diff --git a/gen_compare_v11/README.md b/gen_compare_v11/README.md new file mode 100644 index 0000000000000000000000000000000000000000..bfbad02c9b28f1f7ecf0f6c03e78024e4bfba77b --- /dev/null +++ b/gen_compare_v11/README.md @@ -0,0 +1,102 @@ +# ControlNet Generation Comparison + +## control_v11p_sd15_canny + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_depth + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_mlsd + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_normalbae + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_openpose + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_scribble + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_seg + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +|0|||| +|1|||| +|2|||| +|3|||| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_softedge + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15_lineart + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| +## control_v11p_sd15s2_lineart_anime + +|seed|conditional image|ref|diffusers| +|:---:|:---:|:---:|:---:| +|0|||| +|1|||| +|2|||| +|3|||| diff --git a/gen_compare_v11/control_images.yaml b/gen_compare_v11/control_images.yaml new file mode 100644 index 0000000000000000000000000000000000000000..de8f1e97dce5719532fe32053860162d46e4f3ac --- /dev/null +++ b/gen_compare_v11/control_images.yaml @@ -0,0 +1,34 @@ +p_sd15_canny: + - canny_vermeer_512x512.png +p_sd15_depth: + - zoe_pexels-sound-on-3760767_512x512.png + - midas_pexels-sound-on-3760767_512x512.png +p_sd15_lineart: + - lineart_wolf_512x512.png +p_sd15_mlsd: + - mlsd_room_512x512.png +p_sd15_normalbae: + - normalbae_person_leaves_512x512.png +p_sd15_openpose: + - openpose_pexels-sound-on-3760847_512x512.png + # - openpose_pexels-sound-on-3760693_512x512.png + # - openpose_pexels-sound-on-3760767_512x512.png + # - openpose_pexels-wallace-chuck-2383750_512x512.png +p_sd15_scribble: + - hed_pexels-wallace-chuck-2383750_512x512.png + - pidi_pexels-sound-on-3760767_512x512.png +p_sd15_softedge: + - hed_pexels-wallace-chuck-2383750_512x512.png + - pidi_pexels-sound-on-3760767_512x512.png +p_sd15_seg: + - oneformer_adk20_house_512x512.png + - oneformer_coco_house_512x512.png + - uniformer_house_512x512.png +p_sd15s2_lineart_anime: + - lineartanime_anime2_512x512.png +# p_sd15_inpaint: +# e_sd15_shuffle: +# - colorshuffle_vermeer_512x512.png +# - shuffle_vermeer_512x512.png +# e_sd15_ip2p: +# u_sd15_tile: diff --git a/gen_compare_v11/control_images/anime2_512x512.png b/gen_compare_v11/control_images/anime2_512x512.png new file mode 100644 index 0000000000000000000000000000000000000000..c6003e6fcc7d826d56c8ba1985f2d2f65ec51fbb --- /dev/null +++ b/gen_compare_v11/control_images/anime2_512x512.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:563962fbceeebffc47bbefd22dee734bf6f0679b01c8178bed547651728100f5 +size 174446 diff --git a/gen_compare_v11/control_images/bird_512x512.png b/gen_compare_v11/control_images/bird_512x512.png new file mode 100644 index 0000000000000000000000000000000000000000..48c19c28628761f285d9440cb957aa9f8efc144e --- /dev/null +++ b/gen_compare_v11/control_images/bird_512x512.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:23aafbec8809a5964740ddcea8adac1fa832806d482683a0379cadb7df88de3d +size 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+size 411231 diff --git a/gen_compare_v11/control_images/wolf_512x512.png b/gen_compare_v11/control_images/wolf_512x512.png new file mode 100644 index 0000000000000000000000000000000000000000..7f43858701ed3adf7e84401339f5275500d73977 --- /dev/null +++ b/gen_compare_v11/control_images/wolf_512x512.