| import os |
| import io |
| import cv2 |
| import base64 |
| import requests |
|
|
| """ |
| To use this example make sure you've done the following steps before executing: |
| 1. Ensure automatic1111 is running in api mode with the controlnet extension. |
| Use the following command in your terminal to activate: |
| ./webui.sh --no-half --api |
| 2. Validate python environment meet package dependencies. |
| If running in a local repo you'll likely need to pip install cv2, requests and PIL |
| """ |
|
|
|
|
| def generate(url: str, payload: dict): |
| response = requests.post(url=url, json=payload).json() |
| if "images" not in response: |
| print(response) |
| else: |
| for i, base64image in enumerate(response["images"]): |
| with open(f"{os.path.basename(url)}-{i}{file_suffix}.png", 'wb') as f: |
| f.write(base64.b64decode(response['images'][i])) |
|
|
|
|
| def read_image(img_path: str) -> str: |
| img = cv2.imread(img_path) |
| _, bytes = cv2.imencode(".png", img) |
| encoded_image = base64.b64encode(bytes).decode("utf-8") |
| return encoded_image |
|
|
|
|
| input_image = read_image("1girl.png") |
| mask_image = read_image("mask.png") |
|
|
| img2img_payload = { |
| "batch_size": 1, |
| "cfg_scale": 7, |
| "height": 768, |
| "width": 512, |
| "n_iter": 1, |
| "steps": 30, |
| "sampler_name": "DPM++ 2M Karras", |
| "prompt": "(masterpiece: 1.3), (highres: 1.3), best quality,", |
| "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", |
| "seed": 42, |
| "seed_enable_extras": False, |
| "seed_resize_from_h": 0, |
| "seed_resize_from_w": 0, |
| "subseed": -1, |
| "subseed_strength": 0, |
| "override_settings": {}, |
| "override_settings_restore_afterwards": False, |
| "do_not_save_grid": False, |
| "do_not_save_samples": False, |
| "s_churn": 0, |
| "s_min_uncond": 0, |
| "s_noise": 1, |
| "s_tmax": None, |
| "s_tmin": 0, |
| "script_args": [], |
| "script_name": None, |
| "styles": [], |
| "alwayson_scripts": { |
| "ControlNet": { |
| "args": [ |
| { |
| "control_mode": "Balanced", |
| "enabled": True, |
| "guidance_end": 1, |
| "guidance_start": 0, |
| "low_vram": False, |
| "model": "control_v11p_sd15_inpaint [ebff9138]", |
| "module": "inpaint_only", |
| "pixel_perfect": True, |
| "processor_res": 512, |
| "resize_mode": "Crop and Resize", |
| "threshold_a": 64, |
| "threshold_b": 64, |
| "weight": 1, |
| } |
| ] |
| } |
| }, |
| "denoising_strength": 0.75, |
| "initial_noise_multiplier": 1, |
| "inpaint_full_res": 0, |
| "inpaint_full_res_padding": 32, |
| "inpainting_fill": 1, |
| "inpainting_mask_invert": 0, |
| "mask_blur_x": 4, |
| "mask_blur_y": 4, |
| "mask_blur": 4, |
| "resize_mode": 0, |
| "init_images": [input_image], |
| "mask": mask_image, |
| } |
|
|
| txt2img_payload = { |
| "alwayson_scripts": { |
| "ControlNet": { |
| "args": [ |
| { |
| "batch_images": "", |
| "control_mode": "Balanced", |
| "enabled": True, |
| "guidance_end": 1, |
| "guidance_start": 0, |
| "image": { |
| "image": input_image, |
| "mask": mask_image, |
| }, |
| "low_vram": False, |
| "model": "control_v11p_sd15_inpaint [ebff9138]", |
| "module": "inpaint_only", |
| "pixel_perfect": False, |
| "processor_res": -1, |
| "resize_mode": "Crop and Resize", |
| "save_detected_map": True, |
| "threshold_a": -1, |
| "threshold_b": -1, |
| "weight": 1, |
| } |
| ] |
| } |
| }, |
| "batch_size": 1, |
| "cfg_scale": 7, |
| "comments": {}, |
| "disable_extra_networks": False, |
| "do_not_save_grid": False, |
| "do_not_save_samples": False, |
| "enable_hr": False, |
| "height": 768, |
| "hr_negative_prompt": "", |
| "hr_prompt": "", |
| "hr_resize_x": 0, |
| "hr_resize_y": 0, |
| "hr_scale": 2, |
| "hr_second_pass_steps": 0, |
| "hr_upscaler": "Latent", |
| "n_iter": 1, |
| "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", |
| "override_settings": {}, |
| "override_settings_restore_afterwards": True, |
| "prompt": "(masterpiece: 1.3), (highres: 1.3), best quality,", |
| "restore_faces": False, |
| "s_churn": 0.0, |
| "s_min_uncond": 0, |
| "s_noise": 1.0, |
| "s_tmax": None, |
| "s_tmin": 0.0, |
| "sampler_name": "DPM++ 2M Karras", |
| "script_args": [], |
| "script_name": None, |
| "seed": 42, |
| "seed_enable_extras": True, |
| "seed_resize_from_h": -1, |
| "seed_resize_from_w": -1, |
| "steps": 30, |
| "styles": [], |
| "subseed": -1, |
| "subseed_strength": 0, |
| "tiling": False, |
| "width": 512, |
| } |
|
|
|
|
| if __name__ == "__main__": |
| url = "http://localhost:7860/sdapi/v1/" |
| generate(url + "img2img", img2img_payload) |
| generate(url + "txt2img", txt2img_payload) |
|
|
