Co-authored-by: HadalFauna <HadalFauna@users.noreply.github.com>

37 files changed, 1905 insertions, 2039 deletions

diff --git a/.gitignore b/.gitignore
index 2a5fda4..d1beff8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -108,3 +108,4 @@ docs/.next/
 
 # tests
 tests/config.toml
+.pdm-python
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 23b6ae3..cec97cf 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -22,5 +22,12 @@
   },
   "search.exclude": {
     "crates/turbopack-tests/tests/snapshot/**": true
-  }
+  },
+  "python.analysis.typeCheckingMode": "basic",
+  "[python]": {
+    "editor.defaultFormatter": "ms-python.autopep8"
+  },
+  "python.formatting.provider": "none",
+  "restructuredtext.preview.docutils.disabled": true,
+  "iis.configDir": ""
 }
\ No newline at end of file
diff --git a/hydroroll/__init__.py b/hydroroll/__init__.py
deleted file mode 100644
index b064bca..0000000
--- a/hydroroll/__init__.py
+++ /dev/null
@@ -1,221 +0,0 @@
-from collections import defaultdict
-from itertools import chain
-from pathlib import Path
-from typing import Dict, List, Optional, Type, Union
-from iamai import ConfigModel, Plugin
-from iamai.log import logger, error_or_exception
-from iamai.utils import ModulePathFinder, get_classes_from_module_name, get_classes_from_dir, get_classes_from_module
-from .config import GlobalConfig
-from iamai.exceptions import LoadModuleError
-from .utils import BasePlugin, RegexPluginBase, CommandPluginBase
-import os
-# from .core import Rule, RuleLoadType
-from HydroRollCore import Rule, RuleLoadType
-
-class HydroRoll(Plugin):
-    
-    class Config(ConfigModel):
-        __config_name__ = "HydroRoll"
-    
-    priority = 0
-    rules_priority_dict: Dict[int, List[Type[Rule]]] = defaultdict(list)
-    _module_path_finder = ModulePathFinder()
-    
-    
-    def _load_rule_class(
-        self,
-        rule_class: Type[Rule],
-        rule_load_type: RuleLoadType,
-        rule_file_path: Optional[str],
-    ):
-        logger.info(f'Loading rule from class "{rule_class!r}"')
-        """加载规则类。"""
-        priority = getattr(rule_class, "priority", None)
-        if type(priority) is int and priority >= 0:
-            for _rule in self.rules:
-                if _rule.__name__ == rule_class.__name__:
-                    logger.warning(
-                        f'Already have a same name rule "{_rule.__name__}"'
-                    )
-            rule_class.__rule_load_type__ = rule_load_type
-            rule_class.__rule_file_path__ = rule_file_path
-            self.rules_priority_dict[priority].append(rule_class)
-            logger.success(
-                f'Succeeded to load rule "{rule_class.__name__}" '
-                f'from class "{rule_class!r}"'
-            )
-        else:
-            error_or_exception(
-                f'Load rule from class "{rule_class!r}" failed:',
-                LoadModuleError(
-                    f'Rule priority incorrect in the class "{rule_class!r}"'
-                ),
-                self.bot.config.bot.log.verbose_exception,
-            )
-    
-    def _load_rules_from_module_name(
-        self, module_name: str, rule_load_type: RuleLoadType
-    ):
-        logger.info(f'Loading rules from module "{module_name}"')
-        """从模块名称中规则包模块。"""
-        try:
-            rule_classes = get_classes_from_module_name(module_name, Rule)
-        except ImportError as e:
-            error_or_exception(
-                f'Import module "{module_name}" failed:',
-                e,
-                self.bot.config.bot.log.verbose_exception,
-            )
-        else:
-            for rule_class, module in rule_classes:
-                self._load_rule_class(
-                    rule_class,
-                    rule_load_type,
-                    module.__file__,
-                )
-
-    def _load_rules(
-        self,
-        *rules: Union[Type[Plugin], str, Path],
-        rule_load_type: Optional[RuleLoadType] = None,
-    ):
-        """加载规则包。
-
-        Args:
-            *rules: 规则类、规则包模块名称或者规则包模块文件路径。类型可以是 `Type[Rule]`, `str` 或 `pathlib.Path`。
-                如果为 `Type[Rule]` 类型时，将作为规则类进行加载。
-                如果为 `str` 类型时，将作为规则包模块名称进行加载，格式和 Python `import` 语句相同。
-                    例如：`path.of.rule`。
-                如果为 `pathlib.Path` 类型时，将作为规则包模块文件路径进行加载。
-                    例如：`pathlib.Path("path/of/rule")`。
-            rule_load_type: 规则加载类型，如果为 None 则自动判断，否则使用指定的类型。
-        """
-        logger.info("Loading rules...")
-        for rule_ in rules:
-            if isinstance(rule_, type):
-                if issubclass(rule_, Rule):
-                    self._load_rule_class(
-                        rule_, rule_load_type or RuleLoadType.CLASS, None
-                    )
-                else:
-                    logger.error(
-                        f'The rule class "{rule_!r}" must be a subclass of Rule'
-                    )
-            elif isinstance(rule_, str):
-                logger.warning(f'Loading rules from module "{rule_}"')
-                self._load_rules_from_module_name(
-                    rule_, rule_load_type or RuleLoadType.NAME
-                )
-            elif isinstance(rule_, Path):
-                logger.warning(f'Loading rules from path "{rule_}"')
-                if rule_.is_file():
-                    if rule_.suffix != ".py":
-                        logger.error(f'The path "{rule_}" must endswith ".py"')
-                        return
-
-                    rule_module_name = None
-                    for path in self._module_path_finder.path:
-                        try:
-                            if rule_.stem == "__init__":
-                                if rule_.resolve().parent.parent.samefile(Path(path)):
-                                    rule_module_name = rule_.resolve().parent.name
-                                    break
-                            elif rule_.resolve().parent.samefile(Path(path)):
-                                rule_module_name = rule_.stem
-                                break
-                        except OSError:
-                            continue
-                    if rule_module_name is None:
-                        rel_path = rule_.resolve().relative_to(Path(".").resolve())
-                        if rel_path.stem == "__init__":
-                            rule_module_name = ".".join(rel_path.parts[:-1])
-                        else:
-                            rule_module_name = ".".join(
-                                rel_path.parts[:-1] + (rel_path.stem,)
-                            )
-
-                    self._load_rules_from_module_name(
-                        rule_module_name, rule_load_type or RuleLoadType.FILE
-                    )
-                else:
-                    logger.error(f'The rule path "{rule_}" must be a file')
-            else:
-                logger.error(f"Type error: {rule_} can not be loaded as plugin")
-
-    def load_rules(self, *rules: Union[Type[Rule], str, Path]):
-        """加载规则。
-
-        Args:
-            *rules: 规则类、规则包x模块名称或者规则包模块文件路径。类型可以是 `Type[Rule]`, `str` 或 `pathlib.Path`。
-                如果为 `Type[Rule]` 类型时，将作为规则类进行加载。
-                如果为 `str` 类型时，将作为规则包模块名称进行加载，格式和 Python `import` 语句相同。
-                    例如：`path.of.rule`。
-                如果为 `pathlib.Path` 类型时，将作为规则包模块文件路径进行加载。
-                    例如：`pathlib.Path("path/of/rule")`。
-        """
-        # self._extend_rules.extend(rules)
-        return self._load_rules(*rules)
-    
-    def _load_rules_from_dirs(self, *dirs: Path):
-        """从目录中加载规则包，以 `_` 开头的模块中的规则不会被导入。路径可以是相对路径或绝对路径。
-
-        Args:
-            *dirs: 储存包含规则的模块的模块路径。
-                例如：`pathlib.Path("path/of/rules/")` 。
-        """
-        logger.info("Loading rules from dirs...")
-        dirs = list(map(lambda x: str(x.resolve()), dirs))  # type: ignore  maybe remove?
-        logger.warning(f'Loading rules from dirs "{", ".join(map(str, dirs))}"')
-        self._module_path_finder.path.extend(dirs)  # type: ignore
-        # type: ignore
-        for rule_class, module in get_classes_from_dir(dirs, Rule):  # type: ignore
-            self._load_rule_class(rule_class, RuleLoadType.DIR, module.__file__)
-    
-    def load_rules_from_dirs(self, *dirs: Path):
-        """从目录中加载规则，以 `_` 开头的模块中的规则不会被导入。路径可以是相对路径或绝对路径。
-
-        Args:
-            *dirs: 储存包含rule的模块的模块路径。
-                例如：`pathlib.Path("path/of/rules/")` 。
-        """
-        # self._extend_rule_dirs.extend(dirs)
-        self._load_rules_from_dirs(*dirs)
-        
-    @property
-    def rules(self) -> List[Type[Plugin]]:
-        """当前已经加载的规则包的列表。"""
-        return list(chain(*self.rules_priority_dict.values()))
-    
-    def __post_init__(self):
-        if not self.bot.global_state.get('init', False):
-            self.bot.global_state = dict()
-            self.bot.global_state['init'] = True
-
-            self._load_rules_from_dirs(Path(os.path.join("\\".join(os.path.dirname(__file__).split('\\')[:-2]),"rules"))) #*self.config.rule['rule_dirs'])
-            # self._load_rules(*self.config.rule.rules)
-            
-        ...
-    
-    async def handle(self) -> None:
-        """
-        @TODO: HydroRollCore should be able to handle all signals and tokens from Psi.
-        @BODY: HydroRollCore actives the rule-packages.
-        """
-
-        if self.event.message.get_plain_text() == '.core':
-            await self.event.reply("HydroRollCore is running.")
-        elif self.event.message.startswith('.show'):
-            try:
-                await self.event.reply(eval(self.event.message.get_plain_text()[6:]))
-            except Exception as e:
-                await self.event.reply(f"{e!r}")
-                
-    async def rule(self) -> bool:
-        """
-        @TODO: Psi should be able to handle all message first. 
-        @BODY: lexer module will return a list of tokens, parser module will parse the tokens into a tree, and executor module will execute the tokens with a stack with a bool return value.
-        """
-        
-        if self.event.type != "message":
-            return False
-        return self.event.message.get_plain_text().startswith(".")
\ No newline at end of file
diff --git a/hydroroll/core/__init__.py b/hydroroll/core/__init__.py
deleted file mode 100644
index ed02489..0000000
--- a/hydroroll/core/__init__.py
+++ /dev/null
@@ -1,70 +0,0 @@
-from abc import ABC, abstractmethod
-import os, os.path
-from enum import Enum
-from iamai.config import ConfigModel
-from iamai.utils import is_config_class
-from typing import Generic, NoReturn, Optional, Type, TYPE_CHECKING
-from ...HydroRoll.typing import T_Event, T_Config
-
-if TYPE_CHECKING:
-    from iamai.bot import Bot
-    
-class RuleLoadType(Enum):
-    """插件加载类型。"""
-
-    DIR = "dir"
-    NAME = "name"
-    FILE = "file"
-    CLASS = "class"
-    
-
-class Rule(ABC, Generic[T_Event, T_Config]):
-    """所有 iamai 插件的基类。
-
-    Attributes:
-        event: 当前正在被此插件处理的事件。
-        priority: 插件的优先级，数字越小表示优先级越高，默认为 0。
-        block: 插件执行结束后是否阻止事件的传播。True 表示阻止。
-        __rule_load_type__: 插件加载类型，由 iamai 自动设置，反映了此插件是如何被加载的。
-        __rule_file_path__: 当插件加载类型为 `RuleLoadType.CLASS` 时为 `None`，
-            否则为定义插件在的 Python 模块的位置。
-    """
-
-    event: T_Event
-    priority: int = 0
-    Config: Type[ConfigModel]
-
-    __rule_load_type__: RuleLoadType
-    __rule_file_path__: Optional[str]
-
-    def __init__(self, event: T_Event):
-        self.event = event
-
-        if not hasattr(self, "priority"):
-            self.priority = 0
-
-        self.get = self.bot.get
-
-        self.__post_init__()
-
-    def __post_init__(self):
-        """用于初始化后处理，被 `__init__()` 方法调用。"""
-        pass
-
-    @property
-    def name(self) -> str:
-        """规则类名称。"""
-        return self.__class__.__name__
-
-    @property
-    def bot(self) -> "Bot":
-        """机器人对象。"""
-        return self.event.adapter.bot
-    
-    @property
-    def config(self) -> Optional[T_Config]:
-        """规则包配置。"""
-        config_class: ConfigModel = getattr(self, "Rule", None)
-        if is_config_class(config_class):
-            return getattr(self.config.rule, config_class.__config_name__, None)
-        return None
\ No newline at end of file
diff --git a/pdm.lock b/pdm.lock
new file mode 100644
index 0000000..3d93152
--- /dev/null
+++ b/pdm.lock
@@ -0,0 +1,923 @@
+# This file is @generated by PDM.
+# It is not intended for manual editing.
+
+[metadata]
+groups = ["default"]
+cross_platform = true
+static_urls = false
+lock_version = "4.3"
+content_hash = "sha256:8753400b358338c372c3e966112b07152f2b7cf55746e98ecaa86999a714f9aa"
+
+[[package]]
+name = "aiohttp"
+version = "3.8.5"
+requires_python = ">=3.6"
+summary = "Async http client/server framework (asyncio)"
+dependencies = [
+    "aiosignal>=1.1.2",
+    "async-timeout<5.0,>=4.0.0a3",
+    "attrs>=17.3.0",
+    "charset-normalizer<4.0,>=2.0",
+    "frozenlist>=1.1.1",
+    "multidict<7.0,>=4.5",
+    "yarl<2.0,>=1.0",
+]
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diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index f4728c1..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,1302 +0,0 @@
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-]

