feat: formatter utils

Add play result score lower limits

.github/workflows/build-and-draft-release.yml

@@ -0,0 +1,48 @@
+name: "Build and draft a release"
+
+on:
+  workflow_dispatch:
+  push:
+    tags:
+      - "v[0-9]+.[0-9]+.[0-9]+"
+
+permissions:
+  contents: write
+  discussions: write
+
+jobs:
+  build-and-draft-release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Python environment
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.x"
+
+      - name: Build package
+        run: |
+          pip install build
+          python -m build
+
+      - name: Remove `v` in tag name
+        uses: mad9000/actions-find-and-replace-string@5
+        id: tagNameReplaced
+        with:
+          source: ${{ github.ref_name }}
+          find: "v"
+          replace: ""
+
+      - name: Draft a release
+        uses: softprops/action-gh-release@v2
+        with:
+          discussion_category_name: New releases
+          draft: true
+          generate_release_notes: true
+          files: |
+            dist/arcaea_offline-${{ steps.tagNameReplaced.outputs.value }}*.whl
+            dist/arcaea-offline-${{ steps.tagNameReplaced.outputs.value }}.tar.gz

.github/workflows/test.yml

@@ -0,0 +1,23 @@
+name: Run tests
+on:
+  push:
+    branches:
+      - 'master'
+  pull_request:
+    types: [opened, reopened]
+  workflow_dispatch:
+jobs:
+  pytest:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ['3.8', '3.9', '3.10', '3.11']
+
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v4
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - run: 'pip install -r requirements.dev.txt .'
+      - run: 'pytest -v'

.sourcery.yaml

@@ -0,0 +1,2 @@
+rule_settings:
+  python_version: '3.8'

pyproject.toml

@@ -4,16 +4,14 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "arcaea-offline"
-version = "0.2.1"
+version = "0.2.2"
 authors = [{ name = "283375", email = "log_283375@163.com" }]
 description = "Manage your local Arcaea score database."
 readme = "README.md"
 requires-python = ">=3.8"
 dependencies = [
-  "beautifulsoup4==4.12.2",
   "SQLAlchemy==2.0.20",
   "SQLAlchemy-Utils==0.41.1",
-  "Whoosh==2.7.4",
 ]
 classifiers = [
   "Development Status :: 3 - Alpha",
@@ -29,4 +27,15 @@ profile = "black"
 src_paths = ["src/arcaea_offline"]
 
 [tool.pyright]
-ignore = ["**/__debug*.*"]
+ignore = ["build/"]
+
+[tool.pylint.main]
+jobs = 0
+
+[tool.pylint.logging]
+disable = [
+  "missing-module-docstring",
+  "missing-class-docstring",
+  "missing-function-docstring",
+  "not-callable", # false positive to sqlalchemy `func.*`, remove this when pylint-dev/pylint(#8138) closed
+]

requirements.dev.txt

@@ -1,3 +1,6 @@
 black==23.3.0
 isort==5.12.0
 pre-commit==3.3.1
+pylint==3.0.2
+pytest==7.4.3
+tox==4.11.3

requirements.txt

@@ -1,4 +1,2 @@
-beautifulsoup4==4.12.2
 SQLAlchemy==2.0.20
 SQLAlchemy-Utils==0.41.1
-Whoosh==2.7.4

src/arcaea_offline/calculate/score.py

@@ -16,10 +16,9 @@ def calculate_score_range(notes: int, pure: int, far: int):
 def calculate_score_modifier(score: int) -> Decimal:
     if score >= 10000000:
         return Decimal(2)
-    elif score >= 9800000:
+    if score >= 9800000:
         return Decimal(1) + (Decimal(score - 9800000) / 200000)
-    else:
-        return Decimal(score - 9500000) / 300000
+    return Decimal(score - 9500000) / 300000
 
 
 def calculate_play_rating(constant: int, score: int) -> Decimal:
@@ -35,6 +34,7 @@ def calculate_shiny_pure(notes: int, score: int, pure: int, far: int) -> int:
 
 @dataclass
 class ConstantsFromPlayRatingResult:
+    # pylint: disable=invalid-name
     EXPlus: Tuple[Decimal, Decimal]
     EX: Tuple[Decimal, Decimal]
     AA: Tuple[Decimal, Decimal]
@@ -44,10 +44,12 @@ class ConstantsFromPlayRatingResult:
 
 
 def calculate_constants_from_play_rating(play_rating: Union[Decimal, str, float, int]):
+    # pylint: disable=no-value-for-parameter
+
     play_rating = Decimal(play_rating)
 
     ranges = []
-    for upperScore, lowerScore in [
+    for upper_score, lower_score in [
         (10000000, 9900000),
         (9899999, 9800000),
         (9799999, 9500000),
@@ -55,10 +57,10 @@ def calculate_constants_from_play_rating(play_rating: Union[Decimal, str, float,
         (9199999, 8900000),
         (8899999, 8600000),
     ]:
-        upperScoreModifier = calculate_score_modifier(upperScore)
-        lowerScoreModifier = calculate_score_modifier(lowerScore)
+        upper_score_modifier = calculate_score_modifier(upper_score)
+        lower_score_modifier = calculate_score_modifier(lower_score)
         ranges.append(
-            (play_rating - upperScoreModifier, play_rating - lowerScoreModifier)
+            (play_rating - upper_score_modifier, play_rating - lower_score_modifier)
         )
 
     return ConstantsFromPlayRatingResult(*ranges)

src/arcaea_offline/calculate/world_step.py

@@ -97,9 +97,8 @@ class LegacyMapStepBooster(StepBooster):
 
     def final_value(self) -> Decimal:
         stamina_multiplier = Decimal(self.stamina)
-        if self.fragments is None:
-            fragments_multiplier = Decimal(1)
-        elif self.fragments == 100:
+        fragments_multiplier = Decimal(1)
+        if self.fragments == 100:
             fragments_multiplier = Decimal("1.1")
         elif self.fragments == 250:
             fragments_multiplier = Decimal("1.25")
@@ -118,7 +117,7 @@ def calculate_step_original(
     *,
     partner_bonus: Optional[PartnerBonus] = None,
     step_booster: Optional[StepBooster] = None,
-):
+) -> Decimal:
     ptt = play_result.play_rating
     step = play_result.partner_step
     if partner_bonus:
@@ -128,13 +127,13 @@ def calculate_step_original(
         partner_bonus_step = Decimal("0")
         partner_bonus_multiplier = Decimal("1.0")
 
