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Extension: Stable Diffusion Api integration
Lets the bot answer you with a picture!
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@ -2,6 +2,7 @@ cache/*
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characters/*
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extensions/silero_tts/outputs/*
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extensions/elevenlabs_tts/outputs/*
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extensions/sd_api_pictures/outputs/*
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logs/*
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models/*
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softprompts/*
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5
extensions/sd_api_pictures/requirements.txt
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extensions/sd_api_pictures/requirements.txt
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gradio
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modules
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Pillow
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requests
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torch
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extensions/sd_api_pictures/script.py
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extensions/sd_api_pictures/script.py
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import json
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import base64
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import requests
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import io
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from io import BytesIO
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from PIL import Image, PngImagePlugin
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from pathlib import Path
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import gradio as gr
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import torch
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import modules.chat as chat
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import modules.shared as shared
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torch._C._jit_set_profiling_mode(False)
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# parameters which can be customized in settings.json of webui
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params = {
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'enable_SD_api': False,
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'address': 'http://127.0.0.1:7860',
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'save_img': False,
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'SD_model': 'NeverEndingDream', # not really used right now
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'prompt_prefix': '(Masterpiece:1.1), (solo:1.3), detailed, intricate, colorful',
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'negative_prompt': '(worst quality, low quality:1.3)',
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'side_length': 512,
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'restore_faces': False
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}
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SD_models = ['NeverEndingDream'] # TODO: get with http://{address}}/sdapi/v1/sd-models and allow user to select
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streaming_state = shared.args.no_stream # remember if chat streaming was enabled
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picture_response = False # specifies if the next model response should appear as a picture
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pic_id = 0
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def remove_surrounded_chars(string):
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new_string = ""
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in_star = False
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for char in string:
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if char == '*':
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in_star = not in_star
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elif not in_star:
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new_string += char
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return new_string
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# I don't even need input_hijack for this as visible text will be commited to history as the unmodified string
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def input_modifier(string):
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"""
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This function is applied to your text inputs before
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they are fed into the model.
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"""
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global params, picture_response
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if not params['enable_SD_api']:
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return string
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commands = ['send', 'mail', 'me']
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mediums = ['image', 'pic', 'picture', 'photo']
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subjects = ['yourself', 'own']
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lowstr = string.lower()
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if any(command in lowstr for command in commands) and any(case in lowstr for case in mediums): # trigger the generation if a command signature and a medium signature is found
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picture_response = True
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shared.args.no_stream = True # Disable streaming cause otherwise the SD-generated picture would return as a dud
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shared.processing_message = "*Is sending a picture...*"
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string = "Please provide a detailed description of your surroundings, how you look and the situation you're in and what you are doing right now"
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if any(target in lowstr for target in subjects): # the focus of the image should be on the sending character
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string = "Please provide a detailed and vivid description of how you look and what you are wearing"
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return string
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# Get and save the Stable Diffusion-generated picture
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def get_SD_pictures(description):
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global params, pic_id
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payload = {
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"prompt": params['prompt_prefix'] + description,
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"seed": -1,
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"sampler_name": "DPM++ 2M Karras",
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"steps": 32,
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"cfg_scale": 7,
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"width": params['side_length'],
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"height": params['side_length'],
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"restore_faces": params['restore_faces'],
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"negative_prompt": params['negative_prompt']
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}
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response = requests.post(url=f'{params["address"]}/sdapi/v1/txt2img', json=payload)
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r = response.json()
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visible_result = ""
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for img_str in r['images']:
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image = Image.open(io.BytesIO(base64.b64decode(img_str.split(",",1)[0])))
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if params['save_img']:
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output_file = Path(f'extensions/sd_api_pictures/outputs/{pic_id:06d}.png')
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image.save(output_file.as_posix())
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pic_id += 1
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# lower the resolution of received images for the chat, otherwise the history size gets out of control quickly with all the base64 values
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newsize = (300, 300)
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image = image.resize(newsize, Image.LANCZOS)
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buffered = io.BytesIO()
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image.save(buffered, format="JPEG")
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buffered.seek(0)
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image_bytes = buffered.getvalue()
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img_str = "data:image/jpeg;base64," + base64.b64encode(image_bytes).decode()
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visible_result = visible_result + f'<img src="{img_str}" alt="{description}">\n'
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return visible_result
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# TODO: how do I make the UI history ignore the resulting pictures (I don't want HTML to appear in history)
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# and replace it with 'text' for the purposes of logging?
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def output_modifier(string):
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"""
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This function is applied to the model outputs.
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"""
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global pic_id, picture_response, streaming_state
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if not picture_response:
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return string
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string = remove_surrounded_chars(string)
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string = string.replace('"', '')
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string = string.replace('“', '')
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string = string.replace('\n', ' ')
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string = string.strip()
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if string == '':
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string = 'no viable description in reply, try regenerating'
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# I can't for the love of all that's holy get the name from shared.gradio['name1'], so for now it will be like this
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text = f'*Description: "{string}"*'
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image = get_SD_pictures(string)
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picture_response = False
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shared.processing_message = "*Is typing...*"
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shared.args.no_stream = streaming_state
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return image + "\n" + text
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def bot_prefix_modifier(string):
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"""
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This function is only applied in chat mode. It modifies
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the prefix text for the Bot and can be used to bias its
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behavior.
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"""
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return string
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def force_pic():
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global picture_response
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picture_response = True
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def ui():
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# Gradio elements
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with gr.Accordion("Stable Diffusion api integration", open=True):
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with gr.Row():
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with gr.Column():
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enable = gr.Checkbox(value=params['enable_SD_api'], label='Activate SD Api integration')
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save_img = gr.Checkbox(value=params['save_img'], label='Keep original received images in the outputs subdir')
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with gr.Column():
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address = gr.Textbox(placeholder=params['address'], value=params['address'], label='Stable Diffusion host address')
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with gr.Row():
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force_btn = gr.Button("Force the next response to be a picture")
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generate_now_btn = gr.Button("Generate an image response to the input")
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with gr.Accordion("Generation parameters", open=False):
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prompt_prefix = gr.Textbox(placeholder=params['prompt_prefix'], value=params['prompt_prefix'], label='Prompt Prefix (best used to describe the look of the character)')
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with gr.Row():
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negative_prompt = gr.Textbox(placeholder=params['negative_prompt'], value=params['negative_prompt'], label='Negative Prompt')
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dimensions = gr.Slider(256,702,value=params['side_length'],step=64,label='Image dimensions')
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# model = gr.Dropdown(value=SD_models[0], choices=SD_models, label='Model')
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# Event functions to update the parameters in the backend
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enable.change(lambda x: params.update({"enable_SD_api": x}), enable, None)
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save_img.change(lambda x: params.update({"save_img": x}), save_img, None)
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address.change(lambda x: params.update({"address": x}), address, None)
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prompt_prefix.change(lambda x: params.update({"prompt_prefix": x}), prompt_prefix, None)
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negative_prompt.change(lambda x: params.update({"negative_prompt": x}), negative_prompt, None)
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dimensions.change(lambda x: params.update({"side_length": x}), dimensions, None)
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# model.change(lambda x: params.update({"SD_model": x}), model, None)
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force_btn.click(force_pic)
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generate_now_btn.click(force_pic)
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generate_now_btn.click(eval('chat.cai_chatbot_wrapper'), shared.input_params, shared.gradio['display'], show_progress=shared.args.no_stream)
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