-

-[package.dependencies]

-idna = ">=2.0"

-multidict = ">=4.0"

-

-[metadata]

-lock-version = "2.0"

-python-versions = "^3.8"

-content-hash = "6142e14486ff7832d56ef435186cf4c17b1e460c025a6d5178c3d4b1b615c654"

diff --git a/pyproject.toml b/pyproject.toml
index 9c96248..b61b909 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,65 +1,30 @@
-[tool.poetry]
+[project]
 name = "HydroRoll"
-version = "0.1.3"
-description = "bot framework."
-authors = ["简律纯 <i@jyunko.cn>"]
-license = "GPL3.0"
+version = "0.1.0"
+description = "HydroRoll System."
+authors = [
+    {name = "简律纯", email = "i@jyunko.cn"},
+]
+dependencies = [
+    "watchfiles<1.0.0,>=0.18.0",
+    "iamai>=3.2.3",
+    "iamai-adapter-cqhttp>=3.2.3",
+    "iamai-adapter-apscheduler>=3.2.3",
+    "joblib>=1.3.2",
+    "randomgen>=1.26.0",
+    "jieba>=0.42.1",
+    "scikit-learn>=1.3.1",
+]
+requires-python = ">=3.8"
 readme = "README.md"
+license = {text = "MIT"}
+keywords = ["bot", "qq", "qqbot", "mirai", "coolq"]
+classifiers = ["Development Status :: 5 - Production/Stable", "Framework :: Robot Framework", "Framework :: Robot Framework :: Library", "Operating System :: OS Independent", "Programming Language :: Python :: 3"]
+
+[project.urls]
 homepage = "https://hydroroll.retrofor.space/"
 repository = "https://github.com/HydroRoll-Team/hydroroll"
 documentation = "https://hydroroll.retrofor.space/"
-keywords = ["bot", "qq", "qqbot", "mirai", "coolq"]
-classifiers = [
-  "Development Status :: 5 - Production/Stable",
-  "Framework :: Robot Framework",
-  "Framework :: Robot Framework :: Library",
-  "Operating System :: OS Independent",
-  "Programming Language :: Python :: 3"
-]
-
-[tool.poetry.dependencies]
-watchfiles = "^0.18.0"
-python = "^3.8"
-iamai = "^3.14"
-iamai-adapter-cqhttp = "^0.6"
-iamai-adapter-apscheduler = "^0.6"
-
-[tool.poetry.group.dev.dependencies]
-black = "^23.1.0"
-isort = "^5.12.0"
-pre-commit = "^3.1.0"
-pre-commit-hooks = "^4.4.0"
-
-[tool.black]
-target-version = ["py38", "py39", "py310", "py311"]
-
-[tool.isort]
-profile = "black"
-length_sort = true
-skip_gitignore = true
-force_sort_within_sections = true
-src_paths = ["hydroroll", "tests"]
-extra_standard_library = ["typing_extensions"]
-
-[tool.pyright]
-exclude = ["tests"]
-pythonVersion = "3.8"
-pythonPlatform = "All"
-typeCheckingMode = "strict"
-reportImportCycles = false
-reportIncompatibleMethodOverride = false
-reportMissingTypeArgument = false
-reportMissingTypeStubs = false
-reportUnknownArgumentType = false
-reportUnknownLambdaType = false
-reportUnknownMemberType = false
-reportUnknownParameterType = false
-reportUnknownVariableType = false
-reportUnnecessaryIsInstance = false
-
-[tool.pydantic-pycharm-plugin]
-ignore-init-method-arguments = true
-
 [build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
\ No newline at end of file
+requires = ["pdm-backend"]
+build-backend = "pdm.backend"
diff --git a/src/HydroRoll/__init__.py b/src/HydroRoll/__init__.py
new file mode 100644
index 0000000..b3e673d
--- /dev/null
+++ b/src/HydroRoll/__init__.py
@@ -0,0 +1,74 @@
+"""中间件"""
+from ast import literal_eval
+import os
+from os.path import dirname, join, abspath
+from iamai import ConfigModel, Plugin
+from iamai.log import logger
+from .config import Directory
+from .models.utils import *
+import joblib
+
+BASE_DIR = Directory(_path=dirname(abspath("__file__")))
+HYDRO_DIR = dirname(abspath(__file__))
+
+
+def _init_directory(_prefix: str = ''):
+    """初始化水系目录"""
+    for _ in BASE_DIR.get_dice_dir_list(_prefix):
+        if not os.path.exists(_):
+            os.makedirs(_)
+
+
+def _load_models():
+    models = {}
+    models['hola'] = joblib.load(
+        join(HYDRO_DIR, 'models', 'hola.pkl'))
+    return models
+
+
+def load_model(model):
+    logger.info("loading models...")
+    return _load_models()[model]
+
+
+def init_directory(_prefix: str = 'HydroRoll'):
+    _init_directory(_prefix=_prefix)
+
+
+class HydroRoll(Plugin):
+    """中间件"""
+    class Config(ConfigModel):
+        __config_name__ = "HydroRoll"
+
+    priority = 0
+
+    # TODO: HydroRollCore should be able to handle all signals and tokens from Psi.
+    logger.info("Loading HydroRollCore...")
+
+    async def handle(self) -> None:
+        """
+        @TODO: HydroRollCore should be able to handle all signals and tokens from Psi.
+        @BODY: HydroRollCore actives the rule-packages.
+        """
+
+        if self.event.message.get_plain_text() == ".core":
+            await self.event.reply("HydroRollCore is running.")
+        elif self.event.message.startswith(".test"):
+            try:
+                result = literal_eval(self.event.message.get_plain_text()[5:])
+                await self.event.reply(result)
+            except Exception as error:
+                await self.event.reply(f"{error!r}")
+
+    async def rule(self) -> bool:
+        """
+        @TODO: Psi should be able to handle all message first.
+        @BODY: lexer module will return a list of tokens, parser module will parse the tokens into a tree, and executor module will execute the tokens with a stack with a bool return value.
+        """
+        logger.info("loading psi...")
+        if not self.bot.global_state.get('HydroRoll.dir'):
+            hola = load_model('hola')
+
+            init_directory()
+            self.bot.global_state['HydroRoll.dir'] = True
+        return self.event.adapter.name in ['cqhttp', 'kook', 'console', 'mirai']
diff --git a/hydroroll/config.py b/src/HydroRoll/config.py
index 7cd7520..e0789a0 100644
--- a/hydroroll/config.py
+++ b/src/HydroRoll/config.py
@@ -9,6 +9,7 @@ from iamai import ConfigModel
 # 创建全局 ArgumentParser 对象
 global_parser = argparse.ArgumentParser(description="HydroRoll[水系] 全局命令参数")
 