-    play_result = (Decimal("2.45") * ptt.sqrt() + Decimal("2.5")) * (step / 50)
-    play_result += partner_bonus_step
-    play_result *= partner_bonus_multiplier
+    result = (Decimal("2.45") * ptt.sqrt() + Decimal("2.5")) * (step / 50)
+    result += partner_bonus_step
+    result *= partner_bonus_multiplier
     if step_booster:
-        play_result *= step_booster.final_value()
+        result *= step_booster.final_value()
 
-    return play_result
+    return result
 
 
 def calculate_step(
@@ -142,12 +141,12 @@ def calculate_step(
     *,
     partner_bonus: Optional[PartnerBonus] = None,
     step_booster: Optional[StepBooster] = None,
-):
-    play_result_original = calculate_step_original(
+) -> Decimal:
+    result_original = calculate_step_original(
         play_result, partner_bonus=partner_bonus, step_booster=step_booster
     )
 
-    return round(play_result_original, 1)
+    return round(result_original, 1)
 
 
 def calculate_play_rating_from_step(

src/arcaea_offline/constants/enums/__init__.py

@@ -0,0 +1,3 @@
+from .clear_type import ArcaeaPlayResultClearType
+from .modifier import ArcaeaPlayResultModifier
+from .rating_class import ArcaeaRatingClass

src/arcaea_offline/constants/enums/clear_type.py

@@ -0,0 +1,10 @@
+from enum import IntEnum
+
+
+class ArcaeaPlayResultClearType(IntEnum):
+    TRACK_LOST = 0
+    NORMAL_CLEAR = 1
+    FULL_RECALL = 2
+    PURE_MEMORY = 3
+    HARD_CLEAR = 4
+    EASY_CLEAR = 5

src/arcaea_offline/constants/enums/modifier.py

@@ -0,0 +1,7 @@
+from enum import IntEnum
+
+
+class ArcaeaPlayResultModifier(IntEnum):
+    NORMAL = 0
+    EASY = 1
+    HARD = 2

src/arcaea_offline/constants/enums/rating_class.py

@@ -0,0 +1,9 @@
+from enum import IntEnum
+
+
+class ArcaeaRatingClass(IntEnum):
+    PAST = 0
+    PRESENT = 1
+    FUTURE = 2
+    BEYOND = 3
+    ETERNAL = 4

src/arcaea_offline/constants/play_result.py

@@ -0,0 +1,12 @@
+from dataclasses import dataclass
+
+
+@dataclass(frozen=True)
+class ScoreLowerLimits:
+    EX_PLUS = 9900000
+    EX = 9800000
+    AA = 9500000
+    A = 9200000
+    B = 8900000
+    C = 8600000
+    D = 0

src/arcaea_offline/database/__init__.py

@@ -0,0 +1 @@
+from .db import Database

src/arcaea_offline/database/db.py

@@ -5,13 +5,35 @@ from typing import Iterable, List, Optional, Type, Union
 from sqlalchemy import Engine, func, inspect, select
 from sqlalchemy.orm import DeclarativeBase, InstrumentedAttribute, sessionmaker
 
-from .calculate import calculate_score_modifier
-from .external.arcsong.arcsong_json import ArcSongJsonBuilder
-from .external.exports import ScoreExport, exporters
-from .models.config import *
-from .models.scores import *
-from .models.songs import *
-from .singleton import Singleton
+from arcaea_offline.external.arcsong.arcsong_json import ArcSongJsonBuilder
+from arcaea_offline.external.exports import (
+    ArcaeaOfflineDEFV2_Score,
+    ScoreExport,
+    exporters,
+)
+from arcaea_offline.singleton import Singleton
+
+from .models.v4.config import ConfigBase, Property
+from .models.v4.scores import (
+    CalculatedPotential,
+    Score,
+    ScoreBest,
+    ScoreCalculated,
+    ScoresBase,
+    ScoresViewBase,
+)
+from .models.v4.songs import (
+    Chart,
+    ChartInfo,
+    Difficulty,
+    DifficultyLocalized,
+    Pack,
+    PackLocalized,
+    Song,
+    SongLocalized,
+    SongsBase,
+    SongsViewBase,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -27,18 +49,21 @@ class Database(metaclass=Singleton):
             if isinstance(self.engine, Engine):
                 return
             raise ValueError("No sqlalchemy.Engine instance specified before.")
-        elif isinstance(engine, Engine):
-            if isinstance(self.engine, Engine):
-                logger.warning(
-                    f"A sqlalchemy.Engine instance {self.engine} has been specified "
-                    f"and will be replaced to {engine}"
-                )
-            self.engine = engine
-        else:
+
+        if not isinstance(engine, Engine):
             raise ValueError(
                 f"A sqlalchemy.Engine instance expected, not {repr(engine)}"
             )
 
+        if isinstance(self.engine, Engine):
+            logger.warning(
+                "A sqlalchemy.Engine instance %r has been specified "
+                "and will be replaced to %r",
+                self.engine,
+                engine,
+            )
+        self.engine = engine
+
     @property
     def engine(self) -> Engine:
         return self.__engine  # type: ignore
@@ -60,7 +85,8 @@ class Database(metaclass=Singleton):
         # create tables & views
         if checkfirst:
             # > https://github.com/kvesteri/sqlalchemy-utils/issues/396
-            # > view.create_view() causes DuplicateTableError on Base.metadata.create_all(checkfirst=True)
+            # > view.create_view() causes DuplicateTableError on
+            # > Base.metadata.create_all(checkfirst=True)
             # so if `checkfirst` is True, drop these views before creating
             SongsViewBase.metadata.drop_all(self.engine)
             ScoresViewBase.metadata.drop_all(self.engine)
@@ -389,6 +415,15 @@ class Database(metaclass=Singleton):
         scores = self.get_scores()
         return [exporters.score(score) for score in scores]
 
