新的转换算法测试，更好的声音适配

Musicreater/__init__.py

@@ -17,8 +17,8 @@ Terms & Conditions: License.md in the root directory
 # 若需转载或借鉴 许可声明请查看仓库目录下的 License.md
 
 
-__version__ = "1.6.1"
-__vername__ = "更新乐器对照表"
+__version__ = "1.6.2"
+__vername__ = "新的转换算法测试，更好的声音适配"
 __author__ = (
     ("金羿", "Eilles Wan"),
     ("诸葛亮与八卦阵", "bgArray"),

Musicreater/experiment.py

@@ -25,6 +25,7 @@ from .subclass import *
 from .utils import *
 from .types import Tuple, List, Dict
 
+
 class FutureMidiConvertRSNB(MidiConvert):
     """
     加入红石音乐适配
@@ -57,101 +58,6 @@ class FutureMidiConvertRSNB(MidiConvert):
         except KeyError:
             return "air"
 
-    def to_note_list_in_delay(
-        self,
-    ) -> Tuple[Dict[int, SingleNoteBox], int]:
-        """
-        使用金羿的转换思路，将midi转换为我的世界音符盒音高、乐器及延迟列表，并输出每个音符之后的延迟
-
-        Returns
-        -------
-        tuple( Dict[int, SingleNoteBox], int音乐时长游戏刻 )
-        """
-
-        self.to_music_channels()
-
-        tracks = {}
-        note_range = {}
-        InstID = -1
-        # cmd_amount = 0
-
-        # 此处 我们把通道视为音轨
-        for i in self.channels.keys():
-            # 如果当前通道为空 则跳过
-            if not self.channels[i]:
-                continue
-
-            # 第十通道是打击乐通道
-            SpecialBits = True if i == 9 else False
-
-            for track_no, track in self.channels[i].items():
-                for msg in track:
-                    if msg[0] == "PgmC":
-                        InstID = msg[1]
-
-                    elif msg[0] == "NoteS":
-                        # block_id = self.soundID_to_block((
-                        #     self.perc_inst_to_soundID_withX(msg[1])
-                        #     if SpecialBits
-                        #     else self.inst_to_souldID_withX(InstID)
-                        # )[0])
-
-                        # delaytime_now = round(msg[-1] / 50)
-
-                        note_ = 2 ** ((msg[1] - 60) / 12)
-
-                        try:
-                            tracks[msg[-1]].append(
-                                (
-                                    InstID,
-                                    note_,
-                                )
-                            )
-                        except KeyError:
-                            tracks[msg[-1]] = [(InstID, note_)]
-
-                        try:
-                            note_range[InstID]["max"] = max(
-                                note_range[InstID]["max"], note_
-                            )
-                            note_range[InstID]["min"] = min(
-                                note_range[InstID]["min"], note_
-                            )
-                        except KeyError:
-                            note_range[InstID] = {"max": note_, "min": note_}
-
-        del InstID
-        all_ticks = list(tracks.keys())
-        all_ticks.sort()
-        results = []
-        print(note_range)
-
-        exit()
-
-        for i in range(len(all_ticks)):
-            for j in range(len(tracks[all_ticks[i]])):
-                results.append(
-                    SingleCommand(
-                        tracks[all_ticks[i]][j],
-                        tick_delay=(
-                            0
-                            if j != 0
-                            else (
-                                all_ticks[i] - all_ticks[i - 1]
-                                if i != 0
-                                else all_ticks[i]
-                            )
-                        ),
-                        annotation="在{}播放{}%的{}音".format(
-                            mctick2timestr(i), max_volume * 100, ""
-                        ),
-                    )
-                )
-
-        self.music_command_list = results
-        self.music_tick_num = max(all_ticks)
-        return results, self.music_tick_num
-
 
 class FutureMidiConvertM4(MidiConvert):
     """
@@ -163,172 +69,50 @@ class FutureMidiConvertM4(MidiConvert):
     @staticmethod
     def _linear_note(
         _note: SingleNote,
-        _apply_time_division: int = 100,
-    ) -> List[Tuple[int, int, int, int, float],]:
+        _apply_time_division: float = 100,
+    ) -> List[SingleNote]:
         """传入音符数据，返回以半秒为分割的插值列表
         :param _note: SingleNote 音符
+        :param _apply_time_division: int 间隔毫秒数
         :return list[tuple(int开始时间（毫秒）, int乐器, int音符, int力度（内置）, float音量（播放）),]"""
 
