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import io
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import cv2
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import base64
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import requests
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from PIL import Image
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"""
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To use this example make sure you've done the following steps before executing:
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1. Ensure automatic1111 is running in api mode with the controlnet extension.
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Use the following command in your terminal to activate:
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./webui.sh --no-half --api
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2. Validate python environment meet package dependencies.
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If running in a local repo you'll likely need to pip install cv2, requests and PIL
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"""
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def generate(url: str, payload: dict):
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response = requests.post(url=url, json=payload).json()
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if "images" not in response:
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print(response)
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else:
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for i, base64image in enumerate(response["images"]):
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Image.open(io.BytesIO(base64.b64decode(base64image.split(",", 1)[0]))).save(
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f"{url.split('/')[-1]}-{i}.png"
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)
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def read_image(img_path: str) -> str:
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img = cv2.imread(img_path)
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_, bytes = cv2.imencode(".png", img)
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encoded_image = base64.b64encode(bytes).decode("utf-8")
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return encoded_image
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input_image = read_image("1girl.png")
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mask_image = read_image("mask.png")
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img2img_payload = {
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"batch_size": 1,
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"cfg_scale": 7,
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"height": 768,
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"width": 512,
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"n_iter": 1,
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"steps": 30,
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"sampler_name": "DPM++ 2M Karras",
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"prompt": "(masterpiece: 1.3), (highres: 1.3), best quality,",
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"negative_prompt": "(worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, age spot, backlight,(ugly:1.331), (duplicate:1.331), (morbid:1.21), (mutilated:1.21), (tranny:1.331), mutated hands, (poorly drawn hands:1.331), blurry, (bad anatomy:1.21), (bad proportions:1.331), extra limbs, (more than 2 nipples:1.331), (missing arms:1.331), (extra legs:1.331), (fused fingers:1.61051), (too many fingers:1.61051), (unclear eyes:1.331), bad hands, missing fingers, extra digit, (futa:1.1), bad body, pubic hair, glans, easynegative,more than 2 tits, ng_deepnegative_v1_75t,(big fee:1),more than 2 feet,incorrect feet",
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"seed": 42,
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"seed_enable_extras": False,
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"seed_resize_from_h": 0,
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"seed_resize_from_w": 0,
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"subseed": -1,
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"subseed_strength": 0,
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"override_settings": {},
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"override_settings_restore_afterwards": False,
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"do_not_save_grid": False,
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"do_not_save_samples": False,
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"s_churn": 0,
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"s_min_uncond": 0,
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"s_noise": 1,
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"s_tmax": None,
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"s_tmin": 0,
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"script_args": [],
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"script_name": None,
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"styles": [],
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"alwayson_scripts": {
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"ControlNet": {
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"args": [
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{
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"control_mode": 0,
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"enabled": True,
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"guidance_end": 1,
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"guidance_start": 0,
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"low_vram": False,
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"model": "control_v11p_sd15_inpaint [ebff9138]",
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"module": "inpaint_only",
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"pixel_perfect": True,
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"processor_res": 512,
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"resize_mode": 1,
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"threshold_a": 64,
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"threshold_b": 64,
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"weight": 1,
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}
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]
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}
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},
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"denoising_strength": 0.75,
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"initial_noise_multiplier": 1,
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"inpaint_full_res": 0,
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"inpaint_full_res_padding": 32,
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"inpainting_fill": 1,
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"inpainting_mask_invert": 0,
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"mask_blur_x": 4,
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"mask_blur_y": 4,
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"mask_blur": 4,
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"resize_mode": 0,
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"init_images": [input_image],
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"mask": mask_image,
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}
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txt2img_payload = {
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"alwayson_scripts": {
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"ControlNet": {
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"args": [
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{
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"batch_images": "",
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"control_mode": "Balanced",
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"enabled": True,
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"guidance_end": 1,
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"guidance_start": 0,
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"image": {
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"image": input_image,
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"mask": mask_image,
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},
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"low_vram": False,
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"model": "control_v11p_sd15_inpaint [ebff9138]",
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"module": "inpaint_only",
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"pixel_perfect": False,
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"processor_res": -1,
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"resize_mode": "Crop and Resize",
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"save_detected_map": True,
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"threshold_a": -1,
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"threshold_b": -1,
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"weight": 1,
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}
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]
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}
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},
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"batch_size": 1,
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"cfg_scale": 7,
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"comments": {},
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"disable_extra_networks": False,
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"do_not_save_grid": False,
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"do_not_save_samples": False,
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"enable_hr": False,
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"height": 768,
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"hr_negative_prompt": "",
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"hr_prompt": "",
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"hr_resize_x": 0,
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"hr_resize_y": 0,
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"hr_scale": 2,
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"hr_second_pass_steps": 0,
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"hr_upscaler": "Latent",
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"n_iter": 1,
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"negative_prompt": "(worst quality:2), (low quality:2), (normal quality:2), lowres, normal quality, ((monochrome)), ((grayscale)), skin spots, acnes, skin blemishes, age spot, backlight,(ugly:1.331), (duplicate:1.331), (morbid:1.21), (mutilated:1.21), (tranny:1.331), mutated hands, (poorly drawn hands:1.331), blurry, (bad anatomy:1.21), (bad proportions:1.331), extra limbs, (more than 2 nipples:1.331), (missing arms:1.331), (extra legs:1.331), (fused fingers:1.61051), (too many fingers:1.61051), (unclear eyes:1.331), bad hands, missing fingers, extra digit, (futa:1.1), bad body, pubic hair, glans, easynegative,more than 2 tits, ng_deepnegative_v1_75t,(big fee:1),more than 2 feet,incorrect feet",
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"override_settings": {},
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"override_settings_restore_afterwards": True,
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"prompt": "(masterpiece: 1.3), (highres: 1.3), best quality,",
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"restore_faces": False,
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"s_churn": 0.0,
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"s_min_uncond": 0,
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"s_noise": 1.0,
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"s_tmax": None,
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"s_tmin": 0.0,
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"sampler_name": "DPM++ 2M Karras",
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"script_args": [],
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"script_name": None,
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"seed": 42,
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"seed_enable_extras": True,
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"seed_resize_from_h": -1,
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"seed_resize_from_w": -1,
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"steps": 30,
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"styles": [],
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"subseed": -1,
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"subseed_strength": 0,
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"tiling": False,
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"width": 512,
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}
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if __name__ == "__main__":
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url = "http://localhost:7860/sdapi/v1/"
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generate(url + "img2img", img2img_payload)
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generate(url + "txt2img", txt2img_payload)
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