+    def export_scores_def_v2(self) -> ArcaeaOfflineDEFV2_Score:
+        scores = self.get_scores()
+        return {
+            "$schema": "https://arcaeaoffline.sevive.xyz/schemas/def/v2/score.schema.json",
+            "type": "score",
+            "version": 2,
+            "scores": [exporters.score_def_v2(score) for score in scores],
+        }
+
     def generate_arcsong(self):
         with self.sessionmaker() as session:
             arcsong = ArcSongJsonBuilder(session).generate_arcsong_json()

src/arcaea_offline/database/models/v4/common.py

@@ -1,8 +1,12 @@
+# pylint: disable=too-few-public-methods
+
 from sqlalchemy.orm import DeclarativeBase
 from sqlalchemy.orm.exc import DetachedInstanceError
 
 
 class ReprHelper:
+    # pylint: disable=no-member
+
     def _repr(self, **kwargs) -> str:
         """
         Helper for __repr__

src/arcaea_offline/database/models/v4/config.py

@@ -1,3 +1,5 @@
+# pylint: disable=too-few-public-methods
+
 from sqlalchemy import TEXT
 from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
 

src/arcaea_offline/database/models/v4/scores.py

@@ -1,3 +1,5 @@
+# pylint: disable=too-few-public-methods, duplicate-code
+
 from typing import Optional
 
 from sqlalchemy import TEXT, case, func, inspect, select, text
@@ -37,7 +39,8 @@ class Score(ScoresBase):
         comment="0: NORMAL, 1: EASY, 2: HARD"
     )
     clear_type: Mapped[Optional[int]] = mapped_column(
-        comment="0: TRACK LOST, 1: NORMAL CLEAR, 2: FULL RECALL, 3: PURE MEMORY, 4: EASY CLEAR, 5: HARD CLEAR"
+        comment="0: TRACK LOST, 1: NORMAL CLEAR, 2: FULL RECALL, "
+        "3: PURE MEMORY, 4: EASY CLEAR, 5: HARD CLEAR"
     )
     comment: Mapped[Optional[str]] = mapped_column(TEXT())
 

src/arcaea_offline/database/models/v4/songs.py

@@ -1,3 +1,5 @@
+# pylint: disable=too-few-public-methods, duplicate-code
+
 from typing import Optional
 
 from sqlalchemy import TEXT, ForeignKey, func, select
@@ -154,7 +156,7 @@ class ChartInfo(SongsBase):
         ForeignKey("difficulties.rating_class"), primary_key=True
     )
     constant: Mapped[int] = mapped_column(
-        comment="real_constant * 10. For example, Crimson Throne [FTR] is 10.4, then store 104 here."
+        comment="real_constant * 10. For example, Crimson Throne [FTR] is 10.4, then store 104."
     )
     notes: Mapped[Optional[int]]
 

src/arcaea_offline/external/arcaea/common.py

@@ -39,10 +39,7 @@ def fix_timestamp(timestamp: int) -> Union[int, None]:
 def to_db_value(val: Any) -> Any:
     if not val:
         return None
-    elif isinstance(val, list):
-        return json.dumps(val, ensure_ascii=False)
-    else:
-        return val
+    return json.dumps(val, ensure_ascii=False) if isinstance(val, list) else val
 
 
 def is_localized(item: dict, key: str, append_localized: bool = True):
@@ -86,7 +83,7 @@ class ArcaeaParser:
                 # or maybe a `pathlib.Path` subset
                 # or an `importlib.resources.abc.Traversable` like object
                 # e.g. `zipfile.Path`
-                file_handle = self.filepath.open(mode="r", encoding="utf-8")
+                file_handle = self.filepath.open(mode="r", encoding="utf-8")  # type: ignore
             except Exception as e:
                 raise ValueError("Invalid `filepath`.") from e
 
@@ -94,7 +91,7 @@ class ArcaeaParser:
             return file_handle.read()
 
     def parse(self) -> List[DeclarativeBase]:
-        ...
+        raise NotImplementedError()
 
     def write_database(self, session: Session):
         results = self.parse()

src/arcaea_offline/external/arcaea/online.py

@@ -37,9 +37,6 @@ class TWebApiRatingMeResult(TypedDict):
 
 
 class ArcaeaOnlineParser(ArcaeaParser):
-    def __init__(self, filepath):
-        super().__init__(filepath)
-
     def parse(self) -> List[Score]:
         api_result_root: TWebApiRatingMeResult = json.loads(self.read_file_text())
 

src/arcaea_offline/external/arcaea/packlist.py

@@ -6,9 +6,6 @@ from .common import ArcaeaParser, is_localized, set_model_localized_attrs
 
 
 class PacklistParser(ArcaeaParser):
-    def __init__(self, filepath):
-        super().__init__(filepath)
-
     def parse(self) -> List[Union[Pack, PackLocalized]]:
         packlist_json_root = json.loads(self.read_file_text())
 

src/arcaea_offline/external/arcaea/songlist.py

@@ -6,9 +6,6 @@ from .common import ArcaeaParser, is_localized, set_model_localized_attrs, to_db
 
 
 class SonglistParser(ArcaeaParser):
-    def __init__(self, filepath):
-        super().__init__(filepath)
-
     def parse(
         self,
     ) -> List[Union[Song, SongLocalized, Difficulty, DifficultyLocalized]]:
@@ -61,9 +58,6 @@ class SonglistParser(ArcaeaParser):
 
 
 class SonglistDifficultiesParser(ArcaeaParser):
-    def __init__(self, filepath):
-        self.filepath = filepath
-
     def parse(self) -> List[Union[Difficulty, DifficultyLocalized]]:
         songlist_json_root = json.loads(self.read_file_text())
 

src/arcaea_offline/external/arcaea/st3.py

@@ -12,15 +12,13 @@ logger = logging.getLogger(__name__)
 
 
 class St3ScoreParser(ArcaeaParser):
-    def __init__(self, filepath):
-        super().__init__(filepath)
-
     def parse(self) -> List[Score]:
         items = []
         with sqlite3.connect(self.filepath) as st3_conn:
             cursor = st3_conn.cursor()
             db_scores = cursor.execute(
-                "SELECT songId, songDifficulty, score, perfectCount, nearCount, missCount, date, modifier FROM scores"
+                "SELECT songId, songDifficulty, score, perfectCount, nearCount, missCount, "
+                "date, modifier FROM scores"
             ).fetchall()
             for (
                 song_id,
@@ -48,7 +46,7 @@ class St3ScoreParser(ArcaeaParser):
                         date=fix_timestamp(date),
                         modifier=modifier,
                         clear_type=clear_type,
-                        comment=f"Parsed from st3",
+                        comment="Parsed from st3",
                     )
                 )
 