+        if _note.percussive:
+            return [
+                _note,
+            ]
+
         totalCount = int(_note.duration / _apply_time_division)
 
         if totalCount == 0:
             return [
-                (_note.start_time, _note.inst, _note.pitch, _note.velocity, 1),
+                _note,
             ]
         # print(totalCount)
 
-        result: List[Tuple[int, int, int, int, float],] = []
+        result: List[SingleNote] = []
 
         for _i in range(totalCount):
             result.append(
-                (
-                    _note.start_time + _i * _apply_time_division,
-                    _note.instrument,
-                    _note.pitch,
-                    _note.velocity,
-                    ((totalCount - _i) / totalCount),
+                SingleNote(
+                    instrument=_note.inst,
+                    pitch=_note.pitch,
+                    velocity=_note.velocity,
+                    startime=int(_note.start_time + _i * (_note.duration / totalCount)),
+                    lastime=int(_note.duration / totalCount),
+                    track_number=_note.track_no,
+                    is_percussion=_note.percussive,
                 )
+                # (
+                #     _note.start_time + _i * _apply_time_division,
+                #     _note.instrument,
+                #     _note.pitch,
+                #     _note.velocity,
+                #     ((totalCount - _i) / totalCount),
+                # )
             )
 
         return result
 
-    # 简单的单音填充
-    def to_command_list_in_score(
-        self,
-        scoreboard_name: str = "mscplay",
-        max_volume: float = 1.0,
-        speed: float = 1.0,
-    ) -> Tuple[List[List[SingleCommand]], int, int]:
-        """
-        使用金羿的转换思路，使用完全填充算法优化音感后，将midi转换为我的世界命令列表
-
-        Parameters
-        ----------
-        scoreboard_name: str
-            我的世界的计分板名称
-        max_volume: float
-            最大播放音量，注意：这里的音量范围为(0,1]，如果超出将被处理为正确值，其原理为在距离玩家 (1 / volume -1) 的地方播放
-        speed: float
-            速度，注意：这里的速度指的是播放倍率，其原理为在播放音频的时候，每个音符的播放时间除以 speed
-
-        Returns
-        -------
-        tuple( list[list[SingleCommand指令,... ],... ], int指令数量, int音乐时长游戏刻 )
-        """
-
-        if speed == 0:
-            raise ZeroSpeedError("播放速度仅可为正实数")
-        max_volume = 1 if max_volume > 1 else (0.001 if max_volume <= 0 else max_volume)
-
-        self.to_music_channels()
-
-        note_channels: Dict[int, List[SingleNote]] = empty_midi_channels(staff=[])
-        InstID = -1
-
-        # 此处 我们把通道视为音轨
-        for i in self.channels.keys():
-            # 如果当前通道为空 则跳过
-            if not self.channels[i]:
-                continue
-
-            # nowChannel = []
-            for track_no, track in self.channels[i].items():
-                noteMsgs = []
-                MsgIndex = []
-
-                for msg in track:
-                    if msg[0] == "PgmC":
-                        InstID = msg[1]
-
-                    elif msg[0] == "NoteS":
-                        noteMsgs.append(msg[1:])
-                        MsgIndex.append(msg[1])
-
-                    elif msg[0] == "NoteE":
-                        if msg[1] in MsgIndex:
-                            note_channels[i].append(
-                                SingleNote(
-                                    InstID,
-                                    msg[1],
-                                    noteMsgs[MsgIndex.index(msg[1])][1],
-                                    noteMsgs[MsgIndex.index(msg[1])][2],
-                                    msg[-1] - noteMsgs[MsgIndex.index(msg[1])][2],