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:908c6992542673c592e37d78cde5928ebaa77d40f7e3a78ac14e305c0137bb1d +size 268618 diff --git a/gen_compare_v11/gen_diffusers_image.py b/gen_compare_v11/gen_diffusers_image.py new file mode 100644 index 0000000000000000000000000000000000000000..0819fe94e543d20bc8079769b206a4b3cb91e90b --- /dev/null +++ b/gen_compare_v11/gen_diffusers_image.py @@ -0,0 +1,73 @@ +# Diffusers' ControlNet Implementation Subjective Evaluation + +import einops +import numpy as np +import torch +import sys +import os +import yaml + +from diffusers import StableDiffusionControlNetPipeline, ControlNetModel, DDIMScheduler + +from PIL import Image + +test_prompt = "best quality, extremely detailed" +test_negative_prompt = "lowres, bad anatomy, worst quality, low quality" + +def generate_image(seed, prompt, negative_prompt, control, guess_mode=False): + latent = torch.randn((1,4,64,64), device="cpu", generator=torch.Generator(device="cpu").manual_seed(seed)).cuda() + image = pipe( + prompt=prompt, + negative_prompt=negative_prompt, + guidance_scale=4.0 if guess_mode else 9.0, + num_inference_steps=50 if guess_mode else 20, + latents=latent, + image=control, + # guess_mode=guess_mode, + ).images[0] + return image + +def control_images(control_image_folder, model_name): + with open('./control_images.yaml', 'r') as f: + d = yaml.safe_load(f) + filenames = d[model_name] + return [Image.open(f'{control_image_folder}/{fn}').convert("RGB") for fn in filenames] + +if __name__ == '__main__': + model_name = sys.argv[1] + control_image_folder = './control_images/converted/' + output_image_folder = './output_images/diffusers/' + os.makedirs(output_image_folder, exist_ok=True) + + model_id = 'takuma104/control_v11' + subfolder = f'control_v11{model_name}' + + controlnet = ControlNetModel.from_pretrained(model_id, subfolder=subfolder) + if model_name == 'p_sd15s2_lineart_anime': + base_model_id = 'Linaqruf/anything-v3.0' + base_model_revision = None + else: + base_model_id = "runwayml/stable-diffusion-v1-5" + base_model_revision = 'non-ema' + + pipe = StableDiffusionControlNetPipeline.from_pretrained(base_model_id, + revision=base_model_revision, + controlnet=controlnet, + safety_checker=None).to("cuda") + pipe.scheduler = DDIMScheduler.from_config(pipe.scheduler.config) + + for i, control_image in enumerate(control_images(control_image_folder, model_name)): + control = np.array(control_image)[:,:,::-1].copy() + control = torch.from_numpy(control).float().cuda() / 255.0 + control = torch.stack([control for _ in range(1)], dim=0) + control = einops.rearrange(control, 'b h w c -> b c h w').clone() + + # if model_name == 'p_sd15_normalbae': # workaround, this should not be necessary + # control = torch.flip(control, dims=[1]) # RGB -> BGR + + for seed in range(4): + image = generate_image(seed=seed, + prompt=test_prompt, + negative_prompt=test_negative_prompt, + control=control) + image.save(f'{output_image_folder}output_{model_name}_{i}_{seed}.png') diff --git a/gen_compare_v11/gen_diffusers_image.sh b/gen_compare_v11/gen_diffusers_image.sh new file mode 100755 index 0000000000000000000000000000000000000000..e08adc674bf0406be8e9a3c90e4bfc35793c6f98 --- /dev/null +++ b/gen_compare_v11/gen_diffusers_image.sh @@ -0,0 +1,21 @@ +#!