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✨ 优化群聊学习主动发言，优化更新指令

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CMHopeSunshine 2023-01-13 18:07:23 +08:00
parent 95a47d8edb
commit f0dc29ae26
5 changed files with 1073 additions and 904 deletions
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40
LittlePaimon/plugins/Learning_Chat/handler.py
View File

@ -76,7 +76,6 @@ class LearningChat:
self.ban_words = set(chat_config.ban_words + self.config.ban_words) self.ban_words = set(chat_config.ban_words + self.config.ban_words)
async def _learn(self) -> Result: async def _learn(self) -> Result:
# logger.debug('群聊学习', f'收到来自群<m>{self.data.group_id}</m>的消息<m>{self.data.message}</m>')
if self.to_me and any( if self.to_me and any(
w in self.data.message for w in {'学说话', '快学', '开启学习'}): w in self.data.message for w in {'学说话', '快学', '开启学习'}):
return Result.SetEnable return Result.SetEnable
@ -374,6 +373,7 @@ class LearningChat:
logger.debug('群聊学习', f'主动发言：群热度排行<m>{">>".join([str(g[0]) for g in popularity])}</m>') logger.debug('群聊学习', f'主动发言：群热度排行<m>{">>".join([str(g[0]) for g in popularity])}</m>')
for group_id, messages in popularity: for group_id, messages in popularity:
if len(messages) < 30: if len(messages) < 30:
logger.debug('群聊学习', f'主动发言：群<m>{group_id}</m>消息小于30条，不发言')
continue continue
config = config_manager.get_group_config(group_id) config = config_manager.get_group_config(group_id)
@ -382,26 +382,35 @@ class LearningChat:
'[CQ:share']) '[CQ:share'])
# 是否开启了主动发言 # 是否开启了主动发言
if not config.speak_enable: if not config.speak_enable or not config.enable:
logger.debug('群聊学习', f'主动发言：群<m>{group_id}</m>未开启，不发言')
continue continue
# 如果最后一条消息是自己发的，则不主动发言 # 如果最后一条消息是自己发的，则不主动发言
last_reply = await ChatMessage.filter(group_id=group_id, user_id=self_id).first() last_reply = await ChatMessage.filter(group_id=group_id, user_id=self_id).first()
if last_reply and last_reply.time >= messages[0].time: if last_reply and last_reply.time >= messages[0].time:
logger.debug('群聊学习', f'主动发言：群<m>{group_id}</m>最后一条消息是{NICKNAME}发的{last_reply.message}，不发言')
continue
if cur_time - last_reply.time < config.speak_min_interval:
logger.debug('群聊学习', f'主动发言：群<m>{group_id}</m>上次主动发言时间小于主动发言最小间隔，不发言')
continue continue
# 该群每多少秒发一条消息 # 该群每多少秒发一条消息
avg_interval = (messages[0].time - messages[-1].time) / len(messages) avg_interval = (messages[0].time - messages[-1].time) / len(messages)
# 如果该群已沉默的时间小于阈值，则不主动发言 # 如果该群已沉默的时间小于阈值，则不主动发言
if cur_time - messages[0].time < avg_interval * config.speak_threshold + config.speak_min_interval: silent_time = cur_time - messages[0].time
threshold = avg_interval * config.speak_threshold
if silent_time < threshold:
logger.debug('群聊学习', f'主动发言：群<m>{group_id}</m>已沉默时间({silent_time})小于阈值({int(threshold)})，不发言')
continue continue
if contexts := await ChatContext.filter(count__gte=config.answer_threshold).all(): if contexts := await ChatContext.filter(count__gte=config.answer_threshold).all():
speak_list = [] speak_list = []
# context = random.choices(contexts, weights=[context.count for context in contexts])[0] # context = random.choices(contexts, weights=[context.count for context in contexts])[0]
contexts.sort(key=lambda x: x.count) # contexts.sort(key=lambda x: x.count, reverse=True)
random.shuffle(contexts)
for context in contexts: for context in contexts:
if (random.random() < config.speak_continuously_probability or not len(speak_list)) and len( if (not speak_list or random.random() < config.speak_continuously_probability) and len(
speak_list) < config.speak_continuously_max_len and ( speak_list) < config.speak_continuously_max_len and (