+
 class BasePluginConfig(ConfigModel):
     __config_name__ = ""
     handle_all_message: bool = True
@@ -45,7 +46,6 @@ class GlobalConfig(CommandPluginConfig):
     _iamai_version = version("iamai")
     _python_ver = sys.version
     _python_ver_raw = ".".join(map(str, platform.python_version_tuple()[:3]))
-    current_path = os.path.dirname(os.path.abspath("__file__"))
 
     # 定义系统组件
     class HydroSystem:
@@ -78,3 +78,20 @@ class GlobalConfig(CommandPluginConfig):
             self.parser = argparse.ArgumentParser(description="Bot命令")
 
 
+class Directory(object):
+    def __init__(self, _path: str) -> None:
+        self.current_path = _path
+
+    def get_dice_dir_list(self, _prefix: str) -> list:
+
+        return [
+            os.path.join(self.current_path, f'{_prefix}', *dirs)
+            for dirs in [
+                ['config'],
+                ['data'],
+                ['rules'],
+                ['scripts'],
+                ['web', 'frontend'],
+                ['web', 'backend'],
+            ]
+        ]
diff --git a/hydroroll/exceptions.py b/src/HydroRoll/exceptions.py
index e69de29..e69de29 100644
--- a/hydroroll/exceptions.py
+++ b/src/HydroRoll/exceptions.py
diff --git a/hydroroll/psi/.gitkeep b/src/HydroRoll/models/__init__.py
index e69de29..e69de29 100644
--- a/hydroroll/psi/.gitkeep
+++ b/src/HydroRoll/models/__init__.py
diff --git a/src/HydroRoll/models/hola.pkl b/src/HydroRoll/models/hola.pkl
new file mode 100644
index 0000000..b9940fa
--- /dev/null
+++ b/src/HydroRoll/models/hola.pkl
diff --git a/src/HydroRoll/models/utils.py b/src/HydroRoll/models/utils.py
new file mode 100644
index 0000000..73e7ba0
--- /dev/null
+++ b/src/HydroRoll/models/utils.py
@@ -0,0 +1,14 @@
+import difflib
+import pickle
+
+def find_max_similarity(input_string, string_list):
+    max_similarity = 0
+    max_string = ""
+
+    for string in string_list:
+        similarity = difflib.SequenceMatcher(None, input_string, string).quick_ratio()
+        if similarity > max_similarity:
+            max_similarity = similarity
+            max_string = string
+
+    return max_string, max_similarity
\ No newline at end of file
diff --git a/hydroroll/typing.py b/src/HydroRoll/typing.py
index 876fa92..876fa92 100644
--- a/hydroroll/typing.py
+++ b/src/HydroRoll/typing.py
diff --git a/hydroroll/utils.py b/src/HydroRoll/utils.py
index b4dbab6..453e691 100644
--- a/hydroroll/utils.py
+++ b/src/HydroRoll/utils.py
@@ -1,4 +1,6 @@
 import re
+import time
+import random
 from abc import ABC, abstractmethod
 from typing import Type, Union, Generic, TypeVar
 from iamai import Plugin
@@ -11,6 +13,7 @@ T_Config = TypeVar("T_Config", bound=BasePluginConfig)
 T_RegexPluginConfig = TypeVar("T_RegexPluginConfig", bound=RegexPluginConfig)
 T_CommandPluginConfig = TypeVar("T_CommandPluginConfig", bound=CommandPluginConfig)
 
+
 class BasePlugin(
     Plugin[Union[PrivateMessageEvent, GroupMessageEvent], T_State, T_Config],
     ABC,
@@ -27,17 +30,21 @@ class BasePlugin(
 
     async def rule(self) -> bool:
         is_bot_off = False
-        
+
         if self.event.adapter.name != "cqhttp":
             return False
         if self.event.type != "message":
             return False
         match_str = self.event.message.get_plain_text()
         if is_bot_off:
-            if self.event.message.startswith(f'[CQ:at,qq={self.event.self_id}]'):
-                match_str = re.sub(fr'^\[CQ:at,qq={self.event.self_id}\]', '', match_str)
-            elif self.event.message.startswith(f'[CQ:at,qq={self.event.self_tiny_id}]'):
-                match_str = re.sub(fr'^\[CQ:at,qq={self.event.self_tiny_id}\]', '', match_str)
+            if self.event.message.startswith(f"[CQ:at,qq={self.event.self_id}]"):
+                match_str = re.sub(
+                    rf"^\[CQ:at,qq={self.event.self_id}\]", "", match_str
+                )
+            elif self.event.message.startswith(f"[CQ:at,qq={self.event.self_tiny_id}]"):
+                match_str = re.sub(
+                    rf"^\[CQ:at,qq={self.event.self_tiny_id}\]", "", match_str
+                )
             else:
                 return False
         if self.config.handle_all_message:
@@ -94,4 +101,62 @@ class CommandPluginBase(RegexPluginBase[T_State, T_CommandPluginConfig], ABC):
             self.command_match.group("command_args")
         )
         return bool(self.msg_match)
-    
+
+
+class PseudoRandomGenerator:
+    """线性同余法随机数生成器"""
+
+    def __init__(self, seed):
+        self.seed = seed
+
+    def generate(self):
+        while True:
+            self.seed = (self.seed * 1103515245 + 12345) % (2**31)
+            yield self.seed
+
+
+class HydroDice:
+    """水系掷骰组件
+
+    一些 API 相关的工具函数
+
+    """
+
+    def __init__(self, seed):
+        self.generator = PseudoRandomGenerator(seed)
+
+    def roll_dice(
+        self,
+        _counts: int | str,
+        _sides: int | str,
+        is_reversed: bool = False,
+        streamline: bool = False,
+        threshold: int | str = 5,
+    ) -> str:
+        """普通掷骰
+        Args:
+            _counts (int | str): 掷骰个数.
+            _sides (int | str): 每个骰子的面数.
+            is_reversed (bool, optional): 倒序输出. Defaults to False.
+            streamline (bool, optional): 忽略过程. Defaults to False.
+            threshold (int | str, optional): streamline 的阈值. Defaults to 5.
+
+        Returns:
+            str: 表达式结果.
+        """
+        rolls = []
+        for _ in range(int(_counts)):
+            roll = next(self.generator.generate()) % _sides + 1
+            rolls.append(roll)
+        total = sum(rolls)
+
+        if streamline:
+            return str(total)
+        else:
+            if len(rolls) > int(threshold):
+                return str(total)
+            rolls_str = " + ".join(str(r) for r in rolls)
+            result_str = (
+                f"{total} = {rolls_str}" if is_reversed else f"{rolls_str} = {total}"
+            )
+            return result_str
diff --git a/tests/plugins/HydroRoll/psi/.gitkeep b/tests/__init__.py
index e69de29..e69de29 100644
--- a/tests/plugins/HydroRoll/psi/.gitkeep
+++ b/tests/__init__.py
diff --git a/tests/config.example.toml b/tests/config.example.toml
index d4b4697..68ddef6 100644
--- a/tests/config.example.toml
+++ b/tests/config.example.toml
@@ -4,7 +4,7 @@ plugin_dirs = ["plugins"]
 adapters = ["iamai.adapter.cqhttp","iamai.adapter.apscheduler"]
 
 [bot.log]
-level = "INFO"
+level = "DEBUG"
 verbose_exception = true
 
 [adapter.cqhttp]
diff --git a/tests/config.toml b/tests/config.toml
index f69b51b..19e1e5f 100644
--- a/tests/config.toml
+++ b/tests/config.toml
@@ -9,16 +9,17 @@ adapters = ["iamai.adapter.cqhttp","iamai.adapter.apscheduler"]
 level = "INFO"
 verbose_exception = true
 