/bin/bash + +models=( + "p_sd15_canny" + "p_sd15_depth" + "p_sd15_mlsd" + "p_sd15_normalbae" + "p_sd15_openpose" + "p_sd15_scribble" + "p_sd15_seg" + "p_sd15_softedge" + "p_sd15_lineart" + "p_sd15s2_lineart_anime" +) +# models=("p_sd15_inpaint" "e_sd15_shuffle" "e_sd15_ip2p" "u_sd15_tile") + +for model in "${models[@]}" +do + echo $model + python gen_diffusers_image.py $model +done \ No newline at end of file diff --git a/gen_compare_v11/gen_markdown.py b/gen_compare_v11/gen_markdown.py new file mode 100644 index 0000000000000000000000000000000000000000..5665e51aeb9d0e806e565ee7710a62d8de2bcde4 --- /dev/null +++ b/gen_compare_v11/gen_markdown.py @@ -0,0 +1,66 @@ +import sys +import yaml +import os + +cnet_models = [ + "p_sd15_canny", + "p_sd15_depth", + "p_sd15_mlsd" , + "p_sd15_normalbae", + "p_sd15_openpose", + "p_sd15_scribble", + "p_sd15_seg", + "p_sd15_softedge", + "p_sd15_lineart", + "p_sd15s2_lineart_anime", + # "p_sd15_inpaint", + # "e_sd15_shuffle", + # "e_sd15_ip2p", + # "u_sd15_tile", +] + +processors = ["ref", "diffusers"] + +print(f"# ControlNet Generation Comparison") +print("") + +def control_image_filenames(model_name): + with open('./control_images.yaml', 'r') as f: + d = yaml.safe_load(f) + return d[model_name] + +def print_header(): + print("|seed|conditional image|", end="") + for proc in processors: + print(f"{proc}|", end="") + print("") + + print("|", end="") + for _ in range(len(processors) + 2): + print(":---:|", end="") + print("") + +def get_url(path): + url = "./" + # url = 'https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/' + return url + path + +control_image_folder = './control_images/converted/' + +for cnet in cnet_models: + print(f"## control_v11{cnet}") + print("") + print_header() + + for i, control_image_fn in enumerate(control_image_filenames(cnet)): + for seed in range(4): + print(f"|{seed}|", end="") + + url = get_url(path=f"{control_image_folder}/{control_image_fn}") + print(f'|', end="") + + for proc in processors: + url = get_url(path=f"output_images/{proc}/output_{cnet}_{i}_{seed:01d}.png") + print(f'|', end="") + + print("") diff --git a/gen_compare_v11/gen_markdowns.sh b/gen_compare_v11/gen_markdowns.sh new file mode 100755 index 0000000000000000000000000000000000000000..077da3381dad3df721f9fe3be217815fa6f6a924 --- /dev/null +++ b/gen_compare_v11/gen_markdowns.sh @@ -0,0 +1,4 @@ +#!/bin/bash + +python gen_markdown.py > README.md + diff --git a/gen_compare_v11/gen_reference_image.py b/gen_compare_v11/gen_reference_image.py new file mode 100644 index 0000000000000000000000000000000000000000..de042612c257c94f010fd90a723d920dc8f3bcf7 --- /dev/null +++ b/gen_compare_v11/gen_reference_image.py @@ -0,0 +1,77 @@ +# from https://github.com/lllyasviel/ControlNet/blob/main/gradio_canny2image.py + +import einops +import numpy as np +import torch +from PIL import Image +import sys +import os +import yaml + +CONTROL_NET_PATH = '../../../ControlNet-v1-1-nightly' +CONTROL_NET_MODEL_PATH = '../../ControlNet-v1-1' +sys.path.append(CONTROL_NET_PATH) + +from share import * +from pytorch_lightning import seed_everything +from cldm.model import create_model, load_state_dict +from cldm.ddim_hacked import DDIMSampler +from diffusers.utils import load_image + +test_prompt = "best quality, extremely detailed" +test_negative_prompt = "lowres, bad anatomy, worst quality, low quality" + +@torch.no_grad() +def generate(prompt, n_prompt, seed, control, ddim_steps=20, eta=0.0, scale=9.0, H=512, W=512, strength = 