answers := await ChatAnswer.filter(context=context, answers := await ChatAnswer.filter(context=context,
group_id=group_id, group_id=group_id,
@ -417,9 +426,10 @@ class LearningChat:
if any(word in message for word in ban_words): if any(word in message for word in ban_words):
continue continue
speak_list.append(message) speak_list.append(message)
follow_answers = answer
while random.random() < config.speak_continuously_probability and len( while random.random() < config.speak_continuously_probability and len(
speak_list) < config.speak_continuously_max_len: speak_list) < config.speak_continuously_max_len:
if (follow_context := await ChatContext.filter(keywords=answer.keywords).first()) and ( if (follow_context := await ChatContext.filter(keywords=follow_answers.keywords).first()) and (
follow_answers := await ChatAnswer.filter( follow_answers := await ChatAnswer.filter(
group_id=group_id, group_id=group_id,
context=follow_context, context=follow_context,
@ -436,17 +446,18 @@ class LearningChat:
speak_list.append(message) speak_list.append(message)
else: else:
break break
else: elif len(speak_list) >= config.speak_continuously_max_len:
break break
if speak_list: if speak_list:
# logger.debug('群聊学习', f'主动发言：将向群<m>{group_id}</m>主动发言<m>{" ".join(speak_list)}</m>')
if random.random() < config.speak_poke_probability: if random.random() < config.speak_poke_probability:
last_speak_users = {message.user_id for message in messages[:5] if message.user_id != self_id} last_speak_users = {message.user_id for message in messages[:5] if message.user_id != self_id}
select_user = random.choice(list(last_speak_users)) select_user = random.choice(list(last_speak_users))
speak_list.append(MessageSegment('poke', {'qq': select_user})) speak_list.append(MessageSegment('poke', {'qq': select_user}))
return group_id, speak_list return group_id, speak_list
else: else:
return None logger.debug('群聊学习', f'主动发言：群<m>{group_id}</m>没有找到符合条件的发言，不发言')
logger.debug('群聊学习', '主动发言：没有符合条件的群，不主动发言')
return None
async def _set_answer(self, message: ChatMessage): async def _set_answer(self, message: ChatMessage):
if context := await ChatContext.filter(keywords=message.keywords).first(): if context := await ChatContext.filter(keywords=message.keywords).first():
@ -481,21 +492,16 @@ class LearningChat:
async def _check_allow(self, message: Union[ChatMessage, ChatAnswer]) -> bool: async def _check_allow(self, message: Union[ChatMessage, ChatAnswer]) -> bool:
raw_message = message.message if isinstance(message, ChatMessage) else message.messages[0] raw_message = message.message if isinstance(message, ChatMessage) else message.messages[0]
if len(raw_message) < 2: # if len(raw_message) < 2:
return False # return False
if any(i in raw_message for i in if any(i in raw_message for i in
{'[CQ:xml', '[CQ:json', '[CQ:at', '[CQ:video', '[CQ:record', '[CQ:share'}): {'[CQ:xml', '[CQ:json', '[CQ:at', '[CQ:video', '[CQ:record', '[CQ:share'}):
# logger.debug('群聊学习', f'➤检验<m>{keywords}</m><r>不通过</r>')
return False return False
if any(i in raw_message for i in self.ban_words): if any(i in raw_message for i in self.ban_words):
# logger.debug('群聊学习', f'➤检验<m>{keywords}</m><r>不通过</r>')
return False return False
if raw_message.startswith('&#91;') and raw_message.endswith('&#93;'): if raw_message.startswith('&#91;') and raw_message.endswith('&#93;'):
# logger.debug('群聊学习', f'➤检验<m>{keywords}</m><r>不通过</r>')
return False return False
if ban_word := await ChatBlackList.filter(keywords=message.keywords).first(): if ban_word := await ChatBlackList.filter(keywords=message.keywords).first():