-[plugin.HydroRoll.rule]
-rules = []
-rule_dirs = ["rules"]
-
 [adapter.cqhttp]
 adapter_type = "reverse-ws"
 host = "127.0.0.1"
-port = 15800
+port = 8080
 url = "/cqhttp/ws"
 show_raw = false
 
 [adapter.apscheduler]
-scheduler_config = { "apscheduler.timezone" = "Asia/Shanghai" }
\ No newline at end of file
+scheduler_config = { "apscheduler.timezone" = "Asia/Shanghai" }
+
+[plugin.HydroRoll]
+uid = ''
+rules = []
+rule_dirs = ["rules"]
\ No newline at end of file
diff --git a/tests/config/userConf.dat b/tests/config/userConf.dat
deleted file mode 100644
index ea150d9..0000000
--- a/tests/config/userConf.dat
+++ /dev/null
diff --git a/tests/cos.h5 b/tests/cos.h5
new file mode 100644
index 0000000..4d43b53
--- /dev/null
+++ b/tests/cos.h5
diff --git a/tests/plugins/HydroRoll/__init__.py b/tests/plugins/HydroRoll/__init__.py
index b064bca..e1252f0 100644
--- a/tests/plugins/HydroRoll/__init__.py
+++ b/tests/plugins/HydroRoll/__init__.py
@@ -1,221 +1,102 @@
-from collections import defaultdict
-from itertools import chain
-from pathlib import Path
-from typing import Dict, List, Optional, Type, Union
-from iamai import ConfigModel, Plugin
-from iamai.log import logger, error_or_exception
-from iamai.utils import ModulePathFinder, get_classes_from_module_name, get_classes_from_dir, get_classes_from_module
-from .config import GlobalConfig
-from iamai.exceptions import LoadModuleError
-from .utils import BasePlugin, RegexPluginBase, CommandPluginBase
+"""中间件"""
+import joblib
 import os
-# from .core import Rule, RuleLoadType
-from HydroRollCore import Rule, RuleLoadType
+import shutil
+from ast import literal_eval
+from os.path import dirname, join, abspath
+from iamai import ConfigModel, Plugin
+from iamai.log import logger
+from .config import Directory, GlobalConfig, Models
+from .utils import *
+
+BASE_DIR = dirname(abspath("__file__"))
+HYDRO_DIR = dirname(abspath(__file__))
+
+# logger.info(GlobalConfig._copyright)
+
 
 class HydroRoll(Plugin):
-    
+    """中间件"""
     class Config(ConfigModel):
         __config_name__ = "HydroRoll"
-    
+
     priority = 0
-    rules_priority_dict: Dict[int, List[Type[Rule]]] = defaultdict(list)
-    _module_path_finder = ModulePathFinder()
-    
-    
-    def _load_rule_class(
-        self,
-        rule_class: Type[Rule],
-        rule_load_type: RuleLoadType,
-        rule_file_path: Optional[str],
-    ):
-        logger.info(f'Loading rule from class "{rule_class!r}"')
-        """加载规则类。"""
-        priority = getattr(rule_class, "priority", None)
-        if type(priority) is int and priority >= 0:
-            for _rule in self.rules:
-                if _rule.__name__ == rule_class.__name__:
-                    logger.warning(
-                        f'Already have a same name rule "{_rule.__name__}"'
-                    )
-            rule_class.__rule_load_type__ = rule_load_type
-            rule_class.__rule_file_path__ = rule_file_path
-            self.rules_priority_dict[priority].append(rule_class)
-            logger.success(
-                f'Succeeded to load rule "{rule_class.__name__}" '
-                f'from class "{rule_class!r}"'
-            )
-        else:
-            error_or_exception(
-                f'Load rule from class "{rule_class!r}" failed:',
-                LoadModuleError(
-                    f'Rule priority incorrect in the class "{rule_class!r}"'
-                ),
-                self.bot.config.bot.log.verbose_exception,
-            )
-    
-    def _load_rules_from_module_name(
-        self, module_name: str, rule_load_type: RuleLoadType
-    ):
-        logger.info(f'Loading rules from module "{module_name}"')
-        """从模块名称中规则包模块。"""
-        try:
-            rule_classes = get_classes_from_module_name(module_name, Rule)
-        except ImportError as e:
-            error_or_exception(
-                f'Import module "{module_name}" failed:',
-                e,
-                self.bot.config.bot.log.verbose_exception,
-            )
-        else:
-            for rule_class, module in rule_classes:
-                self._load_rule_class(
-                    rule_class,
-                    rule_load_type,
-                    module.__file__,
-                )
-
-    def _load_rules(
-        self,
-        *rules: Union[Type[Plugin], str, Path],
-        rule_load_type: Optional[RuleLoadType] = None,
-    ):
-        """加载规则包。
-
-        Args:
-            *rules: 规则类、规则包模块名称或者规则包模块文件路径。类型可以是 `Type[Rule]`, `str` 或 `pathlib.Path`。
-                如果为 `Type[Rule]` 类型时，将作为规则类进行加载。
-                如果为 `str` 类型时，将作为规则包模块名称进行加载，格式和 Python `import` 语句相同。
-                    例如：`path.of.rule`。
-                如果为 `pathlib.Path` 类型时，将作为规则包模块文件路径进行加载。
-                    例如：`pathlib.Path("path/of/rule")`。
-            rule_load_type: 规则加载类型，如果为 None 则自动判断，否则使用指定的类型。
-        """
-        logger.info("Loading rules...")
-        for rule_ in rules:
-            if isinstance(rule_, type):
-                if issubclass(rule_, Rule):
-                    self._load_rule_class(
-                        rule_, rule_load_type or RuleLoadType.CLASS, None
-                    )
-                else:
-                    logger.error(
-                        f'The rule class "{rule_!r}" must be a subclass of Rule'
-                    )
-            elif isinstance(rule_, str):
-                logger.warning(f'Loading rules from module "{rule_}"')
-                self._load_rules_from_module_name(
-                    rule_, rule_load_type or RuleLoadType.NAME
-                )
-            elif isinstance(rule_, Path):
-                logger.warning(f'Loading rules from path "{rule_}"')
-                if rule_.is_file():
-                    if rule_.suffix != ".py":
-                        logger.error(f'The path "{rule_}" must endswith ".py"')
-                        return
-
-                    rule_module_name = None
-                    for path in self._module_path_finder.path:
-                        try:
-                            if rule_.stem == "__init__":
-                                if rule_.resolve().parent.parent.samefile(Path(path)):
-                                    rule_module_name = rule_.resolve().parent.name
-                                    break
-                            elif rule_.resolve().parent.samefile(Path(path)):
-                                rule_module_name = rule_.stem
-                                break
-                        except OSError:
-                            continue
-                    if rule_module_name is None:
-                        rel_path = rule_.resolve().relative_to(Path(".").resolve())
-                        if rel_path.stem == "__init__":
-                            rule_module_name = ".".join(rel_path.parts[:-1])
-                        else:
-                            rule_module_name = ".".join(
-                                rel_path.parts[:-1] + (rel_path.stem,)
-                            )
-
-                    self._load_rules_from_module_name(
-                        rule_module_name, rule_load_type or RuleLoadType.FILE
-                    )
-                else:
-                    logger.error(f'The rule path "{rule_}" must be a file')
-            else:
-                logger.error(f"Type error: {rule_} can not be loaded as plugin")
-
-    def load_rules(self, *rules: Union[Type[Rule], str, Path]):
-        """加载规则。
-
-        Args:
-            *rules: 规则类、规则包x模块名称或者规则包模块文件路径。类型可以是 `Type[Rule]`, `str` 或 `pathlib.Path`。
-                如果为 `Type[Rule]` 类型时，将作为规则类进行加载。
-                如果为 `str` 类型时，将作为规则包模块名称进行加载，格式和 Python `import` 语句相同。
-                    例如：`path.of.rule`。
-                如果为 `pathlib.Path` 类型时，将作为规则包模块文件路径进行加载。
-                    例如：`pathlib.Path("path/of/rule")`。
-        """
-        # self._extend_rules.extend(rules)
-        return self._load_rules(*rules)
-    
-    def _load_rules_from_dirs(self, *dirs: Path):
-        """从目录中加载规则包，以 `_` 开头的模块中的规则不会被导入。路径可以是相对路径或绝对路径。
-
-        Args:
-            *dirs: 储存包含规则的模块的模块路径。
-                例如：`pathlib.Path("path/of/rules/")` 。
-        """
-        logger.info("Loading rules from dirs...")
-        dirs = list(map(lambda x: str(x.resolve()), dirs))  # type: ignore  maybe remove?
-        logger.warning(f'Loading rules from dirs "{", ".join(map(str, dirs))}"')
-        self._module_path_finder.path.extend(dirs)  # type: ignore
-        # type: ignore
-        for rule_class, module in get_classes_from_dir(dirs, Rule):  # type: ignore
-            self._load_rule_class(rule_class, RuleLoadType.DIR, module.__file__)
-    
-    def load_rules_from_dirs(self, *dirs: Path):
-        """从目录中加载规则，以 `_` 开头的模块中的规则不会被导入。路径可以是相对路径或绝对路径。
-
-        Args:
-            *dirs: 储存包含rule的模块的模块路径。
-                例如：`pathlib.Path("path/of/rules/")` 。
-        """
-        # self._extend_rule_dirs.extend(dirs)
-        self._load_rules_from_dirs(*dirs)
-        
-    @property
-    def rules(self) -> List[Type[Plugin]]:
-        """当前已经加载的规则包的列表。"""
-        return list(chain(*self.rules_priority_dict.values()))
-    
+
+    # TODO: HydroRollCore should be able to handle all signals and tokens from Psi.
+    logger.info("Loading HydroRollCore...")
+
     def __post_init__(self):
-        if not self.bot.global_state.get('init', False):
-            self.bot.global_state = dict()
-            self.bot.global_state['init'] = True
-
-            self._load_rules_from_dirs(Path(os.path.join("\\".join(os.path.dirname(__file__).split('\\')[:-2]),"rules"))) #*self.config.rule['rule_dirs'])
-            # self._load_rules(*self.config.rule.rules)
-            
-        ...
-    
+        self.state = {}
+        self.model_path_list = []
+        self.bot.global_state['HydroRoll'] = {}
+        self.model_dict = Models().get_models_dict()
+
+        self.model_path_list.append(join(BASE_DIR, "models"))
+        self.model_path_list.append(join(HYDRO_DIR, "models"))
+        self.model_path_list.append(join(BASE_DIR, "HydroRoll", "models"))
+
+        self.load_models()
+
     async def handle(self) -> None:
         """
         @TODO: HydroRollCore should be able to handle all signals and tokens from Psi.
         @BODY: HydroRollCore actives the rule-packages.
         """
 
