diff --git a/model_compare_full/README.md b/model_compare_full/README.md new file mode 100644 index 0000000000000000000000000000000000000000..3face66d9d6246f1374f5178ed1c03a39fa09ffc --- /dev/null +++ b/model_compare_full/README.md @@ -0,0 +1,162 @@ +# ControlNet Generation Comparison + +## ControlNet canny + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet normal + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet depth + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet openpose + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet hed + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet scribble + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet mlsd + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| +## ControlNet seg + +|seed|sd15|openjourney|Nitro-Diffusion|anything-v3.0|vintedois-diffusion-v0-1| +|---|---|---|---|---|---| +|0|||||| +|1|||||| +|2|||||| +|3|||||| +|4|||||| +|5|||||| +|6|||||| +|7|||||| +|8|||||| +|9|||||| +|10|||||| +|11|||||| +|12|||||| +|13|||||| +|14|||||| +|15|||||| diff --git a/model_compare_full/all_controlnet_models/canny/Nitro-Diffusion/output_00.png b/model_compare_full/all_controlnet_models/canny/Nitro-Diffusion/output_00.png new file mode 100644 index 0000000000000000000000000000000000000000..811077a465d1e1e6f6a2bcc334b61d5c15e9cb4d --- /dev/null +++ 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index 0000000000000000000000000000000000000000..677cfae7a30419234a62fbeed7045d2024682050 --- /dev/null +++ b/model_compare_full/gen_compare_image.py @@ -0,0 +1,76 @@ +import numpy as np +import torch +import sys +import os + +from diffusers import ( + StableDiffusionControlNetPipeline, + AutoencoderKL, + UNet2DConditionModel, +) +from diffusers.utils import load_image + +test_prompt = "best quality, extremely detailed" +test_negative_prompt = "lowres, bad anatomy, worst quality, low quality" + + +def generate_image(seed, control): + image = pipe( + prompt=test_prompt, + negative_prompt=test_negative_prompt, + width=512, + height=512, + generator=torch.Generator(device="cuda").manual_seed(seed), + image=control, + num_inference_steps=30, + ).images[0] + return image + + +if __name__ == "__main__": + contrlnet_model = sys.argv[1] + output_image_root_folder = f"./all_controlnet_models/{contrlnet_model}" + os.makedirs(output_image_root_folder, exist_ok=True) + + model_id = f"../../control_sd15_{contrlnet_model}" + base_model_id = sys.argv[2] if len(sys.argv) == 3 else None + + control_image_dict = { + "canny":"control_bird_canny.png", + "depth":"control_vermeer_depth.png", + "hed":"control_bird_hed.png", + "mlsd":"control_room_mlsd.png", + "normal":"control_human_normal.png", + "openpose":"control_human_openpose.png", + "scribble":"control_vermeer_scribble.png", + "seg":"control_room_seg.png", + } + + control_image = load_image( + f"https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare/control_images/converted/{control_image_dict[contrlnet_model]}" + ) + + if base_model_id: + unet = UNet2DConditionModel.from_pretrained(base_model_id, subfolder="unet").to( + "cuda" + ) + output_types = [base_model_id.split("/")[1]] + else: + output_types = ["sd15"] + + for output_type in output_types: + if output_type == "sd15": + print("SD15 no override config") + pipe = StableDiffusionControlNetPipeline.from_pretrained(model_id).to( + "cuda" + ) + else: + print(f"{base_model_id} unet only override config") + pipe = StableDiffusionControlNetPipeline.from_pretrained( + model_id, unet=unet + ).to("cuda") + output_folder = f"{output_image_root_folder}/{output_type}" + os.makedirs(output_folder, exist_ok=True) + for seed in range(16): + image = generate_image(seed=seed, control=control_image) + image.save(f"{output_folder}/output_{seed:02d}.png") diff --git a/model_compare_full/gen_compare_image.sh b/model_compare_full/gen_compare_image.sh new file mode 100755 index 0000000000000000000000000000000000000000..8b3e2a39ab0a52e4a71a268af465f17beb1008dc --- /dev/null +++ b/model_compare_full/gen_compare_image.sh @@ -0,0 +1,12 @@ +#!/bin/bash +models=("canny" "normal" "depth" "openpose" "hed" "scribble" "mlsd" "seg") + +for model in "${models[@]}" +do + echo $model + python gen_compare_image.py $model + python gen_compare_image.py $model prompthero/openjourney + python gen_compare_image.py $model nitrosocke/Nitro-Diffusion + python gen_compare_image.py $model Linaqruf/anything-v3.0 + python gen_compare_image.py $model 22h/vintedois-diffusion-v0-1 +done \ No newline at end of file diff --git a/model_compare_full/gen_markdown.py b/model_compare_full/gen_markdown.py new file mode 100644 index 0000000000000000000000000000000000000000..dae3b5c8e22f12d593d405fbf51c4ab6fec1f99c --- /dev/null +++ b/model_compare_full/gen_markdown.py @@ -0,0 +1,34 @@ +import sys + +cnet_models = ["canny", "normal", "depth", "openpose", "hed", "scribble", "mlsd", "seg"] +unet_models = ["sd15", "openjourney", "Nitro-Diffusion", "anything-v3.0", "vintedois-diffusion-v0-1"] + +print(f"# ControlNet Generation Comparison") +print("") + +def print_header(): + print("|seed|", end="") + for ot in unet_models: + print(f"{ot}|", end="") + print("") + + print("|", end="") + for _ in range(len(unet_models) + 1): + print("---|", end="") + print("") + +def get_url(path): + url = "./all_controlnet_models/" + #url = 'https://huggingface.co/takuma104/controlnet_dev/resolve/main/model_compare_full/all_controlnet_models/' + return url + path + +for cnet in cnet_models: + print(f"## ControlNet {cnet}") + print("") + print_header() + for seed in range(16): + print(f"|{seed}|", end="") + for unet in unet_models: + url = get_url(path=f"{cnet}/{unet}/output_{seed:02d}.png") + print(f'|', end="") + print("") diff --git a/model_compare_full/gen_markdowns.sh b/model_compare_full/gen_markdowns.sh new file mode 100755 index 0000000000000000000000000000000000000000..077da3381dad3df721f9fe3be217815fa6f6a924 --- /dev/null +++ b/model_compare_full/gen_markdowns.sh @@ -0,0 +1,4 @@ +#!/bin/bash + +python gen_markdown.py > README.md +