if ban_word.global_ban or message.group_id in ban_word.ban_group_id: if ban_word.global_ban or message.group_id in ban_word.ban_group_id:
# logger.debug('群聊学习', f'➤检验<m>{keywords}</m><r>不通过</r>')
return False return False
# logger.debug('群聊学习', f'➤检验<m>{keywords}</m><g>通过</g>')
return True return True

55
LittlePaimon/utils/update.py
View File

@ -3,11 +3,12 @@ import re
from pathlib import Path from pathlib import Path
import git import git
from git.exc import InvalidGitRepositoryError from git.exc import InvalidGitRepositoryError, GitCommandError
from nonebot.utils import run_sync from nonebot.utils import run_sync
from . import __version__, NICKNAME from . import __version__, NICKNAME
from .requests import aiorequests from .requests import aiorequests
from .logger import logger
async def check_update(): async def check_update():
@ -43,28 +44,44 @@ def update():
repo = git.Repo(Path().absolute()) repo = git.Repo(Path().absolute())
except InvalidGitRepositoryError: except InvalidGitRepositoryError:
return '没有发现git仓库，无法通过git更新，请手动下载最新版本的文件进行替换。' return '没有发现git仓库，无法通过git更新，请手动下载最新版本的文件进行替换。'
logger.info('派蒙更新', '开始执行<m>git pull</m>更新操作')
origin = repo.remotes.origin origin = repo.remotes.origin
pyproject_file = Path().parent / 'pyproject.toml'
pyproject_raw_content = pyproject_file.read_text(encoding='utf-8')
if raw_plugins_load := re.search(r'^plugins = \[.+]$', pyproject_raw_content, flags=re.M):
pyproject_new_content = pyproject_raw_content.replace(raw_plugins_load.group(), 'plugins = []')
else:
pyproject_new_content = pyproject_raw_content
pyproject_file.write_text(pyproject_new_content, encoding='utf-8')
try: try:
origin.pull() origin.pull()
msg = f'更新完成，版本：{__version__}\n最新更新日志为：\n{repo.head.commit.message.replace(":bug:", "🐛").replace(":sparkles:", "✨").replace(":memo:", "📝")}\n可使用命令[@bot 重启]重启{NICKNAME}' msg = f'更新完成，版本：{__version__}\n最新更新日志为：\n{repo.head.commit.message.replace(":bug:", "🐛").replace(":sparkles:", "✨").replace(":memo:", "📝")}\n可使用命令[@bot 重启]重启{NICKNAME}'
except Exception as e: except GitCommandError as e:
if 'timeout' in e or 'unable to access' in e: emsg = e.stdout + '\n' + e.stderr
if 'timeout' in emsg or 'unable to access' in emsg:
msg = '更新失败，连接git仓库超时，请重试或修改源为代理源后再重试。' msg = '更新失败，连接git仓库超时，请重试或修改源为代理源后再重试。'
elif ' Your local changes to the following files would be overwritten by merge' in e: elif 'Your local changes' in emsg:
msg = ('error: Your local changes to the following files would be overwritten by merge\n' pyproject_file = Path().parent / 'pyproject.toml'
'更新失败，本地修改过文件导致冲突，可在命令行运行git pull查看冲突的文件是哪些，请解决冲突后再更新。') pyproject_raw_content = pyproject_file.read_text(encoding='utf-8')
else: if raw_plugins_load := re.search(r'^plugins = \[.+]$', pyproject_raw_content, flags=re.M):
msg = f'更新失败，错误信息：{e}，请尝试手动进行更新' pyproject_new_content = pyproject_raw_content.replace(raw_plugins_load.group(), 'plugins = []')
finally: logger.info('派蒙更新', f'检测到已安装插件：{raw_plugins_load.group()}，暂时重置')
if raw_plugins_load: else:
pyproject_new_content = pyproject_file.read_text(encoding='utf-8') pyproject_new_content = pyproject_raw_content
pyproject_new_content = pyproject_new_content.replace('plugins = []', raw_plugins_load.group())
pyproject_file.write_text(pyproject_new_content, encoding='utf-8') pyproject_file.write_text(pyproject_new_content, encoding='utf-8')
try:
origin.pull()
msg = f'更新完成，版本：{__version__}\n最新更新日志为：\n{repo.head.commit.message.replace(":bug:", "🐛").replace(":sparkles:", "✨").replace(":memo:", "📝")}\n可使用命令[@bot 重启]重启{NICKNAME}'
