return old functions + refactoring + new JSON from api

This commit is contained in:
Mikhail Guseletov 2023-06-16 23:22:45 +07:00
parent 06078a31bd
commit ad3473c63e

429
bot.py
View File

@ -25,65 +25,413 @@ from typing import Union
from PIL import Image
from transformers import GPT2Tokenizer, GPT2LMHeadModel
import inspect
from translate import Translator
API_TOKEN = "TOKEN_HERE"
bot = Bot(token=API_TOKEN)
dp = Dispatcher(bot)
# Получаем список аргументов функции api.txt2img и возвращаем JSON {"/prompt": "","/seed": "-1",...}
def getAttrtxt2img():
#argspec = inspect.getfullargspec(api.txt2img)
#defaults = argspec.defaults or []
#args = argspec.args[1:]
#values = list(defaults) + [None] * (len(args) - len(defaults))
#params = {arg: str(value) if value is not None else "" for arg, value in zip(args, values)}
spec = inspect.getfullargspec(api.txt2img)
arguments = spec.args
values = [spec.defaults[i] if i >= (len(spec.defaults) or 0)*-1 else None for i in range(-1, (-1)*(len(arguments)+1), -1)][::-1]
params = {arg: value for arg, value in zip(arguments, values) if value is not None}
params = {arg: json.loads(value) if isinstance(value, str) and value.startswith(('{', '[')) else json.loads(json.dumps(value)) if value is not None else None for arg, value in params.items()}
return params
def get_argspec_json2(function):
spec = inspect.getfullargspec(function)
arguments = spec.args
# Формирование списка значений аргументов функции
# значения берутся из списка defaults (если они определены)
# если значение не определено, используется тип по умолчанию
values = [spec.defaults[i] if i >= (len(spec.defaults) or 0)*-1 else None for i in range(-1, (-1)*(len(arguments)+1), -1)][::-1]
# Формирование словаря аргументов и их значений
params = {arg: value for arg, value in zip(arguments, values) if value is not None}
# Конвертация значений в соответствующие типы
params = {arg: json.loads(value) if isinstance(value, str) and value.startswith(('{', '[')) else json.loads(json.dumps(value)) if value is not None else None for arg, value in params.items()}
# Формирование словаря типов данных аргументов
types = {arg: str(type(value).__name__) for arg, value in params.items()}
# Конвертация словарей в JSON
return json.dumps({'params': params, 'arg_types': types})
#print(get_argspec_json(api.txt2img))
# -------- GLOBAL ----------
host = "127.0.0.1"
port = "7861"
# https://github.com/mix1009/sdwebuiapi
api = webuiapi.WebUIApi(host=host, port=port)
# TODO --share used shared link. https://123456.gradio.live/docs does not work
local = "http://" + host + ":" + port
process = None
sd = ""
data = getAttrtxt2img()
dataParams = {"img_thumb": "true", "img_tg": "true", "img_real": "true"}
dataOld = data.copy()
dataOldParams = dataParams.copy()
dataOrig = data.copy()
# -------- FUNCTIONS ----------
# Запуск SD через subprocess и запись в глобальную переменную process
def start_sd():
global process
if not process:
print("start_process sd")
try:
# ../../ launch.py = смотрим из stable-diffusion-webui/extensions/sd_telegram в корень папки stable-diffusion-webui
process = subprocess.Popen(
["python", "../../launch.py", "--nowebui", "--xformers"]
)
# TODO stderr, stdout выводить в сообщение телеграм
except subprocess.CalledProcessError as e:
print("e:", e)
# Остановка SD
def stop_sd():
global process, sd
if process:
print("stop_process sd")
process.terminate()
process = None
sd = ""
def pilToImages(res, typeImages="tg"):
media_group = []
imagesAll = res.images
if len(res.images) == 1:
i = 0
if len(res.images) > 1:
i = -1
for image in imagesAll:
# костыль для отсечения первой картинки с гридами
if i == -1:
i = i + 1
continue
seed = str(res.info["all_seeds"][i])
image_buffer = io.BytesIO()
image.save(image_buffer, format="PNG")
