Training run: 64 rank, Feed-Forward targets
Browse files- README.md +50 -0
- adapter_config.json +38 -0
- adapter_model.safetensors +3 -0
README.md
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---
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license: apache-2.0
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base_model: lambdalabs/miniSD-diffusers
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tags:
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- stable-diffusion
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- lora
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- diffusers
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- concept-swap
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---
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# Giraffe-Zebra Concept Swap LoRA
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This LoRA adapter swaps the concepts of giraffes and zebras in Stable Diffusion.
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## Training Details
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- Base Model: lambdalabs/miniSD-diffusers
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- LoRA Rank: 64
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- Training Epochs: 30
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- Learning Rate: 0.0002
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## Usage
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```python
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from diffusers import StableDiffusionPipeline
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from peft import PeftModel
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import torch
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# Load base model
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pipe = StableDiffusionPipeline.from_pretrained(
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"lambdalabs/miniSD-diffusers",
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torch_dtype=torch.float16
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)
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# Load LoRA weights
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pipe.unet = PeftModel.from_pretrained(
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pipe.unet,
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"SurenaSa/IOAI2024_CV_Problem_V6_LoRA",
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is_trainable=False
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)
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pipe.to("cuda")
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# Generate
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prompt = "a photo of a giraffe" # Will generate a zebra!
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image = pipe(prompt, num_inference_steps=30, guidance_scale=7.5).images[0]
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image.save("output.png")
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```
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## Examples
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- Prompt: "a photo of a giraffe" → Generates zebra
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- Prompt: "a photo of a zebra" → Generates giraffe
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": {
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"base_model_class": "UNet2DConditionModel",
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"parent_library": "diffusers.models.unets.unet_2d_condition"
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},
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"base_model_name_or_path": "lambdalabs/miniSD-diffusers",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 64,
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"lora_dropout": 0.0,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 64,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"proj_out",
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"to_out.0",
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"ff.net.2",
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"proj_in",
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"to_q",
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"to_k",
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"to_v",
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"ff.net.0.proj"
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],
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"task_type": null,
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:03dc0b654407100b771274b0e3ee87ad399455a224efae76a79eff896361eaae
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size 108587728
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