except GitCommandError as e:
emsg = e.stdout + '\n' + e.stderr
if 'timeout' in emsg or 'unable to access' in emsg:
msg = '更新失败，连接git仓库超时，请重试或修改源为代理源后再重试。'
elif ' Your local changes' in emsg:
msg = f'更新失败，本地修改过文件导致冲突，请解决冲突后再更新。\n{emsg}'
else:
msg = f'更新失败，错误信息：{emsg}，请尝试手动进行更新'
finally:
if raw_plugins_load:
pyproject_new_content = pyproject_file.read_text(encoding='utf-8')
pyproject_new_content = re.sub(r'^plugins = \[.*]$', raw_plugins_load.group(),
pyproject_new_content)
pyproject_new_content = pyproject_new_content.replace('plugins = []', raw_plugins_load.group())
pyproject_file.write_text(pyproject_new_content, encoding='utf-8')
logger.info('派蒙更新', f'更新结束，还原插件：{raw_plugins_load.group()}')
return msg
else:
msg = f'更新失败，错误信息：{emsg}，请尝试手动进行更新'
return msg return msg

1810
poetry.lock generated
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File diff suppressed because it is too large Load Diff

10
pyproject.toml
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@ -1,18 +1,18 @@
[tool.poetry] [tool.poetry]
name = "LittlePaimon" name = "LittlePaimon"
version = "3.0.0rc7" version = "3.0.4"
description = "小派蒙！原神qq群机器人，基于NoneBot2的UID查询、抽卡导出分析、模拟抽卡、实时便签、札记等多功能小助手。" description = "小派蒙！原神qq群机器人，基于NoneBot2的UID查询、抽卡导出分析、模拟抽卡、实时便签、札记等多功能小助手。"
authors = ["惜月 <277073121@qq.com>"] authors = ["惜月 <277073121@qq.com>"]
license = "AGPL" license = "AGPL"
[[tool.poetry.source]] [[tool.poetry.source]]
name = "tsinghua" name = "aliyun"
default = true default = true
url = "https://pypi.tuna.tsinghua.edu.cn/simple" url = "https://mirrors.aliyun.com/pypi/simple/"
[tool.poetry.dependencies] [tool.poetry.dependencies]
python = "^3.8" python = "^3.8"
nonebot2 = "~2.0.0-beta.5" nonebot2 = {extras = ["fastapi"], version = "^2.0.0-rc.2"}
nonebot-adapter-onebot = "^2.1" nonebot-adapter-onebot = "^2.1"
beautifulsoup4 = "^4.10.0" beautifulsoup4 = "^4.10.0"
httpx = "^0.23.0" httpx = "^0.23.0"
@ -41,7 +41,7 @@ qrcode = "^7.3.1"
nb-cli = "^0.6.7" nb-cli = "^0.6.7"
[tool.nonebot] [tool.nonebot]
plugins = [] plugins = ['1231', '421412']
plugin_dirs = ["src/plugins"] plugin_dirs = ["src/plugins"]
[build-system] [build-system]

62
requirements.txt
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@ -1,4 +1,4 @@
--index-url https://pypi.tuna.tsinghua.edu.cn/simple --index-url https://mirrors.aliyun.com/pypi/simple
aiosqlite==0.17.0; python_version >= "3.7" and python_version < "4.0" aiosqlite==0.17.0; python_version >= "3.7" and python_version < "4.0"
amis-python==1.0.6; python_version >= "3.7" and python_version < "4.0" amis-python==1.0.6; python_version >= "3.7" and python_version < "4.0"
@ -6,22 +6,22 @@ anyio==3.6.2; python_full_version >= "3.6.2" and python_version >= "3.8" and pyt
apscheduler==3.9.1.post1; python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version < "4" and python_version >= "3.8" apscheduler==3.9.1.post1; python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version < "4" and python_version >= "3.8"
backports.zoneinfo==0.2.1; python_version >= "3.8" and python_version < "3.9" and python_full_version < "3.0.0" and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8") or python_full_version >= "3.5.0" and python_version < "3.9" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8") backports.zoneinfo==0.2.1; python_version >= "3.8" and python_version < "3.9" and python_full_version < "3.0.0" and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8") or python_full_version >= "3.5.0" and python_version < "3.9" and python_version >= "3.8" and (python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8")