@@ -67,8 +65,9 @@ class St3ScoreParser(ArcaeaParser):
 
             if query_score and skip_duplicate:
                 logger.info(
-                    f"{repr(parsed_score)} skipped because "
-                    f"potential duplicate item {repr(query_score)} found."
+                    "%r skipped because potential duplicate item %r found.",
+                    parsed_score,
+                    query_score,
                 )
                 continue
             session.add(parsed_score)

src/arcaea_offline/external/arcsong/arcsong_json.py

@@ -122,7 +122,9 @@ class ArcSongJsonBuilder:
 
         pack = self.session.scalar(select(Pack).where(Pack.id == song.set))
         if not pack:
-            logger.warning(f'Cannot find pack "{song.set}", using placeholder instead.')
+            logger.warning(
+                'Cannot find pack "%s", using placeholder instead.', song.set
+            )
             pack = Pack(id="unknown", name="Unknown", description="__PLACEHOLDER__")
         song_localized = self.session.scalar(
             select(SongLocalized).where(SongLocalized.id == song.id)

src/arcaea_offline/external/chart_info_db/__init__.py

@@ -0,0 +1 @@
+from .parser import ChartInfoDbParser

src/arcaea_offline/external/chart_info_db/parser.py

@@ -0,0 +1,35 @@
+import contextlib
+import sqlite3
+from typing import List
+
+from sqlalchemy.orm import Session
+
+from ...models.songs import ChartInfo
+
+
+class ChartInfoDbParser:
+    def __init__(self, filepath):
+        self.filepath = filepath
+
+    def parse(self) -> List[ChartInfo]:
+        results = []
+        with sqlite3.connect(self.filepath) as conn:
+            with contextlib.closing(conn.cursor()) as cursor:
+                db_results = cursor.execute(
+                    "SELECT song_id, rating_class, constant, notes FROM charts_info"
+                ).fetchall()
+                for result in db_results:
+                    chart = ChartInfo(
+                        song_id=result[0],
+                        rating_class=result[1],
+                        constant=result[2],
+                        notes=result[3] or None,
+                    )
+                    results.append(chart)
+
+        return results
+
+    def write_database(self, session: Session):
+        results = self.parse()
+        for result in results:
+            session.merge(result)

src/arcaea_offline/external/exports/__init__.py

@@ -1,2 +1,2 @@
 from . import exporters
-from .types import ScoreExport
+from .types import ArcaeaOfflineDEFV2_Score, ScoreExport

src/arcaea_offline/external/exports/exporters.py

@@ -1,5 +1,5 @@
 from ...models import Score
-from .types import ScoreExport
+from .types import ArcaeaOfflineDEFV2_ScoreItem, ScoreExport
 
 
 def score(score: Score) -> ScoreExport:
@@ -17,3 +17,21 @@ def score(score: Score) -> ScoreExport:
         "clear_type": score.clear_type,
         "comment": score.comment,
     }
+
+
+def score_def_v2(score: Score) -> ArcaeaOfflineDEFV2_ScoreItem:
+    return {
+        "id": score.id,
+        "songId": score.song_id,
+        "ratingClass": score.rating_class,
+        "score": score.score,
+        "pure": score.pure,
+        "far": score.far,
+        "lost": score.lost,
+        "date": score.date,
+        "maxRecall": score.max_recall,
+        "modifier": score.modifier,
+        "clearType": score.clear_type,
+        "source": None,
+        "comment": score.comment,
+    }

src/arcaea_offline/external/exports/types.py

@@ -1,4 +1,4 @@
-from typing import Optional, TypedDict
+from typing import List, Literal, Optional, TypedDict
 
 
 class ScoreExport(TypedDict):
@@ -14,3 +14,32 @@ class ScoreExport(TypedDict):
     modifier: Optional[int]
     clear_type: Optional[int]
     comment: Optional[str]
+
+
+class ArcaeaOfflineDEFV2_ScoreItem(TypedDict, total=False):
+    id: Optional[int]
+    songId: str
+    ratingClass: int
+    score: int
+    pure: Optional[int]
+    far: Optional[int]
+    lost: Optional[int]
+    date: Optional[int]
+    maxRecall: Optional[int]
+    modifier: Optional[int]
+    clearType: Optional[int]
+    source: Optional[str]
+    comment: Optional[str]
+
+
+ArcaeaOfflineDEFV2_Score = TypedDict(
+    "ArcaeaOfflineDEFV2_Score",
+    {
+        "$schema": Literal[
+            "https://arcaeaoffline.sevive.xyz/schemas/def/v2/score.schema.json"
+        ],
+        "type": Literal["score"],
+        "version": Literal[2],
+        "scores": List[ArcaeaOfflineDEFV2_ScoreItem],
+    },
+)