-                                    track_number=track_no,
-                                )
-                            )
-                            noteMsgs.pop(MsgIndex.index(msg[1]))
-                            MsgIndex.pop(MsgIndex.index(msg[1]))
-
-        del InstID
-
-        tracks = []
-        cmd_amount = 0
-        max_score = 0
-
-        # 此处 我们把通道视为音轨
-        for no, track in note_channels.items():
-            # 如果当前通道为空 则跳过
-            if not track:
-                continue
-
-            SpecialBits = True if no == 9 else False
-
-            track_now = []
-
-            for note in track:
-                for every_note in self._linear_note(
-                    note, 100 if note.track_no == 0 else 500
-                ):
-                    soundID, _X = (
-                        self.perc_inst_to_soundID_withX(note.pitch)
-                        if SpecialBits
-                        else self.inst_to_souldID_withX(note.inst)
-                    )
-
-                    score_now = round(every_note[0] / speed / 50)
-
-                    max_score = max(max_score, score_now)
-                    mc_pitch = 2 ** ((note.pitch - 60 - _X) / 12)
-                    blockmeter = (
-                        1
-                        / (1 if note.track_no == 0 else 0.9)
-                        / max_volume
-                        / every_note[4]
-                        - 1
-                    )
-
-                    track_now.append(
-                        SingleCommand(
-                            self.execute_cmd_head.format(
-                                "@a[scores=({}={})]".format(scoreboard_name, score_now)
-                                .replace("(", r"{")
-                                .replace(")", r"}")
-                            )
-                            + "playsound {} @s ^ ^ ^{} {} {}".format(
-                                soundID,
-                                blockmeter,
-                                note.velocity / 128,
-                                "" if SpecialBits else mc_pitch,
-                            ),
-                            annotation="在{}播放{}%({}BM)的{}音".format(
-                                mctick2timestr(score_now),
-                                max_volume * 100,
-                                blockmeter,
-                                "{}:{}".format(soundID, note.pitch),
-                            ),
-                        ),
-                    )
-
-                    cmd_amount += 1
-
-            if track_now:
-                self.music_command_list.extend(track_now)
-                tracks.append(track_now)
-
-        self.music_tick_num = max_score
-        return (tracks, cmd_amount, max_score)
-
-    # 简单的单音填充的延迟应用
     def to_command_list_in_delay(
         self,
         max_volume: float = 1.0,
@@ -336,7 +120,7 @@ class FutureMidiConvertM4(MidiConvert):
         player_selector: str = "@a",
     ) -> Tuple[List[SingleCommand], int, int]:
         """
-        使用金羿的转换思路，使用完全填充算法优化音感后，将midi转换为我的世界命令列表，并输出每个音符之后的延迟
+        将midi转换为我的世界命令列表，并输出每个音符之后的延迟
 
         Parameters
         ----------
@@ -353,130 +137,48 @@ class FutureMidiConvertM4(MidiConvert):
         """
 
         if speed == 0:
-            raise ZeroSpeedError("播放速度仅可为正实数")
+            raise ZeroSpeedError("播放速度仅可为(0,1]范围内的正实数")
         max_volume = 1 if max_volume > 1 else (0.001 if max_volume <= 0 else max_volume)
 
-        self.to_music_channels()
-
-        note_channels: Dict[int, List[SingleNote]] = empty_midi_channels(staff=[])
-        InstID = -1
+        notes_list: List[SingleNote] = []
 