beautifulsoup4==4.11.1; python_full_version >= "3.6.0" beautifulsoup4==4.11.1; python_full_version >= "3.6.0"
certifi==2022.9.24; python_version >= "3.7" certifi==2022.12.7; python_version >= "3.7"
click==8.1.3; python_version >= "3.8" and python_version < "4.0" click==8.1.3; python_version >= "3.8" and python_version < "4.0"
colorama==0.4.6; python_version >= "3.8" and python_full_version < "3.0.0" and platform_system == "Windows" and python_version < "4.0" and sys_platform == "win32" or python_full_version >= "3.7.0" and platform_system == "Windows" and python_version >= "3.8" and python_version < "4.0" and sys_platform == "win32" colorama==0.4.6; python_version >= "3.8" and python_full_version < "3.0.0" and platform_system == "Windows" and python_version < "4.0" and sys_platform == "win32" or python_full_version >= "3.7.0" and platform_system == "Windows" and python_version >= "3.8" and python_version < "4.0" and sys_platform == "win32"
contourpy==1.0.6; python_version >= "3.8" contourpy==1.0.6; python_version >= "3.8"
cycler==0.11.0; python_version >= "3.8" cycler==0.11.0; python_version >= "3.8"
ecdsa==0.18.0; python_version >= "2.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" ecdsa==0.18.0; python_version >= "2.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0"
expandvars==0.9.0; python_version >= "3.4" expandvars==0.9.0; python_version >= "3.4"
fastapi==0.79.1; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.1" fastapi==0.89.1; python_version >= "3.8" and python_version < "4.0"
fonttools==4.38.0; python_version >= "3.8" fonttools==4.38.0; python_version >= "3.8"
gitdb==4.0.9; python_version >= "3.7" gitdb==4.0.10; python_version >= "3.7"
gitpython==3.1.29; python_version >= "3.7" gitpython==3.1.30; python_version >= "3.7"
greenlet==1.1.3; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.7" greenlet==2.0.1; python_version >= "3.7" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version >= "3.7"
h11==0.12.0; python_version >= "3.8" and python_version < "4.0" h11==0.14.0; python_version >= "3.8" and python_version < "4.0"
httpcore==0.15.0; python_version >= "3.7" httpcore==0.16.3; python_version >= "3.7"
httptools==0.5.0; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.5.0" httptools==0.5.0; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.5.0"
httpx==0.23.0; python_version >= "3.7" httpx==0.23.3; python_version >= "3.7"
idna==3.4 idna==3.4
iso8601==1.1.0; python_full_version >= "3.6.2" and python_version < "4.0" and python_version >= "3.7" iso8601==1.1.0; python_full_version >= "3.6.2" and python_version < "4.0" and python_version >= "3.7"
jieba==0.42.1 jieba==0.42.1
@ -29,22 +29,22 @@ jinja2==3.1.2; python_version >= "3.7" and python_version < "4.0"
joblib==1.2.0; python_version >= "3.8" joblib==1.2.0; python_version >= "3.8"
kiwisolver==1.4.4; python_version >= "3.8" kiwisolver==1.4.4; python_version >= "3.8"
loguru==0.6.0; python_version >= "3.8" and python_version < "4.0" loguru==0.6.0; python_version >= "3.8" and python_version < "4.0"
lxml==4.9.1; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.5.0") lxml==4.9.2; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.5.0")
markupsafe==2.1.1; python_version >= "3.7" and python_version < "4.0" markupsafe==2.1.1; python_version >= "3.7" and python_version < "4.0"
matplotlib==3.6.2; python_version >= "3.8" matplotlib==3.6.3; python_version >= "3.8"
msgpack==1.0.4; python_version >= "3.8" and python_version < "4.0" msgpack==1.0.4; python_version >= "3.8" and python_version < "4.0"