-        if self.event.message.get_plain_text() == '.core':
+        if self.event.message.get_plain_text() == ".core":
             await self.event.reply("HydroRollCore is running.")
-        elif self.event.message.startswith('.show'):
+        elif self.event.message.startswith(".test"):
             try:
-                await self.event.reply(eval(self.event.message.get_plain_text()[6:]))
-            except Exception as e:
-                await self.event.reply(f"{e!r}")
-                
+                result = literal_eval(self.event.message.get_plain_text()[5:])
+                await self.event.reply(str(result))
+            except Exception as error:
+                await self.event.reply(f"{error!r}")
+
     async def rule(self) -> bool:
         """
-        @TODO: Psi should be able to handle all message first. 
+        @TODO: Psi should be able to handle all message first.
         @BODY: lexer module will return a list of tokens, parser module will parse the tokens into a tree, and executor module will execute the tokens with a stack with a bool return value.
         """
-        
-        if self.event.type != "message":
-            return False
-        return self.event.message.get_plain_text().startswith(".")
\ No newline at end of file
+        logger.info("loading psi...")
+        if not self.bot.global_state['HydroRoll'].get('hola') and self.event.type == "message" and self.event.message_type == "private" and not os.path.exists(join(BASE_DIR, "HydroRoll")):
+            hola = self.models['hola']
+            _, max_similarity = find_max_similarity(
+                self.event.message.get_plain_text(), hola)
+            if max_similarity > 0.51:
+                self.init_directory()
+                self.bot.global_state['HydroRoll']['hola'] = True
+                await self.event.reply(f"验证成功√ 正在初始化水系目录...")
+                logger.info(GlobalConfig._copyright)
+        return self.event.adapter.name in ['cqhttp', 'kook', 'console', 'mirai']
+
+    def _init_directory(self, _prefix: str = ''):
+        """初始化水系目录"""
+        for _ in Directory(BASE_DIR).get_dice_dir_list(_prefix):
+            if not os.path.exists(_):
+                os.makedirs(_)
+
+    def _init_file(self, _prefix: str = ''):
+        """初始化文件"""
+
+    def init_directory(self, _prefix: str = 'HydroRoll'):
+        """在指定目录生成水系文件结构"""
+        self._init_directory(_prefix=_prefix)
+
+    def _load_model(self, path: str, model_file: str):
+        if model_file is None:
+            model_file = ''
+        return joblib.load(join(path, f'{model_file}'))
+
+    def _load_models(self, model_path_list: list, model_dict: dict) -> dict:
+        """加载指定模型, 当然也可能是数据集"""
+        models = {}
+        for path in model_path_list:
+            for model_name, model_file in model_dict.items():
+                if os.path.exists(join(path, model_file)):
+                    models[model_name] = self._load_model(path, model_file)
+                    logger.success(
+                        f'Succeeded to load model "{model_name}"')
+        return models
+
+    def load_models(self):
+        self.models = self._load_models(self.model_path_list, self.model_dict)
diff --git a/tests/plugins/HydroRoll/config.py b/tests/plugins/HydroRoll/config.py
index 7cd7520..daab4d3 100644
--- a/tests/plugins/HydroRoll/config.py
+++ b/tests/plugins/HydroRoll/config.py
@@ -1,3 +1,5 @@
+from randomgen import AESCounter
+from numpy.random import Generator
 import argparse
 import sys
 import platform
@@ -5,10 +7,20 @@ from importlib.metadata import version
 import os
 from typing import Set, Optional
 from iamai import ConfigModel
-
+import datetime
 # 创建全局 ArgumentParser 对象
 global_parser = argparse.ArgumentParser(description="HydroRoll[水系] 全局命令参数")
 
+
+class Color:
+    # 定义ANSI转义序列
+    RESET = '\033[0m'
+    BLUE_BASE = '\033[36m'
+    BLUE_DARK = '\033[34m'
+    BLUE_DARKER = '\033[32m'
+    BLUE_DARKEST = '\033[30m'
+
+
 class BasePluginConfig(ConfigModel):
     __config_name__ = ""
     handle_all_message: bool = True
@@ -45,9 +57,24 @@ class GlobalConfig(CommandPluginConfig):
     _iamai_version = version("iamai")
     _python_ver = sys.version
     _python_ver_raw = ".".join(map(str, platform.python_version_tuple()[:3]))
-    current_path = os.path.dirname(os.path.abspath("__file__"))
+    _copyright = f"""\033[36m
+                  _             __       _ _ 
+  /\  /\_   _  __| |_ __ ___   /__\ ___ | | |
+ / /_/ / | | |/ _` | '__/ _ \ / \/// _ \| | |
+/ __  /| |_| | (_| | | | (_) / _  \ (_) | | |
+\/ /_/  \__, |\__,_|_|  \___/\/ \_/\___/|_|_|
+        |___/                                
+
+\033[4m{_name} [版本 {_version}]\033[0m\033[36m
+(c) HydroRoll-Team contributors, {_author}。
+Github: https://github.com/HydroRoll-Team
+Under the MIT License, see LICENSE for more details.
+"""
+    _rg = Generator(AESCounter())
+    SEED = _rg.random()  # 随机数种子
 
     # 定义系统组件
+
     class HydroSystem:
         def __init__(self):
             self.parser = argparse.ArgumentParser(
@@ -78,3 +105,40 @@ class GlobalConfig(CommandPluginConfig):
             self.parser = argparse.ArgumentParser(description="Bot命令")
 