         # 此处 我们把通道视为音轨
-        for i in self.channels.keys():
-            # 如果当前通道为空 则跳过
-            if not self.channels[i]:
-                continue
-
-            # nowChannel = []
-            for track_no, track in self.channels[i].items():
-                noteMsgs = []
-                MsgIndex = []
-
-                for msg in track:
-                    if msg[0] == "PgmC":
-                        InstID = msg[1]
-
-                    elif msg[0] == "NoteS":
-                        noteMsgs.append(msg[1:])
-                        MsgIndex.append(msg[1])
-
-                    elif msg[0] == "NoteE":
-                        if msg[1] in MsgIndex:
-                            note_channels[i].append(
-                                SingleNote(
-                                    InstID,
-                                    msg[1],
-                                    noteMsgs[MsgIndex.index(msg[1])][1],
-                                    noteMsgs[MsgIndex.index(msg[1])][2],
-                                    msg[-1] - noteMsgs[MsgIndex.index(msg[1])][2],
-                                    track_number=track_no,
-                                )
-                            )
-                            noteMsgs.pop(MsgIndex.index(msg[1]))
-                            MsgIndex.pop(MsgIndex.index(msg[1]))
-
-        del InstID
-
-        tracks = {}
-        InstID = -1
-        # open("RES.TXT", "w", encoding="utf-8").write(str(note_channels))
-
-        # 此处 我们把通道视为音轨
-        for no, track in note_channels.items():
-            # 如果当前通道为空 则跳过
-            if not track:
-                continue
-
-            SpecialBits = True if no == 9 else False
-
-            for note in track:
-                liner_list = self._linear_note(note, 100 if note.track_no == 0 else 500)
-                for every_note in liner_list:
-                    soundID, _X = (
-                        self.perc_inst_to_soundID_withX(note.pitch)
-                        if SpecialBits
-                        else self.inst_to_souldID_withX(note.inst)
-                    )
-
-                    score_now = round(every_note[0] / speed / 50)
-
-                    try:
-                        tracks[score_now].append(
-                            self.execute_cmd_head.format(player_selector)
-                            + f"playsound {soundID} @s ^ ^ ^{1 / (1 if note.track_no == 0 else 0.9) / max_volume / every_note[4] - 1} {note.velocity / 128} "
-                            + (
-                                ""
-                                if SpecialBits
-                                else f"{2 ** ((note.pitch - 60 - _X) / 12)}"
-                            )
-                        )
-                    except KeyError:
-                        tracks[score_now] = [
-                            self.execute_cmd_head.format(player_selector)
-                            + f"playsound {soundID} @s ^ ^ ^{1 / (1 if note.track_no == 0 else 0.9) / max_volume / every_note[4] - 1} {note.velocity / 128} "
-                            + (
-                                ""
-                                if SpecialBits
-                                else f"{2 ** ((note.pitch - 60 - _X) / 12)}"
-                            )
-                        ]
-
-        all_ticks = list(tracks.keys())
-        all_ticks.sort()
-        results: List[SingleCommand] = []
-        max_multi = 0
-        now_multi_delay = 0
-        now_multi = 0
-
-        for i in range(len(all_ticks)):
-            l = len(tracks[all_ticks[i]])
-            for j in range(l):
-                results.append(
-                    SingleCommand(
-                        tracks[all_ticks[i]][j],
-                        tick_delay=(
-                            0
-                            if j != 0
-                            else (
-                                all_ticks[i] - all_ticks[i - 1]
-                                if i != 0
-                                else all_ticks[i]
-                            )
-                        ),
-                        annotation="由 音·创 生成",
-                    )
-                )
-                if results[-1].delay + now_multi_delay <= 1:
-                    now_multi += 1
-                    now_multi_delay += results[-1].delay
+        for channel in self.to_music_note_channels().values():
+            for note in channel:
+                if not note.percussive:
+                    notes_list.extend(self._linear_note(note, note.get_mc_pitch * 500))
                 else:
-                    max_multi = max(max_multi, now_multi)
-                    now_multi = 0
-                    now_multi_delay = 0
+                    notes_list.append(note)
 