multidict==6.0.2; python_version >= "3.8" and python_version < "4.0" multidict==6.0.4; python_version >= "3.8" and python_version < "4.0"
nonebot-adapter-onebot==2.1.5; python_version >= "3.8" and python_version < "4.0" nonebot-adapter-onebot==2.2.0; python_version >= "3.8" and python_version < "4.0"
nonebot-plugin-apscheduler==0.2.0; python_version >= "3.8" and python_version < "4.0" nonebot-plugin-apscheduler==0.2.0; python_version >= "3.8" and python_version < "4.0"
nonebot2==2.0.0rc1; python_version >= "3.8" and python_version < "4.0" nonebot2==2.0.0rc2; python_version >= "3.8" and python_version < "4.0"
numpy==1.23.4; python_version >= "3.8" numpy==1.24.1; python_version >= "3.8"
packaging==21.3; python_version >= "3.8" packaging==23.0; python_version >= "3.8"
pillow==9.3.0; python_version >= "3.7" pillow==9.4.0; python_version >= "3.7"
playwright==1.27.1; python_version >= "3.7" playwright==1.29.1; python_version >= "3.7"
psutil==5.9.4; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.4.0") psutil==5.9.4; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.4.0")
pyasn1==0.4.8; python_version >= "3.6" and python_version < "4" pyasn1==0.4.8; python_version >= "3.6" and python_version < "4"
pydantic==1.9.2; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.1" pydantic==1.10.4; python_version >= "3.8" and python_version < "4.0"
pyee==8.1.0; python_version >= "3.7" pyee==9.0.4; python_version >= "3.7"
pygtrie==2.5.0; python_version >= "3.8" and python_version < "4.0" pygtrie==2.5.0; python_version >= "3.8" and python_version < "4.0"
pyparsing==3.0.9; python_full_version >= "3.6.8" and python_version >= "3.8" pyparsing==3.0.9; python_full_version >= "3.6.8" and python_version >= "3.8"
pypika-tortoise==0.1.6; python_version >= "3.7" and python_version < "4.0" pypika-tortoise==0.1.6; python_version >= "3.7" and python_version < "4.0"
@ -53,34 +53,34 @@ python-dateutil==2.8.2; python_version >= "3.8" and python_full_version < "3.0.0
python-dotenv==0.21.0 python-dotenv==0.21.0
python-jose==3.3.0 python-jose==3.3.0
pytz-deprecation-shim==0.1.0.post0; python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8" pytz-deprecation-shim==0.1.0.post0; python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8"
pytz==2022.6; python_version >= "3.7" and python_version < "4.0" and (python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version < "4" and python_version >= "3.8") pytz==2022.7; python_version >= "3.7" and python_version < "4.0" and (python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version < "4" and python_version >= "3.8")
pyyaml==6.0; python_version >= "3.8" and python_version < "4.0" pyyaml==6.0; python_version >= "3.8" and python_version < "4.0"
qrcode==7.3.1; python_version >= "3.6" qrcode==7.3.1; python_version >= "3.6"
rfc3986==1.5.0; python_version >= "3.7" rfc3986==1.5.0; python_version >= "3.7"
rsa==4.9; python_version >= "3.6" and python_version < "4" rsa==4.9; python_version >= "3.6" and python_version < "4"
ruamel.yaml.clib==0.2.7; platform_python_implementation == "CPython" and python_version < "3.11" and python_version >= "3.5" ruamel.yaml.clib==0.2.7; platform_python_implementation == "CPython" and python_version < "3.11" and python_version >= "3.5"
ruamel.yaml==0.17.21; python_version >= "3" ruamel.yaml==0.17.21; python_version >= "3"
scikit-learn==1.1.3; python_version >= "3.8" scikit-learn==1.2.0; python_version >= "3.8"
scipy==1.9.3; python_version >= "3.8" scipy==1.9.3; python_version >= "3.8"
setuptools-scm==7.0.5; python_version >= "3.8" setuptools-scm==7.1.0; python_version >= "3.8"