 
+class Directory(object):
+    def __init__(self, _path: str) -> None:
+        self.current_path = _path
+
+    def get_dice_dir_list(self, _prefix: str) -> list:
+
+        return [
+            os.path.join(self.current_path, f'{_prefix}', *dirs)
+            for dirs in [
+                ['config'],
+                ['data'],
+                ['rules'],
+                ['scripts'],
+                ['web', 'frontend'],
+                ['web', 'backend'],
+            ]
+        ]
+
+
+class FileManager(object):
+    def __init__(self, _path: str) -> None:
+        self.current_path = _path
+
+    def get_file_list(self, _dir: str):
+        return {
+            'web;frontend': 'index.html'
+        }
+
+
+class Models:
+    """模型管理类"""
+
+    def __init__(self) -> None:
+        self.builtin_models = {'hola': 'hola.pkl'}
+
+    def get_models_dict(self) -> dict:
+        return self.builtin_models
diff --git a/tests/plugins/HydroRoll/core/__init__.py b/tests/plugins/HydroRoll/core/__init__.py
deleted file mode 100644
index ed02489..0000000
--- a/tests/plugins/HydroRoll/core/__init__.py
+++ /dev/null
@@ -1,70 +0,0 @@
-from abc import ABC, abstractmethod
-import os, os.path
-from enum import Enum
-from iamai.config import ConfigModel
-from iamai.utils import is_config_class
-from typing import Generic, NoReturn, Optional, Type, TYPE_CHECKING
-from ...HydroRoll.typing import T_Event, T_Config
-
-if TYPE_CHECKING:
-    from iamai.bot import Bot
-    
-class RuleLoadType(Enum):
-    """插件加载类型。"""
-
-    DIR = "dir"
-    NAME = "name"
-    FILE = "file"
-    CLASS = "class"
-    
-
-class Rule(ABC, Generic[T_Event, T_Config]):
-    """所有 iamai 插件的基类。
-
-    Attributes:
-        event: 当前正在被此插件处理的事件。
-        priority: 插件的优先级，数字越小表示优先级越高，默认为 0。
-        block: 插件执行结束后是否阻止事件的传播。True 表示阻止。
-        __rule_load_type__: 插件加载类型，由 iamai 自动设置，反映了此插件是如何被加载的。
-        __rule_file_path__: 当插件加载类型为 `RuleLoadType.CLASS` 时为 `None`，
-            否则为定义插件在的 Python 模块的位置。
-    """
-
-    event: T_Event
-    priority: int = 0
-    Config: Type[ConfigModel]
-
-    __rule_load_type__: RuleLoadType
-    __rule_file_path__: Optional[str]
-
-    def __init__(self, event: T_Event):
-        self.event = event
-
-        if not hasattr(self, "priority"):
-            self.priority = 0
-
-        self.get = self.bot.get
-
-        self.__post_init__()
-
-    def __post_init__(self):
-        """用于初始化后处理，被 `__init__()` 方法调用。"""
-        pass
-
-    @property
-    def name(self) -> str:
-        """规则类名称。"""
-        return self.__class__.__name__
-
-    @property
-    def bot(self) -> "Bot":
-        """机器人对象。"""
-        return self.event.adapter.bot
-    
-    @property
-    def config(self) -> Optional[T_Config]:
-        """规则包配置。"""
-        config_class: ConfigModel = getattr(self, "Rule", None)
-        if is_config_class(config_class):
-            return getattr(self.config.rule, config_class.__config_name__, None)
-        return None
\ No newline at end of file
diff --git a/tests/rules/The Pool/config.py b/tests/plugins/HydroRoll/models/__init__.py
index e69de29..e69de29 100644
--- a/tests/rules/The Pool/config.py
+++ b/tests/plugins/HydroRoll/models/__init__.py
diff --git a/tests/plugins/HydroRoll/models/cos_sim.py b/tests/plugins/HydroRoll/models/cos_sim.py
new file mode 100644
index 0000000..24b743d
--- /dev/null
+++ b/tests/plugins/HydroRoll/models/cos_sim.py
@@ -0,0 +1,100 @@
+"""余弦相似度比较"""
+
+
+import joblib
+import jieba
+import numpy as np
+
+from sklearn.feature_extraction.text import TfidfTransformer
+from sklearn.feature_extraction.text import CountVectorizer
+from sklearn.metrics.pairwise import cosine_similarity
+
+
+class cosSim:
+    def __init__(self, simple: list = [], test_data: list = []):
+        self.simple = simple
+        self.inputs = test_data
+        self.texts = self.simple
+        self.texts.extend(self.inputs)
+
+    @property
+    def corpuss(self):
+        return [" ".join(jieba.cut(text)) for text in self.simple]
+    
+    @property
+    def vocabulary(self):
+        return self.getVocabulary(self.corpuss)
+
+    @property
+    def vectors(self):
+        return self.getVectors(self.corpuss, self.vocabulary)
+    
+    @property
+    def input_corpuss(self):
+        return [" ".join(jieba.cut(text)) for text in self.inputs]
+    
+    @property
+    def input_vocabulary(self):
+        return self.getVocabulary(self.input_corpuss)
+    
+    @property
+    def input_vector(self):
+        return  self.getVectors(self.input_corpuss, self.input_vocabulary)
+    
+    def append(self, add_test_data: list = []):
+        self.inputs.extend(add_test_data)
+        
+    @property
+    def similarities(self):
+        similarities = []
+        corpuss = [" ".join(jieba.cut(text)) for text in self.texts]
+        vocabulary = self.getVocabulary(corpuss)
+        vector = self.getVectors(corpuss, vocabulary)
+        for v in vector[len(self.texts)-1:]:
+            sim = []
+            for v1 in vector[:len(self.simple)+1]:
+                sim.append(self.cos_sim(v1, v))
+                print('sim', sim)
+            similarities.append(max(sim))
+
+        return similarities
+    
+    @staticmethod
+    def cos_sim(vector_a, vector_b):
+        """
+        计算两个向量之间的余弦相似度
+        :param vector_a: 向量 a 
+        :param vector_b: 向量 b
+        :return: sim
+        """
+        vector_a = np.array(vector_a).reshape(1, -1)
+        vector_b = np.array(vector_b).reshape(1, -1)
+        return cosine_similarity(vector_a, vector_b)[0][0]
+
+    @staticmethod
+    def getVocabulary(corpuss):
+        vectorizer = CountVectorizer(max_features=500)
+        transformer = TfidfTransformer()
+        tfidf = transformer.fit_transform(vectorizer.fit_transform(corpuss))
+        words = vectorizer.get_feature_names_out()
+        return words
+
+    @staticmethod
+    def getVectors(corpus, vocabulary):
+        vectorizer = CountVectorizer(vocabulary=vocabulary)
+        transformer = TfidfTransformer()
+        tfidf = transformer.fit_transform(vectorizer.fit_transform(corpus))
+        vectors = tfidf.toarray()
+        return vectors
+
+    def save(self, filename):
+        joblib.dump(self, filename)
+
+    @staticmethod
+    def load(filename):
+        return joblib.load(filename)
+    
+    def reload(self):
+        self.texts = self.simple
+        self.texts.extend(self.inputs)
+        self.similarities
\ No newline at end of file
diff --git a/tests/plugins/HydroRoll/models/hola.py b/tests/plugins/HydroRoll/models/hola.py
new file mode 100644
index 0000000..255f5dd
--- /dev/null
+++ b/tests/plugins/HydroRoll/models/hola.py
@@ -0,0 +1,62 @@
+from cos_sim import cosSim
+import numpy as np
+
+texts = [
+    "你好 HydroRoll",
+    "你好 水系",
+    "水系你好",
+    "HydroRoll hi~",
+    "水系, hola"
+    "你好呀 水系",
+    "hi 水系",
+    "hi HydroRoll",
+    "hello 水系",
+    "hello HydroRoll",
+    "hola 水系",
+    "hola HydroRoll",
+]
+
+# print(model.corpuss)
+
+# print(model.vocabulary)
+
+
+
+model = cosSim(
+    simple=texts,
+    test_data=[
+        # 'Hi! HydroRoll is a roll system.', 
+        # 'Hello, this is a system which named HydroRoll',
+        # '短文本匹配技术应用是很广泛的，包括搜索、问答、推荐、计算广告等领域，相关技术也沉淀多年，从无监督方法到有监督方法层出不穷，工业界也是都有应用，短文本匹配算是自然语言处理领域的重要技术了，虽然任务简单，但是想要做好并不是那么容易的事情。', 
+        # '短文本匹配技术在搜索、问答、推荐和计算广告等领域有广泛的应用。这项技术已经发展多年，从无监督方法到有监督方法层出不穷。在工业界，短文本匹配技术已经得到了广泛的应用。虽然短文本匹配任务看起来简单，但要做好并不容易。',
+        # '你好~水系。',
+        # 'hola~~~~~~~hola水系！'
+        ]
+)
+
+# print(model.vectors) 
+
+# print(model.input_vector)
+
+# print(model.input_vocabulary)
+
+# print(cosSim.cos_sim(vector_a=model.input_vector[4], vector_b=model.input_vector[5]))
+
+
+print(model.similarities)
+
+print(model.inputs)
+
+# model.append(['你好水'])
+
+# model.append(['你好'])
+
+print(model.inputs)
+
+print(model.similarities)
+
+model.reload()
+
+print(model.input_corpuss)
+
+print(model.similarities)
\ No newline at end of file
diff --git a/tests/plugins/HydroRoll/utils.py b/tests/plugins/HydroRoll/utils.py
index b4dbab6..f871523 100644
--- a/tests/plugins/HydroRoll/utils.py
+++ b/tests/plugins/HydroRoll/utils.py
@@ -1,4 +1,7 @@
+import difflib
 import re
+import time
+import random
 from abc import ABC, abstractmethod
 from typing import Type, Union, Generic, TypeVar
 from iamai import Plugin
@@ -9,7 +12,9 @@ from .config import BasePluginConfig, RegexPluginConfig, CommandPluginConfig
 
 T_Config = TypeVar("T_Config", bound=BasePluginConfig)
 T_RegexPluginConfig = TypeVar("T_RegexPluginConfig", bound=RegexPluginConfig)
-T_CommandPluginConfig = TypeVar("T_CommandPluginConfig", bound=CommandPluginConfig)
+T_CommandPluginConfig = TypeVar(
+    "T_CommandPluginConfig", bound=CommandPluginConfig)
+
 
 class BasePlugin(
     Plugin[Union[PrivateMessageEvent, GroupMessageEvent], T_State, T_Config],
@@ -27,17 +32,21 @@ class BasePlugin(
 