src/arcaea_offline/searcher.py

@@ -1,111 +0,0 @@
-from typing import List, Union
-
-from sqlalchemy import select
-from sqlalchemy.orm import Session
-from whoosh.analysis import NgramFilter, StandardAnalyzer
-from whoosh.fields import ID, KEYWORD, TEXT, Schema
-from whoosh.filedb.filestore import RamStorage
-from whoosh.qparser import FuzzyTermPlugin, MultifieldParser, OrGroup
-
-from .models.songs import Song, SongLocalized
-from .utils.search_title import recover_search_title
-
-
-class Searcher:
-    def __init__(self):
-        self.text_analyzer = StandardAnalyzer() | NgramFilter(minsize=2, maxsize=5)
-        self.song_schema = Schema(
-            song_id=ID(stored=True, unique=True),
-            title=TEXT(analyzer=self.text_analyzer, spelling=True),
-            artist=TEXT(analyzer=self.text_analyzer, spelling=True),
-            source=TEXT(analyzer=self.text_analyzer, spelling=True),
-            keywords=KEYWORD(lowercase=True, stored=True, scorable=True),
-        )
-        self.storage = RamStorage()
-        self.index = self.storage.create_index(self.song_schema)
-
-        self.default_query_parser = MultifieldParser(
-            ["song_id", "title", "artist", "source", "keywords"],
-            self.song_schema,
-            group=OrGroup,
-        )
-        self.default_query_parser.add_plugin(FuzzyTermPlugin())
-
-    def import_songs(self, session: Session):
-        writer = self.index.writer()
-        songs = list(session.scalars(select(Song)))
-        song_localize_stmt = select(SongLocalized)
-        for song in songs:
-            stmt = song_localize_stmt.where(SongLocalized.id == song.id)
-            sl = session.scalar(stmt)
-            song_id = song.id
-            possible_titles: List[Union[str, None]] = [song.title]
-            possible_artists: List[Union[str, None]] = [song.artist]
-            possible_sources: List[Union[str, None]] = [song.source]
-            if sl:
-                possible_titles.extend(
-                    [sl.title_ja, sl.title_ko, sl.title_zh_hans, sl.title_zh_hant]
-                )
-                possible_titles.extend(
-                    recover_search_title(sl.search_title_ja)
-                    + recover_search_title(sl.search_title_ko)
-                    + recover_search_title(sl.search_title_zh_hans)
-                    + recover_search_title(sl.search_title_zh_hant)
-                )
-                possible_artists.extend(
-                    recover_search_title(sl.search_artist_ja)
-                    + recover_search_title(sl.search_artist_ko)
-                    + recover_search_title(sl.search_artist_zh_hans)
-                    + recover_search_title(sl.search_artist_zh_hant)
-                )
-                possible_sources.extend(
-                    [
-                        sl.source_ja,
-                        sl.source_ko,
-                        sl.source_zh_hans,
-                        sl.source_zh_hant,
-                    ]
-                )
-
-            # remove empty items in list
-            titles = [t for t in possible_titles if t != "" and t is not None]
-            artists = [t for t in possible_artists if t != "" and t is not None]
-            sources = [t for t in possible_sources if t != "" and t is not None]
-
-            writer.update_document(
-                song_id=song_id,
-                title=" ".join(titles),
-                artist=" ".join(artists),
-                source=" ".join(sources),
-                keywords=" ".join([song_id] + titles + artists + sources),
-            )
-
-        writer.commit()
-
-    def did_you_mean(self, string: str):
-        results = set()
-
-        with self.index.searcher() as searcher:
-            corrector_keywords = searcher.corrector("keywords")  # type: ignore
-            corrector_song_id = searcher.corrector("song_id")  # type: ignore
-            corrector_title = searcher.corrector("title")  # type: ignore
-            corrector_artist = searcher.corrector("artist")  # type: ignore
-            corrector_source = searcher.corrector("source")  # type: ignore
-
-            results.update(corrector_keywords.suggest(string))
-            results.update(corrector_song_id.suggest(string))
-            results.update(corrector_title.suggest(string))
-            results.update(corrector_artist.suggest(string))
-            results.update(corrector_source.suggest(string))
-
-        if string in results:
-            results.remove(string)
-
-        return list(results)
-
-    def search(self, string: str, *, limit: int = 10, fuzzy_distance: int = 10):
-        query_string = f"{string}"
-        query = self.default_query_parser.parse(query_string)
-        with self.index.searcher() as searcher:
-            results = searcher.search(query, limit=limit)
-            return [result.get("song_id") for result in results]

src/arcaea_offline/utils/formatters/__init__.py

@@ -0,0 +1,2 @@
+from .play_result import PlayResultFormatter
+from .rating_class import RatingClassFormatter

src/arcaea_offline/utils/formatters/play_result.py

@@ -0,0 +1,143 @@
+from typing import Any, Literal, overload
+
+from arcaea_offline.constants.enums import (
+    ArcaeaPlayResultClearType,
+    ArcaeaPlayResultModifier,
+)
+from arcaea_offline.constants.play_result import ScoreLowerLimits
+
+
+class PlayResultFormatter:
+    SCORE_GRADE_FORMAT_RESULTS = Literal["EX+", "EX", "AA", "A", "B", "C", "D"]
+
+    @staticmethod
+    def score_grade(score: int) -> SCORE_GRADE_FORMAT_RESULTS:
+        """
+        Returns the score grade, e.g. EX+.
+
+        Raises `ValueError` if the score is negative.
+        """
+        if not isinstance(score, int):
+            raise TypeError(f"Unsupported type {type(score)}, cannot format")
+
+        if score >= ScoreLowerLimits.EX_PLUS:
+            return "EX+"
+        elif score >= ScoreLowerLimits.EX:
+            return "EX"
+        elif score >= ScoreLowerLimits.AA:
+            return "AA"
+        elif score >= ScoreLowerLimits.A:
+            return "A"
+        elif score >= ScoreLowerLimits.B:
+            return "B"
+        elif score >= ScoreLowerLimits.C:
+            return "C"
+        elif score >= ScoreLowerLimits.D:
+            return "D"
+        else:
+            raise ValueError("score cannot be negative")
+
+    CLEAR_TYPE_FORMAT_RESULTS = Literal[
+        "TRACK LOST",
+        "NORMAL CLEAR",
+        "FULL RECALL",
+        "PURE MEMORY",
+        "EASY CLEAR",
+        "HARD CLEAR",
+        "UNKNOWN",
+        "None",
+    ]
+
+    @overload
+    @classmethod
+    def clear_type(
+        cls, clear_type: ArcaeaPlayResultClearType
+    ) -> CLEAR_TYPE_FORMAT_RESULTS:
+        """
+        Returns the uppercased clear type name, e.g. NORMAL CLEAR.
+        """
+        ...
+
+    @overload
+    @classmethod
+    def clear_type(cls, clear_type: int) -> CLEAR_TYPE_FORMAT_RESULTS:
+        """
+        Returns the uppercased clear type name, e.g. NORMAL CLEAR.
+
+        The integer will be converted to `ArcaeaPlayResultClearType` enum,
+        and will return "UNKNOWN" if the convertion fails.
+
+        Raises `ValueError` if the integer is negative.
+        """
+        ...
+
+    @overload
+    @classmethod
+    def clear_type(cls, clear_type: None) -> CLEAR_TYPE_FORMAT_RESULTS:
+        """
+        Returns "None"
+        """
+        ...
+
+    @classmethod
+    def clear_type(cls, clear_type: Any) -> CLEAR_TYPE_FORMAT_RESULTS:
+        if clear_type is None:
+            return "None"
+        elif isinstance(clear_type, ArcaeaPlayResultClearType):
+            return clear_type.name.replace("_", " ").upper()  # type: ignore
+        elif isinstance(clear_type, int):
+            if clear_type < 0:
+                raise ValueError("clear_type cannot be negative")
+            try:
+                return cls.clear_type(ArcaeaPlayResultClearType(clear_type))
+            except ValueError:
+                return "UNKNOWN"
+        else:
+            raise TypeError(f"Unsupported type {type(clear_type)}, cannot format")
+
+    MODIFIER_FORMAT_RESULTS = Literal["NORMAL", "EASY", "HARD", "UNKNOWN", "None"]
+
+    @overload
+    @classmethod
+    def modifier(cls, modifier: ArcaeaPlayResultModifier) -> MODIFIER_FORMAT_RESULTS:
+        """
+        Returns the uppercased clear type name, e.g. NORMAL CLEAR.
+        """
+        ...
+
+    @overload
+    @classmethod
+    def modifier(cls, modifier: int) -> MODIFIER_FORMAT_RESULTS:
+        """
+        Returns the uppercased clear type name, e.g. NORMAL CLEAR.
+
+        The integer will be converted to `ArcaeaPlayResultModifier` enum,
+        and will return "UNKNOWN" if the convertion fails.
+
+        Raises `ValueError` if the integer is negative.
+        """
+        ...
+
+    @overload
+    @classmethod
+    def modifier(cls, modifier: None) -> MODIFIER_FORMAT_RESULTS:
+        """
+        Returns "None"
+        """
+        ...
+
+    @classmethod
+    def modifier(cls, modifier: Any) -> MODIFIER_FORMAT_RESULTS:
+        if modifier is None:
+            return "None"
+        elif isinstance(modifier, ArcaeaPlayResultModifier):
+            return modifier.name
+        elif isinstance(modifier, int):
+            if modifier < 0:
+                raise ValueError("modifier cannot be negative")
+            try:
+                return cls.modifier(ArcaeaPlayResultModifier(modifier))
+            except ValueError:
+                return "UNKNOWN"
+        else:
+            raise TypeError(f"Unsupported type {type(modifier)}, cannot format")

