add control_v11p_sd15_inpaint

gen_compare_v11/README.md

@@ -100,3 +100,19 @@
 |1|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/converted/lineartanime_anime2_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/converted/lineartanime_anime2_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15s2_lineart_anime_0_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15s2_lineart_anime_0_1.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15s2_lineart_anime_0_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15s2_lineart_anime_0_1.png"/></a>|
 |2|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/converted/lineartanime_anime2_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/converted/lineartanime_anime2_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15s2_lineart_anime_0_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15s2_lineart_anime_0_2.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15s2_lineart_anime_0_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15s2_lineart_anime_0_2.png"/></a>|
 |3|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/converted/lineartanime_anime2_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/converted/lineartanime_anime2_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15s2_lineart_anime_0_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15s2_lineart_anime_0_3.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15s2_lineart_anime_0_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15s2_lineart_anime_0_3.png"/></a>|
+## control_v11p_sd15_inpaint
+
+|seed|conditional image|ref|diffusers|
+|:---:|:---:|:---:|:---:|
+|0|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_0.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_0.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_0.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_0.png"/></a>|
+|1|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_1.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_1.png"/></a>|
+|2|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_2.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_2.png"/></a>|
+|3|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/pexels-sound-on-3760767_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_0_3.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_0_3.png"/></a>|
+|0|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_0.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_0.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_0.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_0.png"/></a>|
+|1|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_1.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_1.png"/></a>|
+|2|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_2.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_2.png"/></a>|
+|3|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/vermeer_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_1_3.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_1_3.png"/></a>|
+|0|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_0.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_0.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_0.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_0.png"/></a>|
+|1|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_1.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_1.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_1.png"/></a>|
+|2|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_2.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_2.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_2.png"/></a>|
+|3|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/bird_512x512.png"/></a><a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/control_images/mask_512x512.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/ref/output_p_sd15_inpaint_2_3.png"/></a>|<a href="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_3.png"><img width="128" src="https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare_v11/output_images/diffusers/output_p_sd15_inpaint_2_3.png"/></a>|

gen_compare_v11/gen_diffusers_image_for_inpaint.py

@@ -0,0 +1,96 @@
+# 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 make_image_condition(image, image_mask=None):
+    image = np.array(image.convert("RGB")).astype(np.float32) / 255.0
+    if image_mask is not None:
+        image_mask = np.array(image_mask.convert("L"))
+        assert (
+            image.shape[0:1] == image_mask.shape[0:1]
+        ), "image and image_mask must have the same image size"
+        image[image_mask < 128] = -1.0  # set as masked pixel
+    image = np.expand_dims(image, 0).transpose(0, 3, 1, 2)
+    image = torch.from_numpy(image)
+    return image
+
+
+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
+
+
+if __name__ == "__main__":
+    model_name = "p_sd15_inpaint"
+    original_image_folder = "./control_images/"
+    control_image_folder = "./control_images/converted/"
+    output_image_folder = "./output_images/diffusers/"
+    os.makedirs(output_image_folder, exist_ok=True)
+
+    model_id = f"lllyasviel/control_v11{model_name}"
+
+    controlnet = ControlNetModel.from_pretrained(model_id)
+    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)
+
+    original_image_filenames = [
+        "pexels-sound-on-3760767_512x512.png",
+        "vermeer_512x512.png",
+        "bird_512x512.png",
+    ]
+
+    inpaint_image_conditions = [
+        make_image_condition(
+            Image.open(f"{original_image_folder}{fn}"),
+            Image.open(f"{original_image_folder}mask_512x512.png"),
+        )
+        for fn in original_image_filenames
+    ]
+
+    for i, control in enumerate(inpaint_image_conditions):
+        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")

gen_compare_v11/gen_markdown.py

@@ -64,3 +64,32 @@ for cnet in cnet_models:
                 print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
 
             print("")
+
+
+original_image_folder = "control_images"
+original_image_filenames = [
+    "pexels-sound-on-3760767_512x512.png",
+    "vermeer_512x512.png",
+    "bird_512x512.png",
+]
+
+cnet = "p_sd15_inpaint"
+print(f"## control_v11{cnet}")
+print("")
+print_header()
+
+for i, original_image_fn in enumerate(original_image_filenames):
+    for seed in range(4):
+        print(f"|{seed}|", end="")
+
+        url = get_url(path=f"{original_image_folder}/{original_image_fn}")
+        print(f'<a href="{url}"><img width="128" src="{url}"/></a>', end="")
+        url = get_url(path=f"{original_image_folder}/mask_512x512.png")
+        print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
+
+        for proc in processors:
+            url = get_url(path=f"output_images/{proc}/output_{cnet}_{i}_{seed:01d}.png")
+            print(f'<a href="{url}"><img width="128" src="{url}"/></a>|', end="")
+
+        print("")
+

gen_compare_v11/gen_reference_image_for_inpaint.py

@@ -0,0 +1,104 @@
+# 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 = '/home/takuma/Documents/co/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]
+
+def make_image_condition(image, image_mask=None):
+    image = np.array(image.convert("RGB")).astype(np.float32) / 255.0
+    if image_mask is not None:
+        image_mask = np.array(image_mask.convert("L"))
+        assert (
+            image.shape[0:1] == image_mask.shape[0:1]
+        ), "image and image_mask must have the same image size"
+        image[image_mask < 128] = -1.0  # set as masked pixel
+    image = np.expand_dims(image, 0).transpose(0, 3, 1, 2)
+    image = torch.from_numpy(image)
+    return image
+
+if __name__ == '__main__':
+    model_name = "p_sd15_inpaint"
+
+    original_image_folder = "./control_images/"
+    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)
+
+    original_image_filenames = [
+        "pexels-sound-on-3760767_512x512.png",
+        "vermeer_512x512.png",
+        "bird_512x512.png",
+    ]
+
+    inpaint_image_conditions = [
+        make_image_condition(
+            Image.open(f"{original_image_folder}{fn}"),
+            Image.open(f"{original_image_folder}mask_512x512.png"),
+        )
+        for fn in original_image_filenames
+    ]
+
+    for i, control in enumerate(inpaint_image_conditions):
+        # control = np.array(control)[:,:,::-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()
+        control = control.cuda()
+        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')