shapely==1.8.5.post1; python_version >= "3.6" shapely==1.8.5.post1; python_version >= "3.6"
six==1.16.0; python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.5.0" and python_version >= "3.8" and python_version < "4" six==1.16.0; python_version >= "3.8" and python_full_version < "3.0.0" and python_version < "4.0" or python_full_version >= "3.5.0" and python_version >= "3.8" and python_version < "4"
smmap==5.0.0; python_version >= "3.7" smmap==5.0.0; python_version >= "3.7"
sniffio==1.3.0; python_full_version >= "3.6.2" and python_version >= "3.8" and python_version < "4.0" sniffio==1.3.0; python_full_version >= "3.6.2" and python_version >= "3.8" and python_version < "4.0"
soupsieve==2.3.2.post1; python_version >= "3.6" and python_full_version >= "3.6.0" soupsieve==2.3.2.post1; python_version >= "3.6" and python_full_version >= "3.6.0"
starlette==0.19.1; python_version >= "3.8" and python_version < "4.0" and python_full_version >= "3.6.1" starlette==0.22.0; python_version >= "3.8" and python_version < "4.0"
threadpoolctl==3.1.0; python_version >= "3.8" threadpoolctl==3.1.0; python_version >= "3.8"
tomli==2.0.1; python_version >= "3.8" tomli==2.0.1; python_version < "3.11" and python_version >= "3.8"
tomlkit==0.10.2; python_version >= "3.8" and python_version < "4.0" tomlkit==0.11.6; python_version >= "3.8" and python_version < "4.0"
tortoise-orm==0.19.2; python_version >= "3.7" and python_version < "4.0" tortoise-orm==0.19.2; python_version >= "3.7" and python_version < "4.0"
tqdm==4.64.1; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.4.0") tqdm==4.64.1; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.4.0")
typing-extensions==4.4.0; python_version >= "3.8" and python_version <= "3.8" and python_full_version >= "3.6.1" typing-extensions==4.4.0; python_version >= "3.8" and python_version <= "3.8"
tzdata==2022.6; python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8" and platform_system == "Windows" tzdata==2022.7; python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" and platform_system == "Windows" or python_full_version >= "3.6.0" and python_version < "4" and python_version >= "3.8" and platform_system == "Windows"
tzlocal==4.2; python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version < "4" and python_version >= "3.8" tzlocal==4.2; python_version >= "3.8" and python_version < "4.0" and python_full_version < "3.0.0" or python_full_version >= "3.5.0" and python_version < "4" and python_version >= "3.8"
ujson==5.5.0; python_version >= "3.7" ujson==5.7.0; python_version >= "3.7"
uvicorn==0.18.3; python_version >= "3.8" and python_version < "4.0" uvicorn==0.20.0; python_version >= "3.8" and python_version < "4.0"
uvloop==0.17.0; sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy" and python_version >= "3.8" and python_version < "4.0" uvloop==0.17.0; sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy" and python_version >= "3.8" and python_version < "4.0"
watchfiles==0.18.1; python_version >= "3.8" and python_version < "4.0" watchfiles==0.18.1; python_version >= "3.8" and python_version < "4.0"
websockets==10.4; python_version >= "3.8" and python_version < "4.0" websockets==10.4; python_version >= "3.8" and python_version < "4.0"
win32-setctime==1.1.0; python_version >= "3.8" and python_version < "4.0" and sys_platform == "win32" win32-setctime==1.1.0; python_version >= "3.8" and python_version < "4.0" and sys_platform == "win32"
yarl==1.8.1; python_version >= "3.8" and python_version < "4.0" yarl==1.8.2; python_version >= "3.8" and python_version < "4.0"