     async def rule(self) -> bool:
         is_bot_off = False
-        
+
         if self.event.adapter.name != "cqhttp":
             return False
         if self.event.type != "message":
             return False
         match_str = self.event.message.get_plain_text()
         if is_bot_off:
-            if self.event.message.startswith(f'[CQ:at,qq={self.event.self_id}]'):
-                match_str = re.sub(fr'^\[CQ:at,qq={self.event.self_id}\]', '', match_str)
-            elif self.event.message.startswith(f'[CQ:at,qq={self.event.self_tiny_id}]'):
-                match_str = re.sub(fr'^\[CQ:at,qq={self.event.self_tiny_id}\]', '', match_str)
+            if self.event.message.startswith(f"[CQ:at,qq={self.event.self_id}]"):
+                match_str = re.sub(
+                    rf"^\[CQ:at,qq={self.event.self_id}\]", "", match_str
+                )
+            elif self.event.message.startswith(f"[CQ:at,qq={self.event.self_tiny_id}]"):
+                match_str = re.sub(
+                    rf"^\[CQ:at,qq={self.event.self_tiny_id}\]", "", match_str
+                )
             else:
                 return False
         if self.config.handle_all_message:
@@ -94,4 +103,77 @@ class CommandPluginBase(RegexPluginBase[T_State, T_CommandPluginConfig], ABC):
             self.command_match.group("command_args")
         )
         return bool(self.msg_match)
-    
+
+
+class PseudoRandomGenerator:
+    """线性同余法随机数生成器"""
+
+    def __init__(self, seed):
+        self.seed = seed
+
+    def generate(self):
+        while True:
+            self.seed = (self.seed * 1103515245 + 12345) % (2**31)
+            yield self.seed
+
+
+class HydroDice:
+    """水系掷骰组件
+
+    一些 API 相关的工具函数
+
+    """
+
+    def __init__(self, seed):
+        self.generator = PseudoRandomGenerator(seed)
+
+    def roll_dice(
+        self,
+        _counts: int | str,
+        _sides: int | str,
+        is_reversed: bool = False,
+        streamline: bool = False,
+        threshold: int | str = 5,
+    ) -> str:
+        """普通掷骰
+        Args:
+            _counts (int | str): 掷骰个数.
+            _sides (int | str): 每个骰子的面数.
+            is_reversed (bool, optional): 倒序输出. Defaults to False.
+            streamline (bool, optional): 忽略过程. Defaults to False.
+            threshold (int | str, optional): streamline 的阈值. Defaults to 5.
+
+        Returns:
+            str: 表达式结果.
+        """
+        rolls = []
+        for _ in range(int(_counts)):
+            roll = next(self.generator.generate()) % _sides + 1
+            rolls.append(roll)
+        total = sum(rolls)
+
+        if streamline:
+            return str(total)
+        else:
+            if len(rolls) > int(threshold):
+                return str(total)
+            rolls_str = " + ".join(str(r) for r in rolls)
+            result_str = (
+                f"{total} = {rolls_str}" if is_reversed else f"{rolls_str} = {total}"
+            )
+            return result_str
+
+
+def find_max_similarity(input_string, string_list):
+    """寻找最大的相似度"""
+    max_similarity = 0
+    max_string = ""
+
+    for string in string_list:
+        similarity = difflib.SequenceMatcher(
+            None, input_string, string).quick_ratio()
+        if similarity > max_similarity:
+            max_similarity = similarity
+            max_string = string
+
+    return max_string, max_similarity
diff --git a/tests/plugins/psi.py b/tests/plugins/psi.py
new file mode 100644
index 0000000..d768115
--- /dev/null
+++ b/tests/plugins/psi.py
@@ -0,0 +1,294 @@
+""" SPI - Simple Pascal Interpreter """
+
+###############################################################################
+#                                                                             #
+#  LEXER                                                                      #
+#                                                                             #
+###############################################################################
+
+# Token types
+#
+# EOF (end-of-file) token is used to indicate that
+# there is no more input left for lexical analysis
+from iamai import Plugin
+from HydroRoll.utils import HydroDice
+INTEGER, PLUS, MINUS, MUL, DIV, LPAREN, RPAREN, EOF = (
+    "INTEGER",
+    "PLUS",
+    "MINUS",
+    "MUL",
+    "DIV",
+    "(",
+    ")",
+    "EOF",
+)
+
+DICE = "DICE"
+
+
+class Token(object):
+    """A single token from the lexer."""
+
+    def __init__(self, _type, _value):
+        self.type = _type
+        self.value = _value
+
+    def __str__(self):
+        """String representation of the class instance.
+
+        Examples:
+            Token(INTEGER, 3)
+            Token(PLUS, '+')
+            Token(MUL, '*')
+        """
+        return f"Token({self.type}, {repr(self.value)})"
+
+    def __repr__(self):
+        return self.__str__()
+
+
+class Lexer(object):
+    """A lexer for the Psi language."""
+
+    def __init__(self, text):
+        # client string input, e.g. "4 + 2 * 3 - 6 / 2"
+        self.text = text
+        # self.pos is an index into self.text
+        self.pos = 0
+        self.current_char = self.text[self.pos]
+
+    def error(self):
+        """Raise an exception at the current position."""
+        raise ValueError("Invalid character")
+
+    def advance(self):
+        """Advance the `pos` pointer and set the `current_char` variable."""
+        self.pos += 1
+        if self.pos > len(self.text) - 1:
+            self.current_char = None  # Indicates end of input
+        else:
+            self.current_char = self.text[self.pos]
+
+    def skip_whitespace(self):
+        while self.current_char is not None and self.current_char.isspace():
+            self.advance()
+
+    def integer(self):
+        """Return a (multidigit) integer consumed from the input."""
+        result = ""
+        while self.current_char is not None and self.current_char.isdigit():
+            result += self.current_char
+            self.advance()
+        return int(result)
+
+    def get_next_token(self):
+        """Lexical analyzer (also known as scanner or tokenizer)"""
+        while self.current_char is not None:
+            if self.current_char.isspace():
+                self.skip_whitespace()
+                continue
+
+            token_type = {
+                "+": PLUS,
+                "-": MINUS,
+                "d": DICE,
+                "*": MUL,
+                "/": DIV,
+                "(": LPAREN,
+                ")": RPAREN,
+            }.get(self.current_char)
+
+            if token_type:
+                self.advance()
+                return Token(token_type, self.current_char)
+
+            if self.current_char.isdigit():
+                return Token(INTEGER, self.integer())
+
+            self.error()
+
+        return Token(EOF, None)
+
+
+###############################################################################
+#                                                                             #
+#  PARSER                                                                     #
+#                                                                             #
+###############################################################################
+
+
+class AST(object):
+    pass
+
+
+class BinOp(AST):
+    def __init__(self, left, op, right):
+        self.left = left
+        self.token = self.op = op
+        self.right = right
+
+
+class Num(AST):
+    def __init__(self, token):
+        self.token = token
+        self.value = token.value
+
+
+class UnaryOp(AST):
+    def __init__(self, op, expr):
+        self.token = self.op = op
+        self.expr = expr
+
+
+class Parser(object):
+    def __init__(self, lexer):
+        self.lexer = lexer
+        # set current token to the first token taken from the input
+        self.current_token = self.lexer.get_next_token()
+
+    def error(self):
+        raise Exception("Invalid syntax")
+
+    def eat(self, token_type):
+        # compare the current token type with the passed token
+        # type and if they match then "eat" the current token
+        # and assign the next token to the self.current_token,
+        # otherwise raise an exception.
+        if self.current_token.type == token_type:
+            self.current_token = self.lexer.get_next_token()
+        else:
+            self.error()
+
+    def factor(self):
+        """factor : (PLUS | MINUS | DICE) factor | INTEGER | LPAREN expr RPAREN"""
+        token = self.current_token
+        if token.type == PLUS:
+            self.eat(PLUS)
+            node = UnaryOp(token, self.factor())
+            return node
+        elif token.type == MINUS:
+            self.eat(MINUS)
+            node = UnaryOp(token, self.factor())
+            return node
+        elif token.type == DICE:
+            self.eat(DICE)
+            left = Num(Token(INTEGER, 1))  # 默认骰子个数为1
+            right = self.factor()
+            node = BinOp(left, token, right)
+            return node
+        elif token.type == INTEGER:
+            self.eat(INTEGER)
+            return Num(token)
+        elif token.type == LPAREN:
+            self.eat(LPAREN)
+            node = self.expr()
+            self.eat(RPAREN)
+            return node
+
+    def term(self):
+        """term : factor ((MUL | DIV) factor)*"""
+        node = self.factor()
+
+        while self.current_token.type in (MUL, DIV):
+            token = self.current_token
+            if token.type == MUL:
+                self.eat(MUL)
+            elif token.type == DIV:
+                self.eat(DIV)
+
+            node = BinOp(left=node, op=token, right=self.factor())
+
+        return node
+
+    def expr(self):
+        """
+        expr   : term ((PLUS | MINUS) term)*
+        term   : factor ((MUL | DIV) factor)*
+        factor : (PLUS | MINUS) factor | INTEGER | LPAREN expr RPAREN
+        """
+        node = self.term()
+
+        while self.current_token.type in (PLUS, MINUS):
+            token = self.current_token
+            if token.type == PLUS:
+                self.eat(PLUS)
+            elif token.type == MINUS:
+                self.eat(MINUS)
+
+            node = BinOp(left=node, op=token, right=self.term())
+
+        return node
+
+    def parse(self):
+        node = self.expr()
+        if self.current_token.type != EOF:
+            self.error()
+        return node
+
+
+###############################################################################
+#                                                                             #
+#  INTERPRETER                                                                #
+#                                                                             #
+###############################################################################
+
+
+class NodeVisitor(object):
+    def visit(self, node):
+        method_name = "visit_" + type(node).__name__
+        visitor = getattr(self, method_name, self.generic_visit)
+        return visitor(node)
+
+    def generic_visit(self, node):
+        raise Exception("No visit_{} method".format(type(node).__name__))
+
+
+class Interpreter(NodeVisitor):
+    def __init__(self, parser):
+        self.parser = parser
+
+    def visit_BinOp(self, node):
+        if node.op.type == PLUS:
+            return self.visit(node.left) + self.visit(node.right)
+        elif node.op.type == MINUS:
+            return self.visit(node.left) - self.visit(node.right)
+        elif node.op.type == DICE:
+            return int(
+                HydroDice(1).roll_dice(
+                    _counts=self.visit(node.left),
+                    _sides=self.visit(node.right),
+                    streamline=True,
+                )
+            )
+        elif node.op.type == MUL:
+            return self.visit(node.left) * self.visit(node.right)
+        elif node.op.type == DIV:
+            return self.visit(node.left) // self.visit(node.right)
+
+    def visit_Num(self, node):
+        return node.value
+
+    def visit_UnaryOp(self, node):
+        op = node.op.type
+        if op == PLUS:
+            return +self.visit(node.expr)
+        elif op == MINUS:
+            return -self.visit(node.expr)
+
+    def interpret(self):
+        tree = self.parser.parse()
+        if tree is None:
+            return ""
+        return self.visit(tree)
+
+
+class Psi(Plugin):
+    async def handle(self) -> None:
+        lexer = Lexer(self.event.message.get_plain_text()[4:])
+        parser = Parser(lexer)
+        interpreter = Interpreter(parser)
+        result = interpreter.interpret()
+        await self.event.reply(str(result))
+
+    async def rule(self) -> bool:
+        return self.event.type == "message" and self.event.message.startswith(".psi")
diff --git a/tests/plugins/r.py b/tests/plugins/r.py
new file mode 100644
index 0000000..2f05af9
--- /dev/null
+++ b/tests/plugins/r.py
@@ -0,0 +1,10 @@
+from iamai import Plugin
+
+
+class Roll(Plugin):
+    async def handle(self) -> None:
+        await self.event.reply("""Attack: 25
+Damage: 9""")
+
+    async def rule(self) -> bool:
+        return self.event.type == "message" and self.event.message.startswith("/r")
diff --git a/tests/plugins/_show.py b/tests/plugins/show.py
index d009760..b99c18c 100644
--- a/tests/plugins/_show.py
+++ b/tests/plugins/show.py
@@ -1,10 +1,13 @@
 from iamai import Plugin
-import json
+from numpy.random import Generator
+from randomgen import AESCounter
+rg = Generator(AESCounter(12345, mode="sequence"))
+
 