-        self.music_command_list = results
-        self.music_tick_num = max(all_ticks)
-        return results, self.music_tick_num, max_multi
+        notes_list.sort(key=lambda a: a.start_time)
+
+        self.music_command_list = []
+        multi = max_multi = 0
+        delaytime_previous = 0
+
+        for note in notes_list:
+            delaytime_now = round(note.start_time / speed / 50)
+            if (tickdelay := (delaytime_now - delaytime_previous)) == 0:
+                multi += 1
+            else:
+                max_multi = max(max_multi, multi)
+                multi = 0
+            self.music_command_list.append(
+                SingleCommand(
+                    self.execute_cmd_head.format(player_selector)
+                    + note.to_command(max_volume),
+                    tick_delay=tickdelay,
+                    annotation="在{}播放{}%的{}音".format(
+                        mctick2timestr(delaytime_now),
+                        max_volume * 100,
+                        "{}:{}".format(note.mc_sound_ID, note.mc_pitch),
+                    ),
+                )
+            )
+            delaytime_previous = delaytime_now
+
+        self.music_tick_num = round(notes_list[-1].start_time / speed / 50)
+        return self.music_command_list, self.music_tick_num, max_multi + 1
 
 
 class FutureMidiConvertM5(MidiConvert):

Musicreater/main.py

@@ -631,7 +631,9 @@ class MidiConvert:
                             .replace("(", r"{")
                             .replace(")", r"}")
                         )
-                        + note.to_command(max_volume),
+                        + note.to_command(
+                            (max_volume) if note.track_no == 0 else (max_volume * 0.9)
+                        ),
                         annotation="在{}播放{}%的{}音".format(
                             mctick2timestr(score_now),
                             max_volume * 100,
@@ -698,7 +700,9 @@ class MidiConvert:
             self.music_command_list.append(
                 SingleCommand(
                     self.execute_cmd_head.format(player_selector)
-                    + note.to_command(max_volume),
+                    + note.to_command(
+                        (max_volume) if note.track_no == 0 else (max_volume * 0.9)
+                    ),
                     tick_delay=tickdelay,
                     annotation="在{}播放{}%的{}音".format(
                         mctick2timestr(delaytime_now),

Musicreater/subclass.py

@@ -21,7 +21,7 @@ from dataclasses import dataclass
 from typing import Optional
 
 from .constants import PERCUSSION_INSTRUMENT_LIST
-from .utils import inst_to_souldID_withX, perc_inst_to_soundID_withX
+from .utils import inst_to_souldID_withX, perc_inst_to_soundID_withX, volume2distance
 
 
 @dataclass(init=False)
@@ -78,8 +78,6 @@ class SingleNote:
         """音符持续时间 ms"""
         self.track_no: int = track_number
         """音符所处的音轨"""
-        self.track_no: int = track_number
-        """音符所处的音轨"""
 
         self.percussive = (
             (is_percussion in PERCUSSION_INSTRUMENT_LIST)
@@ -89,31 +87,48 @@ class SingleNote:
         """是否为打击乐器"""
 
     @property
-    def inst(self):
+    def inst(self) -> int:
         """乐器编号"""
         return self.instrument
 
     @inst.setter
-    def inst(self, inst_):
+    def inst(self, inst_: int):
         self.instrument = inst_
 
     @property
-    def pitch(self):
+    def pitch(self) -> int:
         """音符编号"""
         return self.note
 
-    def __str__(self):
-        return "{}Note(Instrument = {}, {}Velocity = {}, StartTime = {}, Duration = {},)".format(
+    @property
+    def get_mc_pitch(self) -> float:
+        self.mc_sound_ID, _X = (
+            perc_inst_to_soundID_withX(self.inst)
+            if self.percussive
+            else inst_to_souldID_withX(self.inst)
+        )
+        return -1 if self.percussive else 2 ** ((self.note - 60 - _X) / 12)
+
+    def __str__(self, is_track: bool = False):
+        return "{}Note(Instrument = {}, {}Velocity = {}, StartTime = {}, Duration = {}{})".format(
             "Percussive" if self.percussive else "",
             self.inst,
             "" if self.percussive else "Pitch = {}, ".format(self.pitch),
             self.start_time,
             self.duration,
+            ", Track = {}".format(self.track_no) if is_track else "",
         )
 
     def __tuple__(self):
         return (
-            (self.percussive, self.inst, self.velocity, self.start_time, self.duration)
+            (
+                self.percussive,
+                self.inst,
+                self.velocity,
+                self.start_time,
+                self.duration,
+                self.track_no,
+            )
             if self.percussive
             else (
                 self.percussive,
@@ -122,6 +137,7 @@ class SingleNote:
                 self.velocity,
                 self.start_time,
                 self.duration,
+                self.track_no,
             )
         )
 