image_buffer.seek(0)
# картинка в телеге
if typeImages == "tg":
media_group.append(types.InputMediaPhoto(media=image_buffer, caption=seed))
# оригинал
if typeImages == "real":
media_group.append(
types.InputMediaDocument(
media=InputFile(image_buffer, filename=seed + ".png"), caption=seed
)
)
# превью
if typeImages == "thumbs":
img = Image.open(image_buffer)
width, height = img.size
# пропорции
ratio = min(256 / width, 256 / height)
new_size = (round(width * ratio), round(height * ratio))
img = img.resize(new_size)
img_byte_arr = io.BytesIO()
img.save(img_byte_arr, format="PNG")
img_byte_arr.seek(0)
media_group.append(types.InputMediaPhoto(media=img_byte_arr, caption=seed))
i = i + 1
return media_group
# генератор промптов https://huggingface.co/FredZhang7/distilgpt2-stable-diffusion-v2
def get_random_prompt():
text = data["prompt"] # from JSON
tokenizer = GPT2Tokenizer.from_pretrained("distilgpt2")
tokenizer.add_special_tokens({"pad_token": "[PAD]"})
model = GPT2LMHeadModel.from_pretrained("FredZhang7/distilgpt2-stable-diffusion-v2")
input_ids = tokenizer(text, return_tensors="pt").input_ids
txt = model.generate(
input_ids,
do_sample=True,
temperature=0.8,
top_k=8,
max_length=120,
num_return_sequences=1,
repetition_penalty=1.2,
penalty_alpha=0.6,
no_repeat_ngram_size=0,
early_stopping=True,
)
prompt = tokenizer.decode(txt[0], skip_special_tokens=True)
return prompt
# -------- MENU ----------
# Стартовое меню
def getKeyboard(keysArr, returnAll):
keys = keysArr
keyAll = InlineKeyboardMarkup(inline_keyboard=[keys])
if returnAll == 1:
return keyAll
else:
return keys
def getStart(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [
InlineKeyboardButton("sd" + sd, callback_data="sd"),
InlineKeyboardButton("opt", callback_data="opt"),
InlineKeyboardButton("gen", callback_data="gen"),
InlineKeyboardButton("skip", callback_data="skip"),
InlineKeyboardButton("progress", callback_data="progress"),
InlineKeyboardButton("help", callback_data="help"),
]
return (getKeyboard(keysArr, returnAll))
# Меню генераций
def getGen(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [
InlineKeyboardButton("gen1", callback_data="gen1"),
InlineKeyboardButton("gen4", callback_data="gen4"),
InlineKeyboardButton("gen10", callback_data="gen10"),
InlineKeyboardButton("gen_hr", callback_data="gen_hr"),
InlineKeyboardButton("gen_hr4", callback_data="gen_hr4"),
]
return (getKeyboard(keysArr, returnAll))
# Меню опций
def getOpt(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [
InlineKeyboardButton("settings", callback_data="settings"),
InlineKeyboardButton("scripts", callback_data="scripts"),
InlineKeyboardButton("prompt", callback_data="prompt"),
]
return (getKeyboard(keysArr, returnAll))
# Меню скриптов
def getScripts(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [
InlineKeyboardButton("get_lora", callback_data="get_lora"),
InlineKeyboardButton("seed2img", callback_data="seed2img"),
]
return (getKeyboard(keysArr, returnAll))
# Меню настроек
def getSet(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [
InlineKeyboardButton("change_param", callback_data="change_param"),
InlineKeyboardButton("reset_param", callback_data="reset_param"),
]
return (getKeyboard(keysArr, returnAll))
# Меню настроек
def getPrompt(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [InlineKeyboardButton("random_prompt", callback_data="random_prompt")]
return (getKeyboard(keysArr, returnAll))
# Меню генераций
def getGen(returnAll=1) -> InlineKeyboardMarkup:
keysArr = [
InlineKeyboardButton("gen1", callback_data="gen1"),
InlineKeyboardButton("gen4", callback_data="gen4"),
InlineKeyboardButton("gen10", callback_data="gen10"),
InlineKeyboardButton("gen_hr", callback_data="gen_hr"),
InlineKeyboardButton("gen_hr4", callback_data="gen_hr4"),