src/arcaea_offline/utils/formatters/rating_class.py

@@ -0,0 +1,83 @@
+from typing import Any, Literal, overload
+
+from arcaea_offline.constants.enums import ArcaeaRatingClass
+
+
+class RatingClassFormatter:
+    abbreviations = {
+        ArcaeaRatingClass.PAST: "PST",
+        ArcaeaRatingClass.PRESENT: "PRS",
+        ArcaeaRatingClass.FUTURE: "FTR",
+        ArcaeaRatingClass.BEYOND: "BYD",
+        ArcaeaRatingClass.ETERNAL: "ETR",
+    }
+
+    NAME_FORMAT_RESULTS = Literal[
+        "Past", "Present", "Future", "Beyond", "Eternal", "Unknown"
+    ]
+
+    @overload
+    @classmethod
+    def name(cls, rating_class: ArcaeaRatingClass) -> NAME_FORMAT_RESULTS:
+        """
+        Returns the capitalized rating class name, e.g. Future.
+        """
+        ...
+
+    @overload
+    @classmethod
+    def name(cls, rating_class: int) -> NAME_FORMAT_RESULTS:
+        """
+        Returns the capitalized rating class name, e.g. Future.
+
+        The integer will be converted to `ArcaeaRatingClass` enum,
+        and will return "Unknown" if the convertion fails.
+        """
+        ...
+
+    @classmethod
+    def name(cls, rating_class: Any) -> NAME_FORMAT_RESULTS:
+        if isinstance(rating_class, ArcaeaRatingClass):
+            return rating_class.name.lower().capitalize()  # type: ignore
+        elif isinstance(rating_class, int):
+            try:
+                return cls.name(ArcaeaRatingClass(rating_class))
+            except ValueError:
+                return "Unknown"
+        else:
+            raise TypeError(f"Unsupported type: {type(rating_class)}, cannot format")
+
+    ABBREVIATION_FORMAT_RESULTS = Literal["PST", "PRS", "FTR", "BYD", "ETR", "UNK"]
+
+    @overload
+    @classmethod
+    def abbreviation(
+        cls, rating_class: ArcaeaRatingClass
+    ) -> ABBREVIATION_FORMAT_RESULTS:
+        """
+        Returns the uppercased rating class name, e.g. FTR.
+        """
+        ...
+
+    @overload
+    @classmethod
+    def abbreviation(cls, rating_class: int) -> ABBREVIATION_FORMAT_RESULTS:
+        """
+        Returns the uppercased rating class name, e.g. FTR.
+
+        The integer will be converted to `ArcaeaRatingClass` enum,
+        and will return "UNK" if the convertion fails.
+        """
+        ...
+
+    @classmethod
+    def abbreviation(cls, rating_class: Any) -> ABBREVIATION_FORMAT_RESULTS:
+        if isinstance(rating_class, ArcaeaRatingClass):
+            return cls.abbreviations[rating_class]  # type: ignore
+        elif isinstance(rating_class, int):
+            try:
+                return cls.abbreviation(ArcaeaRatingClass(rating_class))
+            except ValueError:
+                return "UNK"
+        else:
+            raise TypeError(f"Unsupported type: {type(rating_class)}, cannot format")

src/arcaea_offline/utils/rating.py

@@ -1,23 +0,0 @@
-from typing import Optional
-
-RATING_CLASS_TEXT_MAP = {
-    0: "Past",
-    1: "Present",
-    2: "Future",
-    3: "Beyond",
-}
-
-RATING_CLASS_SHORT_TEXT_MAP = {
-    0: "PST",
-    1: "PRS",
-    2: "FTR",
-    3: "BYD",
-}
-
-
-def rating_class_to_text(rating_class: int) -> Optional[str]:
-    return RATING_CLASS_TEXT_MAP.get(rating_class)
-
-
-def rating_class_to_short_text(rating_class: int) -> Optional[str]:
-    return RATING_CLASS_SHORT_TEXT_MAP.get(rating_class)

src/arcaea_offline/utils/score.py

@@ -1,46 +0,0 @@
-from typing import Any, Sequence
-
-SCORE_GRADE_FLOOR = [9900000, 9800000, 9500000, 9200000, 8900000, 8600000, 0]
-SCORE_GRADE_TEXTS = ["EX+", "EX", "AA", "A", "B", "C", "D"]
-MODIFIER_TEXTS = ["NORMAL", "EASY", "HARD"]
-CLEAR_TYPE_TEXTS = [
-    "TRACK LOST",
-    "NORMAL CLEAR",
-    "FULL RECALL",
-    "PURE MEMORY",
-    "EASY CLEAR",
-    "HARD CLEAR",
-]
-
-
-def zip_score_grade(score: int, __seq: Sequence, default: Any = "__PRESERVE__"):
-    """
-    zip_score_grade is a simple wrapper that equals to:
-    ```py
-    for score_floor, val in zip(SCORE_GRADE_FLOOR, __seq):
-        if score >= score_floor:
-            return val
-    return seq[-1] if default == "__PRESERVE__" else default
-    ```
-    Could be useful in specific cases.
-    """
-    return next(
-        (
-            val
-            for score_floor, val in zip(SCORE_GRADE_FLOOR, __seq)
-            if score >= score_floor
-        ),
-        __seq[-1] if default == "__PRESERVE__" else default,
-    )
-
-
-def score_to_grade_text(score: int) -> str:
-    return zip_score_grade(score, SCORE_GRADE_TEXTS)
-
-
-def modifier_to_text(modifier: int) -> str:
-    return MODIFIER_TEXTS[modifier]
-
-
-def clear_type_to_text(clear_type: int) -> str:
-    return CLEAR_TYPE_TEXTS[clear_type]