@@ -133,6 +149,7 @@ class SingleNote:
                 "Velocity": self.velocity,
                 "StartTime": self.start_time,
                 "Duration": self.duration,
+                "Track": self.track_no,
             }
             if self.percussive
             else {
@@ -142,6 +159,7 @@ class SingleNote:
                 "Velocity": self.velocity,
                 "StartTime": self.start_time,
                 "Duration": self.duration,
+                "Track": self.track_no,
             }
         )
 
@@ -165,14 +183,13 @@ class SingleNote:
 
         # delaytime_now = round(self.start_time / float(speed) / 50)
         self.mc_pitch = "" if self.percussive else 2 ** ((self.note - 60 - _X) / 12)
-        self.mc_distance_volume = 128 / volume_percentage / self.velocity + (
-            1 if self.percussive else self.velocity / 32
-        )
+
+        self.mc_distance_volume = volume2distance(self.velocity * volume_percentage)
 
         return "playsound {} @s ^ ^ ^{} {} {}".format(
             self.mc_sound_ID,
             self.mc_distance_volume,
-            self.velocity / 128,
+            volume_percentage,
             self.mc_pitch,
         )
 

Musicreater/types.py

@@ -58,7 +58,7 @@ ChannelType = Dict[
     ],
 ]
 """
-以字典所标记的频道信息类型（即将弃用）
+以字典所标记的频道信息类型（已弃用）
 
 Dict[int,Dict[int,List[Union[Tuple[Literal["PgmC"], int, int],Tuple[Literal["NoteS"], int, int, int],Tuple[Literal["NoteE"], int, int],]],],]
 """

Musicreater/utils.py

@@ -15,6 +15,8 @@ Terms & Conditions: License.md in the root directory
 # Email TriM-Organization@hotmail.com
 # 若需转载或借鉴 许可声明请查看仓库目录下的 License.md
 
+import math
+
 from .constants import PERCUSSION_INSTRUMENT_TABLE, PITCHED_INSTRUMENT_TABLE
 from typing import Any, Dict, Tuple
 
@@ -89,3 +91,29 @@ def perc_inst_to_soundID_withX(instrumentID: int) -> Tuple[str, int]:
 
     # 明明已经走了
     # 凭什么还要在我心里留下缠绵缱绻
+
+
+def volume2distance(vol: float) -> float:
+    """
+    midi力度值拟合成的距离函数
+
+    Parameters
+    ----------
+    vol: int
+        midi音符力度值
+
+    Returns
+    -------
+    float播放中心到玩家的距离
+    """
+    return (
+        -8.081720684086314
+        * math.log(
+            vol + 14.579508825070013,
+        )
+        + 37.65806375944386
+        if vol < 60.64
+        else 0.2721359356095803 * ((vol + 2592.272889454798) ** 1.358571233418649)
+        + -6.313841334963396 * (vol + 2592.272889454798)
+        + 4558.496367823575
+    )

example_futureFunction.py

@@ -1,13 +1,13 @@
 import Musicreater.experiment
 import Musicreater.plugin
-import Musicreater.plugin.addonpack
+import Musicreater.plugin.mcstructfile
 
 print(
-    Musicreater.plugin.addonpack.to_addon_pack_in_delay(
-        Musicreater.experiment.FutureMidiConvertM4.from_midi_file(input("midi路径:"), old_exe_format=False),
-        Musicreater.plugin.ConvertConfig(
-            input("输出路径:"),
-            volume=1
+    Musicreater.plugin.mcstructfile.to_mcstructure_file_in_delay(
+        Musicreater.experiment.FutureMidiConvertM4.from_midi_file(
+            input("midi路径:"), old_exe_format=False
         ),
+        Musicreater.plugin.ConvertConfig(input("输出路径:"), volume=1),
+        max_height=32,
     )
 )