]
return (getKeyboard(keysArr, returnAll))
# Меню текста
def getTxt():
return "/start /opt /gen /skip /status /seed2img /help"
# Проверка связи до запущенной локальной SD с nowebui
def ping(status: str):
url = local + "/docs"
while True:
try:
r = requests.get(url, timeout=3)
r.raise_for_status()
code = r.status_code
print(code)
if (status == "stop" and code != 200) or (status == "start" and code == 200):
return True
except requests.exceptions.RequestException as err:
print("Error:", err)
time.sleep(3)
# -------- COMMANDS ----------
# start или help
@dp.callback_query_handler(text="help")
@dp.message_handler(commands=["help"])
@dp.message_handler(commands=["start"])
async def cmd_start(message: Union[types.Message, types.CallbackQuery]) -> None:
print("cmd_start")
txt = "Это бот для локального запуска SD\n" + getTxt()
if hasattr(message, "content_type"):
await message.reply(txt, reply_markup=getStart())
else:
await message.message.edit_text(txt, reply_markup=getStart())
# Запуск/Остановка SD. Завязываемся на глобальную иконку sd
@dp.callback_query_handler(text="sd")
async def inl_sd(callback: types.CallbackQuery) -> None:
print("inl_sd")
global sd
if sd == "":
stop_sd()
sd = ""
await callback.message.edit_text(
"Останавливаем SD\n" + getTxt(), reply_markup=getStart()
)
ping("stop")
sd = ""
await callback.message.edit_text(
"SD остановлена\n" + getTxt(), reply_markup=getStart()
)
else:
start_sd()
sd = ""
await callback.message.edit_text(
"Запускаем SD\n" + getTxt(), reply_markup=getStart()
)
ping("start")
sd = ""
await callback.message.edit_text(
"SD запущена\n" + getTxt(), reply_markup=getStart()
)
# Вызов меню генераций getGen
@dp.message_handler(commands=["gen"])
@dp.callback_query_handler(text="gen")
async def inl_gen(message: Union[types.Message, types.CallbackQuery]) -> None:
print("inl_gen")
keyboard = InlineKeyboardMarkup(inline_keyboard=[getGen(0), getStart(0)])
# Если команда /gen
if hasattr(message, "content_type"):
await bot.send_message(
chat_id=message.from_user.id, text="Виды генераций", reply_markup=keyboard
)
else:
await bot.edit_message_text(
chat_id=message.message.chat.id,
message_id=message.message.message_id,
text="Виды генераций",
reply_markup=keyboard,
)
# Генерация изображений
# TODO gen4/gen10
@dp.callback_query_handler(text="gen1")
@dp.callback_query_handler(text="gen4")
@dp.callback_query_handler(text="gen10")
@dp.callback_query_handler(text="gen_hr")
@dp.callback_query_handler(text="gen_hr4")
async def inl_gen1(callback: types.CallbackQuery) -> None:
print("inl_gen1")
keyboard = InlineKeyboardMarkup(inline_keyboard=[getGen(0), getStart(0)])
if callback.data == "gen1":
dataOrig["batch_size"] = 1
if callback.data == "gen4" or callback.data == "gen_hr4":
dataOrig["batch_size"] = 4
if callback.data == "gen10":
dataOrig["batch_size"] = 10
if callback.data == "gen_hr" or callback.data == "gen_hr4":
dataOrig["enable_hr"] = "true"
dataOrig["hr_resize_x"] = dataOrig["width"] * 2
dataOrig["hr_resize_y"] = dataOrig["height"] * 2
print(dataOrig)
res = api.txt2img(**dataOrig) # TODO заменить dataOrig на data, исправить костыль
if dataParams["img_thumb"] == "true" or dataParams["img_thumb"] == "True":
await bot.send_media_group(
chat_id=callback.message.chat.id, media=pilToImages(res, "thumbs")
)
if dataParams["img_tg"] == "true" or dataParams["img_tg"] == "True":
await bot.send_media_group(
chat_id=callback.message.chat.id, media=pilToImages(res, "tg")
)
if dataParams["img_real"] == "true" or dataParams["img_real"] == "True":
await bot.send_media_group(
chat_id=callback.message.chat.id, media=pilToImages(res, "real")
)
print(data["prompt"])
await bot.send_message(
chat_id=callback.message.chat.id,
text=data["prompt"] + "\n" + str(res.info["all_seeds"]),