 class Exec(Plugin):
-    
+
     priority = 1
-    
+
     async def handle(self) -> None:
         try:
             content = [
@@ -15,7 +18,7 @@ class Exec(Plugin):
                         "uin": f"{self.event.sender.user_id}",
                         "content": [
                             {
-                                "type": "text", 
+                                "type": "text",
                                 "data": {
                                     "text": f"{eval(self.event.message.get_plain_text()[6:])}"
                                 }
@@ -27,7 +30,7 @@ class Exec(Plugin):
             res = await self.event.adapter.send_group_forward_msg(group_id=int(self.event.group_id), messages=content)
         except Exception as e:
             await self.event.reply(f"ERROR！{e!r}")
-            
+
     async def rule(self) -> bool:
         return (
             self.event.type == "message"
diff --git a/tests/plugins/tf/__init__.py b/tests/plugins/tf/__init__.py
new file mode 100644
index 0000000..ce78d97
--- /dev/null
+++ b/tests/plugins/tf/__init__.py
@@ -0,0 +1,52 @@
+
+from iamai import Plugin
+from iamai.log import logger as _logger
+from HydroRoll.models.cos_sim import cosSim
+import jieba
+
+logger = _logger
+
+
+texts = [
+    "你好 HydroRoll",
+    "你好 水系",
+    "hi 水系",
+    "hi HydroRoll",
+    "hello 水系",
+    "hello HydroRoll",
+    "hola 水系",
+    "hola HydroRoll",
+]
+
+cos_Sim = cosSim(texts)
+logger.info(f"{cos_Sim.calcuSim('你好')}")
+
+cos_Sim.save('cos.h5')
+
+model = cosSim.load('cos.h5')
+
+logger.info(f"{model}")
+
+# class Sim(Plugin):
+#     async def handle(self) -> None:
+#         try:
+
+#             txt_list = eval(self.event.message.get_plain_text()[5:])
+#             if len(txt_list) == 1:
+#                 await self.event.reply(f"{cos_Sim.CalcuSim(txt_list)}")
+#             elif len(txt_list) == 2:
+#                 corpuss = [" ".join(jieba.cut(text))
+#                            for text in eval(self.event.message.get_plain_text()[5:])]
+#                 await self.event.reply(str(corpuss))
+#                 vocabulary = cos_Sim.getVocabulary(corpuss)
+#                 v = cos_Sim.getVectors(corpuss, vocabulary=vocabulary)
+#                 await self.event.reply(f"weight\n=========\n{v}")
+#                 await self.event.reply(f"相似度\n=========\n{cos_Sim.cos_sim(v[0], v[1])}")
+#         except Exception as e:
+#             await self.event.reply(f"{e!r}")
+
+#     async def rule(self) -> bool:
+#         return self.event.type == "message" and self.event.message.startswith(".cos")
+
+
+
diff --git a/tests/plugins/tf/config.py b/tests/plugins/tf/config.py
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/tests/plugins/tf/config.py
diff --git a/tests/rules/The Pool/__init__.py b/tests/rules/The Pool/__init__.py
deleted file mode 100644
index 200ac13..0000000
--- a/tests/rules/The Pool/__init__.py
+++ /dev/null
@@ -1,59 +0,0 @@
-from HydroRollCore import Rule, ConfigModel
-# from ...plugins.HydroRoll.core import Rule, RuleLoadType
-
-class ThePool(Rule):
-    name: str = "池[The Pool]"
-    tags = ["The Pool", "池", "合作", "叙事", "d6体系"]
-    
-    class Config(ConfigModel):
-        __config_name__ = "ThePool"
-    
-    class DefaultDice:
-        """默认骰池
-        
-        dice: 骰子数量
-        sides: 骰子面数
-        """
-        
-        def __init__(self):
-            self._dice = 15
-            self._sides = 6
-            
-        @property
-        def dice(self):
-            return self._dice
-        
-        @property
-        def sides(self):
-            return self._sides
-    
-class Wiki(ThePool):
-    def __init__(self):
-        self._intro = """《池》[The Pool]是一款合作叙事向的角色扮演游戏。
-        你可以在游戏里使用任何你喜欢的设定。桌上的一人得成为游戏主持人（或者说 GM）并运作游戏。
-        要玩这款 RPG，你需要许多 d6（有六个面的骰子），里面有一些得是GM 骰，它们的外表应该与其他骰子有所区别。
-        在角色创建开始时，每个玩家在自己的起始骰池中有 15 颗骰子。剩下的骰子会被放到公共骰池中。
-        """
-        
-        self._make_char = """创建角色很简单，写一段 50 个单词长的故事 [Story]（译者注：约为 80 个汉字）。
-        想象你在写一本书，然后这一段就是对书中主角的介绍。你只有 50 个词，所以最好把重点放到两个地方：这个角色最重要的元素，以及他会如何融入到设定之中。
-        角色的名字不算在词数限制之中。
-        """
-    
-        self._char_example = """故事示例：
-        这是我为《池》创造的第一个角色。我们所选的设定是一个充斥着黑暗魔法的奇幻世界。
-        “受训于隐秘的失落之地教团，达马特是一位元素法师。他爱上了一位年轻的新晋门徒，而当法师试图教授一道她无法控制的法术时，她死了。
-        达马特被逐出教团，如今，他正寻找着复活她的方法。”
-        """
-        
-    @property
-    def intro(self):
-        return self._intro
-    
-    @property
-    def make_char(self):
-        return self._make_char
-    
-    @property
-    def char_example(self):
-        return self._char_example
\ No newline at end of file
diff --git a/tests/rules/The Pool/池 THE POOL.pdf b/tests/rules/The Pool/池 THE POOL.pdf
deleted file mode 100644
index 5057045..0000000
--- a/tests/rules/The Pool/池 THE POOL.pdf
+++ /dev/null
diff --git a/tests/rules/rule-1.py b/tests/rules/rule-1.py
deleted file mode 100644
index aedebdc..0000000
--- a/tests/rules/rule-1.py
+++ /dev/null
@@ -1,11 +0,0 @@
-from HydroRollCore import Rule
-
-class Rule_1(Rule):
-    """规则包示例1
-    
-    """
-    
-    priority = 1
-    
-    async def check(self) -> None:
-        ...
\ No newline at end of file
diff --git a/tests/test.py b/tests/test.py
index b3eed87..e69de29 100644
--- a/tests/test.py
+++ b/tests/test.py
@@ -1,3 +0,0 @@
-

-

-    

diff --git a/tests/web/server.py b/tests/web/server.py
deleted file mode 100644
index 67729fa..0000000
--- a/tests/web/server.py
+++ /dev/null
@@ -1,13 +0,0 @@
-from flask import Flask, request
-import json
-
-app = Flask(__name__)
-
-@app.route('/', methods=['POST']) # type: ignore
-def handle():
-    payload = request.content_type
-    print(payload)
-    # return json.loads(payload)
-
-if __name__ == '__main__':
-    app.run('127.0.0.1',3000)
\ No newline at end of file