1.0, guess_mode=False): + seed_everything(seed) + + cond = {"c_concat": [control], "c_crossattn": [model.get_learned_conditioning([prompt] * num_samples)]} + un_cond = {"c_concat": None if guess_mode else [control], "c_crossattn": [model.get_learned_conditioning([n_prompt] * num_samples)]} + shape = (4, H // 8, W // 8) + + model.control_scales = [strength * (0.825 ** float(12 - i)) for i in range(13)] if guess_mode else ([strength] * 13) # Magic number. IDK why. Perhaps because 0.825**12<0.01 but 0.826**12>0.01 + latent = torch.randn((1,) + shape, device="cpu", generator=torch.Generator(device="cpu").manual_seed(seed)).cuda() + samples, intermediates = ddim_sampler.sample(ddim_steps, num_samples, + shape, cond, x_T=latent, + verbose=False, eta=eta, + unconditional_guidance_scale=scale, + unconditional_conditioning=un_cond) + x_samples = model.decode_first_stage(samples) + x_samples = (einops.rearrange(x_samples, 'b c h w -> b h w c') * 127.5 + 127.5).cpu().numpy().clip(0, 255).astype(np.uint8) + + return Image.fromarray(x_samples[0]) + +def control_images(control_image_folder, model_name): + with open('./control_images.yaml', 'r') as f: + d = yaml.safe_load(f) + filenames = d[model_name] + return [Image.open(f'{control_image_folder}/{fn}').convert("RGB") for fn in filenames] + +if __name__ == '__main__': + model_name = sys.argv[1] + + control_image_folder = './control_images/converted/' + output_image_folder = './output_images/ref/' + os.makedirs(output_image_folder, exist_ok=True) + + if model_name == 'p_sd15s2_lineart_anime': + base_model_file = 'anything-v3-full.safetensors' + else: + base_model_file = 'v1-5-pruned.ckpt' + + num_samples = 1 + model = create_model(f'{CONTROL_NET_MODEL_PATH}/control_v11{model_name}.yaml').cpu() + model.load_state_dict(load_state_dict(f'{CONTROL_NET_PATH}/models/{base_model_file}', location='cuda'), strict=False) + model.load_state_dict(load_state_dict(f'{CONTROL_NET_MODEL_PATH}/control_v11{model_name}.pth', location='cuda'), strict=False) + model = model.cuda() + ddim_sampler = DDIMSampler(model) + + for i, control_image in enumerate(control_images(control_image_folder, model_name)): + control = np.array(control_image)[:,:,::-1].copy() + control = torch.from_numpy(control).float().cuda() / 255.0 + control = torch.stack([control for _ in range(num_samples)], dim=0) + control = einops.rearrange(control, 'b h w c -> b c h w').clone() + + for seed in range(4): + image = generate(test_prompt, test_negative_prompt, seed=seed, control=control) + image.save(f'{output_image_folder}output_{model_name}_{i}_{seed}.png') diff --git a/gen_compare_v11/gen_reference_image.sh b/gen_compare_v11/gen_reference_image.sh new file mode 100755 index 0000000000000000000000000000000000000000..1671b78e9690e4d99d5fce90d74247bf4c518402 --- /dev/null +++ b/gen_compare_v11/gen_reference_image.sh @@ -0,0 +1,21 @@ +#!/bin/bash + +models=( + "p_sd15_canny" + "p_sd15_depth" + "p_sd15_mlsd" + "p_sd15_normalbae" + "p_sd15_openpose" + "p_sd15_scribble" + "p_sd15_seg" + "p_sd15_softedge" + "p_sd15_lineart" + "p_sd15s2_lineart_anime" +) +# models=("p_sd15_inpaint" "e_sd15_shuffle" "e_sd15_ip2p" "u_sd15_tile") + +for model in "${models[@]}" +do + echo $model + python gen_reference_image.py $model +done \ No newline at end of file diff --git a/gen_compare_v11/output_images/diffusers/output_p_sd15_canny_0_0.png b/gen_compare_v11/output_images/diffusers/output_p_sd15_canny_0_0.png new file 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