src/arcaea_offline/utils/search_title.py

@@ -1,6 +0,0 @@
-import json
-from typing import List, Optional
-
-
-def recover_search_title(db_value: Optional[str]) -> List[str]:
-    return json.loads(db_value) if db_value else []

tests/calculate/test_world_step.py

@@ -0,0 +1,22 @@
+from decimal import Decimal
+
+from arcaea_offline.calculate.world_step import (
+    AwakenedAyuPartnerBonus,
+    LegacyMapStepBooster,
+    PlayResult,
+    calculate_step_original,
+)
+
+
+def test_world_step():
+    # the result was copied from https://arcaea.fandom.com/wiki/World_Mode_Mechanics#Calculation
+    # CC BY-SA 3.0
+
+    booster = LegacyMapStepBooster(6, 250)
+    partner_bonus = AwakenedAyuPartnerBonus("+3.6")
+    play_result = PlayResult(play_rating=Decimal("11.299"), partner_step=92)
+    result = calculate_step_original(
+        play_result, partner_bonus=partner_bonus, step_booster=booster
+    )
+
+    assert result.quantize(Decimal("0.000")) == Decimal("175.149")

tests/db/db.py

@@ -0,0 +1,5 @@
+from sqlalchemy import Engine, create_engine, inspect
+
+
+def create_engine_in_memory():
+    return create_engine("sqlite:///:memory:")

tests/db/models/test_songs.py

@@ -0,0 +1,118 @@
+from sqlalchemy import Engine
+from sqlalchemy.orm import Session
+
+from arcaea_offline.models.songs import (
+    Chart,
+    ChartInfo,
+    Difficulty,
+    Pack,
+    Song,
+    SongsBase,
+    SongsViewBase,
+)
+
+from ..db import create_engine_in_memory
+
+
+def _song(**kw):
+    defaults = {"artist": "test"}
+    defaults.update(kw)
+    return Song(**defaults)
+
+
+def _difficulty(**kw):
+    defaults = {"rating_plus": False, "audio_override": False, "jacket_override": False}
+    defaults.update(kw)
+    return Difficulty(**defaults)
+
+
+class Test_Chart:
+    def init_db(self, engine: Engine):
+        SongsBase.metadata.create_all(engine)
+        SongsViewBase.metadata.create_all(engine)
+
+    def db(self):
+        db = create_engine_in_memory()
+        self.init_db(db)
+        return db
+
+    def test_chart_info(self):
+        pre_entites = [
+            Pack(id="test", name="Test Pack"),
+            _song(idx=0, id="song0", set="test", title="Full Chart Info"),
+            _song(idx=1, id="song1", set="test", title="Partial Chart Info"),
+            _song(idx=2, id="song2", set="test", title="No Chart Info"),
+            _difficulty(song_id="song0", rating_class=2, rating=9),
+            _difficulty(song_id="song1", rating_class=2, rating=9),
+            _difficulty(song_id="song2", rating_class=2, rating=9),
+            ChartInfo(song_id="song0", rating_class=2, constant=90, notes=1234),
+            ChartInfo(song_id="song1", rating_class=2, constant=90),
+        ]
+
+        db = self.db()
+        with Session(db) as session:
+            session.add_all(pre_entites)
+            session.commit()
+
+            chart_song0_ratingclass2 = (
+                session.query(Chart)
+                .where((Chart.song_id == "song0") & (Chart.rating_class == 2))
+                .one()
+            )
+
+            assert chart_song0_ratingclass2.constant == 90
+            assert chart_song0_ratingclass2.notes == 1234
+
+            chart_song1_ratingclass2 = (
+                session.query(Chart)
+                .where((Chart.song_id == "song1") & (Chart.rating_class == 2))
+                .one()
+            )
+
+            assert chart_song1_ratingclass2.constant == 90
+            assert chart_song1_ratingclass2.notes is None
+
+            chart_song2_ratingclass2 = (
+                session.query(Chart)
+                .where((Chart.song_id == "song2") & (Chart.rating_class == 2))
+                .first()
+            )
+
+            assert chart_song2_ratingclass2 is None
+
+    def test_difficulty_title_override(self):
+        pre_entites = [
+            Pack(id="test", name="Test Pack"),
+            _song(idx=0, id="test", set="test", title="Test"),
+            _difficulty(song_id="test", rating_class=0, rating=2),
+            _difficulty(song_id="test", rating_class=1, rating=5),
+            _difficulty(song_id="test", rating_class=2, rating=8),
+            _difficulty(
+                song_id="test", rating_class=3, rating=10, title="TEST ~REVIVE~"
+            ),
+            ChartInfo(song_id="test", rating_class=0, constant=10),
+            ChartInfo(song_id="test", rating_class=1, constant=10),
+            ChartInfo(song_id="test", rating_class=2, constant=10),
+            ChartInfo(song_id="test", rating_class=3, constant=10),
+        ]
+
+        db = self.db()
+        with Session(db) as session:
+            session.add_all(pre_entites)
+            session.commit()
+
+            charts_original_title = (
+                session.query(Chart)
+                .where((Chart.song_id == "test") & (Chart.rating_class in [0, 1, 2]))
+                .all()
+            )
+
+            assert all(chart.title == "Test" for chart in charts_original_title)
+
+            chart_overrided_title = (
+                session.query(Chart)
+                .where((Chart.song_id == "test") & (Chart.rating_class == 3))
+                .one()
+            )
+
+            assert chart_overrided_title.title == "TEST ~REVIVE~"