reply_markup=keyboard,
parse_mode="Markdown",
)
@dp.callback_query_handler(text="random_prompt")
async def random_prompt(callback: types.CallbackQuery) -> None:
await bot.send_message(chat_id=callback.from_user.id, text=get_random_prompt())
# Получить LORA
@dp.message_handler(commands=["get_lora"])
@dp.callback_query_handler(text="get_lora")
async def getLora(message: Union[types.Message, types.CallbackQuery]) -> None:
print("getLora")
keyboard = InlineKeyboardMarkup(inline_keyboard=[getScripts(0), getStart(0)])
# Путь к папке "Lora"
path = "../../models/Lora"
# Получаем список файлов в папке
file_list = os.listdir(path)
# Фильтруем файлы, выбирая только те, которые заканчиваются на ".safetensors"
lora_files = [
file_name for file_name in file_list if file_name.endswith(".safetensors")
]
# Выводим список файлов, отформатированный в нужном формате
arr = ""
for file_name in lora_files:
name = file_name.replace(".safetensors", "")
arr = arr + f"`<lora:{name}:1>`\n\n"
if hasattr(message, "content_type"):
await bot.send_message(
chat_id=message.from_user.id,
text=arr,
reply_markup=keyboard,
parse_mode="Markdown",
)
else:
await bot.edit_message_text(
chat_id=message.message.chat.id,
message_id=message.message.message_id,
text="Список LORA\n" + arr,
reply_markup=keyboard,
parse_mode="Markdown",
)
@dp.message_handler(commands=["test"])
async def cmd_test(message: Union[types.Message, types.CallbackQuery]) -> None:
print("cmd_test")
options = {}
options['outdir_txt2img_samples'] = '../../outputs/txt2img-images'
api.set_options(options)
#print(api.get_options())
#options = {}
#options['outdir_txt2img_samples'] = '../../outputs/txt2img-images'
#api.set_options(options)
#print(api.get_options())
res = await api.txt2img(prompt="cat in car",
negative_prompt="ugly, out of frame",
seed=-1,
styles=["anime"],
cfg_scale=7,
sampler_index='DDIM',
steps=15,
use_async=True,
save_images=True,
# enable_hr=True,
# hr_scale=2,
# hr_upscaler=webuiapi.HiResUpscaler.Latent,
# hr_second_pass_steps=20,
# hr_resize_x=1536,
# hr_resize_y=1024,
# denoising_strength=0.4,
)
# images contains the returned images (PIL images)
# result1.images
#getAttrtxt2img() # options default
#options = {}
#options['ttt'] = '11'
#api.set_options(options)
#print(api.get_options())
translator = Translator(to_lang="en")
# image is shorthand for images[0]
# result1.image
text = input("Введите текст на русском языке: ")
# info contains text info about the api call
print(res.info)
translation = translator.translate(text)
# info contains paramteres of the api call
print(res.parameters)
print("Перевод на английский язык: ", translation)
print('api.get_options()')
print(api.get_options())
print('api.util_get_current_model()')
print(api.util_get_current_model())
@dp.message_handler(commands=["start"])
@dp.message_handler(commands=["start2"])
async def cmd_start(message: Union[types.Message, types.CallbackQuery]) -> None:
print("cmd_start")
subprocess.Popen(
@ -93,17 +441,10 @@ async def cmd_start(message: Union[types.Message, types.CallbackQuery]) -> None:
@dp.message_handler(commands=["test2"])
async def cmd_test2(message: Union[types.Message, types.CallbackQuery]) -> None:
print("cmd_test2")
print(getAttrtxt2img())
print(getAttrtxt2img()['enable_hr'])
print(data['enable_hr'])
def getAttrtxt2img():
# Получаем список аргументов функции api.txt2img и возвращаем JSON
argspec = inspect.getfullargspec(api.txt2img)
defaults = argspec.defaults or []
args = argspec.args[1:]
values = list(defaults) + [None] * (len(args) - len(defaults))
params = {"/" + arg: str(value) if value is not None else "" for arg, value in zip(args, values)}
result = json.dumps(params, indent=4)
return result
# -------- BOT POLLING ----------
if __name__ == "__main__":