example_mcstructure.py

@@ -6,5 +6,6 @@ print(
     Musicreater.plugin.mcstructfile.to_mcstructure_file_in_delay(
         Musicreater.MidiConvert.from_midi_file(input("midi路径:"), old_exe_format=False),
         Musicreater.plugin.ConvertConfig(input("输出路径:"), volume=1),
+        max_height=32,
     )
 )

resources/test/volumn_function_fit.py

@@ -0,0 +1,42 @@
+import numpy as np
+from scipy.optimize import curve_fit
+import matplotlib.pyplot as plt
+
+
+def q_function1(x, a, a2, c1,):
+    return a * np.log( x + a2,)+ c1
+
+def q_function2(x, b, b2, b3, b4, c2):
+    return b * ((x + b2) ** b3) + b4 * (x+b2) + c2
+
+
+x_data = np.array([0, 16, 32, 48, 64, 80, 96, 112, 128])
+y_data = np.array([16, 10, 6.75, 4, 2.5, 1.6, 0.8, 0.3, 0])
+
+
+p_est1, err_est1 = curve_fit(q_function1, x_data[:5], y_data[:5], maxfev=1000000)
+p_est2, err_est2 = curve_fit(q_function2, x_data[4:], y_data[4:], maxfev=1000000)
+
+
+print(q_function1(x_data[:5], *p_est1))
+print(q_function2(x_data[4:], *p_est2))
+
+print("参数一：",*p_est1)
+print("参数二：",*p_est2)
+
+# 绘制图像
+plt.plot(
+    np.arange(0, 64.1, 0.1), q_function1(np.arange(0, 64.1, 0.1), *p_est1), label=r"FIT1"
+)
+plt.plot(
+    np.arange(64, 128.1, 0.1), q_function2(np.arange(64, 128.1, 0.1), *p_est2), label=r"FIT2"
+)
+
+
+plt.scatter(x_data, y_data, color="red")  # 标记给定的点
+# plt.xlabel('x')
+# plt.ylabel('y')
+plt.title("Function Fit")
+plt.legend()
+# plt.grid(True)
+plt.show()

resources/test/volumn_function_test.py

@@ -0,0 +1,36 @@
+import matplotlib.pyplot as plt
+import numpy as np
+
+# 定义对数函数
+def q_function1(vol):
+    # return -23.65060754864053*((x+508.2130392724084)**0.8433764630986903) + 7.257078620637543 * (x+407.86870598508153) + 1585.6201108739122
+    # return -58.863374003875954 *((x+12.41481943150274 )**0.9973316187745871 ) +57.92341268595151 * (x+ 13.391132186222036) +  -32.92986286030519
+    return  -8.081720684086314 * np.log( vol + 14.579508825070013,)+ 37.65806375944386 
+    
+    
+def q_function2(vol):
+    return 0.2721359356095803 * ((vol + 2592.272889454798) ** 1.358571233418649) + -6.313841334963396 * (vol + 2592.272889454798) + 4558.496367823575
+
+# 生成 x 值
+x_values = np.linspace(0, 128, 1000)
+
+
+x_data = np.array([0,16,32,48,64,80,96,112,128])
+y_data = np.array([16, 10, 6.75, 4, 2.5, 1.6, 0.8, 0.3, 0])
+
+
+print(q_function1(x_data))
+print(q_function2(x_data))
+
+# 绘制图像
+plt.plot(x_values, q_function1(x_values,),label = "fit1")
+plt.plot(x_values, q_function2(x_values,),label = "fit2")
+plt.scatter(x_data, y_data, color='red')  # 标记给定的点
+# plt.scatter(x_data, y_data2, color='green')  # 标记给定的点
+# plt.scatter(x_data, y_data3, color='blue')  # 标记给定的点
+plt.xlabel('x')
+plt.ylabel('y')
+plt.title('Function')
+plt.legend()
+plt.grid(True)
+plt.show()