tests/utils/test_formatters.py

@@ -0,0 +1,126 @@
+import pytest
+
+from arcaea_offline.constants.enums import (
+    ArcaeaPlayResultClearType,
+    ArcaeaPlayResultModifier,
+    ArcaeaRatingClass,
+)
+from arcaea_offline.utils.formatters.play_result import PlayResultFormatter
+from arcaea_offline.utils.formatters.rating_class import RatingClassFormatter
+
+
+class TestRatingClassFormatter:
+    def test_name(self):
+        assert RatingClassFormatter.name(ArcaeaRatingClass.PAST) == "Past"
+        assert RatingClassFormatter.name(ArcaeaRatingClass.PRESENT) == "Present"
+        assert RatingClassFormatter.name(ArcaeaRatingClass.FUTURE) == "Future"
+        assert RatingClassFormatter.name(ArcaeaRatingClass.BEYOND) == "Beyond"
+        assert RatingClassFormatter.name(ArcaeaRatingClass.ETERNAL) == "Eternal"
+
+        assert RatingClassFormatter.name(2) == "Future"
+
+        assert RatingClassFormatter.name(100) == "Unknown"
+        assert RatingClassFormatter.name(-1) == "Unknown"
+
+        pytest.raises(TypeError, RatingClassFormatter.name, "2")
+        pytest.raises(TypeError, RatingClassFormatter.name, [])
+        pytest.raises(TypeError, RatingClassFormatter.name, None)
+
+    def test_abbreviation(self):
+        assert RatingClassFormatter.abbreviation(ArcaeaRatingClass.PAST) == "PST"
+        assert RatingClassFormatter.abbreviation(ArcaeaRatingClass.PRESENT) == "PRS"
+        assert RatingClassFormatter.abbreviation(ArcaeaRatingClass.FUTURE) == "FTR"
+        assert RatingClassFormatter.abbreviation(ArcaeaRatingClass.BEYOND) == "BYD"
+        assert RatingClassFormatter.abbreviation(ArcaeaRatingClass.ETERNAL) == "ETR"
+
+        assert RatingClassFormatter.abbreviation(2) == "FTR"
+
+        assert RatingClassFormatter.abbreviation(100) == "UNK"
+        assert RatingClassFormatter.abbreviation(-1) == "UNK"
+
+        pytest.raises(TypeError, RatingClassFormatter.abbreviation, "2")
+        pytest.raises(TypeError, RatingClassFormatter.abbreviation, [])
+        pytest.raises(TypeError, RatingClassFormatter.abbreviation, None)
+
+
+class TestPlayResultFormatter:
+    def test_score_grade(self):
+        assert PlayResultFormatter.score_grade(10001284) == "EX+"
+        assert PlayResultFormatter.score_grade(9989210) == "EX+"
+        assert PlayResultFormatter.score_grade(9900000) == "EX+"
+
+        assert PlayResultFormatter.score_grade(9899999) == "EX"
+        assert PlayResultFormatter.score_grade(9843717) == "EX"
+        assert PlayResultFormatter.score_grade(9800000) == "EX"
+
+        assert PlayResultFormatter.score_grade(9799999) == "AA"
+        assert PlayResultFormatter.score_grade(9794015) == "AA"
+        assert PlayResultFormatter.score_grade(9750000) == "AA"
+
+        assert PlayResultFormatter.score_grade(9499999) == "A"
+        assert PlayResultFormatter.score_grade(9356855) == "A"
+        assert PlayResultFormatter.score_grade(9200000) == "A"
+
+        assert PlayResultFormatter.score_grade(9199999) == "B"
+        assert PlayResultFormatter.score_grade(9065785) == "B"
+        assert PlayResultFormatter.score_grade(8900000) == "B"
+
+        assert PlayResultFormatter.score_grade(8899999) == "C"
+        assert PlayResultFormatter.score_grade(8756211) == "C"
+        assert PlayResultFormatter.score_grade(8600000) == "C"
+
+        assert PlayResultFormatter.score_grade(8599999) == "D"
+        assert PlayResultFormatter.score_grade(5500000) == "D"
+        assert PlayResultFormatter.score_grade(0) == "D"
+
+        pytest.raises(ValueError, PlayResultFormatter.score_grade, -1)
+        pytest.raises(TypeError, PlayResultFormatter.score_grade, "10001284")
+        pytest.raises(TypeError, PlayResultFormatter.score_grade, [])
+        pytest.raises(TypeError, PlayResultFormatter.score_grade, None)
+
+    def test_clear_type(self):
+        assert (
+            PlayResultFormatter.clear_type(ArcaeaPlayResultClearType.TRACK_LOST)
+            == "TRACK LOST"
+        )
+        assert (
+            PlayResultFormatter.clear_type(ArcaeaPlayResultClearType.NORMAL_CLEAR)
+            == "NORMAL CLEAR"
+        )
+        assert (
+            PlayResultFormatter.clear_type(ArcaeaPlayResultClearType.FULL_RECALL)
+            == "FULL RECALL"
+        )
+        assert (
+            PlayResultFormatter.clear_type(ArcaeaPlayResultClearType.PURE_MEMORY)
+            == "PURE MEMORY"
+        )
+        assert (
+            PlayResultFormatter.clear_type(ArcaeaPlayResultClearType.EASY_CLEAR)
+            == "EASY CLEAR"
+        )
+        assert (
+            PlayResultFormatter.clear_type(ArcaeaPlayResultClearType.HARD_CLEAR)
+            == "HARD CLEAR"
+        )
+        assert PlayResultFormatter.clear_type(None) == "None"
+
+        assert PlayResultFormatter.clear_type(1) == "NORMAL CLEAR"
+        assert PlayResultFormatter.clear_type(6) == "UNKNOWN"
+
+        pytest.raises(ValueError, PlayResultFormatter.clear_type, -1)
+        pytest.raises(TypeError, PlayResultFormatter.clear_type, "1")
+        pytest.raises(TypeError, PlayResultFormatter.clear_type, [])
+
+    def test_modifier(self):
+        assert PlayResultFormatter.modifier(ArcaeaPlayResultModifier.NORMAL) == "NORMAL"
+        assert PlayResultFormatter.modifier(ArcaeaPlayResultModifier.EASY) == "EASY"
+        assert PlayResultFormatter.modifier(ArcaeaPlayResultModifier.HARD) == "HARD"
+        assert PlayResultFormatter.modifier(None) == "None"
+
+        assert PlayResultFormatter.modifier(1) == "EASY"
+        assert PlayResultFormatter.modifier(6) == "UNKNOWN"
+
+        pytest.raises(ValueError, PlayResultFormatter.modifier, -1)
+        pytest.raises(TypeError, PlayResultFormatter.modifier, "1")
+        pytest.raises(TypeError, PlayResultFormatter.modifier, [])

tox.ini

@@ -0,0 +1,16 @@
+[tox]
+env_list =
+    py311
+    py310
+    py39
+    py38
+minversion = 4.11.3
+
+[testenv]
+description = run the tests with pytest
+package = wheel
+wheel_build_env = .pkg
+deps =
+    pytest==7.4.3
+commands =
+    pytest {tty:--color=yes} {posargs}