoom_out" style="color: #0366d6; text-decoration: none;">
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Join our community
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</a> to generate videos with this LoRA for free
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</li>
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</ul>
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</div>
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<Gallery />
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# Model File and Inference Workflow
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## 📥 Download Links:
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- [cakeify_16_epochs.safetensors](./cakeify_16_epochs.safetensors) - LoRA Model File
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- [wan_img2vid_lora_workflow.json](./workflow/wan_img2vid_lora_workflow.json) - Wan I2V with LoRA Workflow for ComfyUI
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---
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<div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;">
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Recommended Settings</h2>
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<ul style="margin-bottom: 0;">
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<li><b>LoRA Strength:</b> 1.0</li>
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<li><b>Embedded Guidance Scale:</b> 6.0</li>
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<li><b>Flow Shift:</b> 5.0</li>
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</ul>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Trigger Words</h2>
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<p>The key trigger phrase is: <code style="background-color: #f0f0f0; padding: 3px 6px; border-radius: 4px;"> c4k3 cakeify it</code></p>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Prompt Template</h2>
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<p>For best results, use this prompt structure:</p>
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<div style="background-color: #f0f0f0; padding: 12px; border-radius: 6px; margin: 10px 0;">
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<i>The video opens on a [object]. A knife, held by a hand, is coming into frame and hovering over the [object]. The knife then begins cutting into the [object] to c4k3 cakeify it. As the knife slices the [object] open, the inside of the [object] is revealed to be cake with chocolate layers. The knife cuts through and the contents of the [object] are revealed.</i>
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</div>
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<p>Simply replace <code style="background-color: #f0f0f0; padding: 3px 6px; border-radius: 4px;">[object]</code> with whatever you want to see cakeified!</p>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">ComfyUI Workflow</h2>
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<p>This LoRA works with a modified version of <a href="https://github.com/kijai/ComfyUI-WanVideoWrapper/blob/main/example_workflows/wanvideo_480p_I2V_example_02.json" style="color: #0366d6; text-decoration: none;">Kijai's Wan Video Wrapper workflow</a>. The main modification is adding a Wan LoRA node connected to the base model.</p>
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<img src="./workflow/cakeify_workflow_screenshot.png" style="width: 100%; border-radius: 8px; margin: 15px 0; box-shadow: 0 4px 8px rgba(0,0,0,0.1);">
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<p>See the Downloads section above for the modified workflow.</p>
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</div>
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</div>
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<div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;">
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Model Information</h2>
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<p>The model weights are available in Safetensors format. See the Downloads section above.</p>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Training Details</h2>
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<ul style="margin-bottom: 0;">
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<li><b>Base Model:</b> Wan2.1 14B I2V 480p</li>
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<li><b>Training Data:</b> 1 minute of video (13 short clips of things being cakeified, each clip captioned separately)</li>
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<li><b>Epochs:</b> 16</li>
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</ul>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Additional Information</h2>
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<p>Training was done using <a href="https://github.com/tdrussell/diffusion-pipe" style="color: #0366d6; text-decoration: none;">Diffusion Pipe for Training</a></p>
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</div>
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<div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
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<h2 style="color: #24292e; margin-top: 0;">Acknowledgments</h2>
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<p style="margin-bottom: 0;">Special thanks to Kijai for the ComfyUI Wan Video Wrapper and tdrussell for the training scripts!</p>
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</div>
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</div>
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