写在最前
不再维护，新的真正的Numahk库即将发布
终于还是把Sinet库最核心的东西提取了出来，Numahk库(Sinet库里叫Numpy)，这个库依赖关系相对比较复杂，我陆陆续续会把解析贴在这个版面，现在先把整体代码贴出来。这个库的使用完全对等Python的Numpy，只是函数相对不够完善。具体使用后续会添加，迫切想知道怎么用的可以去看我的Sinet库更新日志。
***项目预告，我后续会就人工智能的机器学习模块开展一个项目（也不知道可以做到什么程度），这个库是完成这个项目的核心之一。
更新时间：2022.8.5 修复若干问题，引入依赖库。
Numahk食用说明
1.使用前建议了解一下Python的Numpy库，这个的基础思路就是建立在Numpy之上。
2.对于四则运算有八个特殊函数，使用时也会有一些注意事项。这里建议看Sinet库的更新日志，有较为详尽的介绍。
完整代码及注意事项
***注意：ntladd中的地址是你的ntl.dll的地址，Numahk库需要依赖较为精确的计算，因此将NTLCalc引入。
***注意：这个完整代码里包含了List类，因此请不要将Sinet库的List篇里的代码和这个贴在一起。
ntladd := "C:\Users\HP\Desktop\AI\Supervised Learning\ntl.dll"
Class Numahk
{
Static Abs(NDArray)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := Abs(NDArray[i*])
Return NDArray
}
Static Add(NDArray, Number := 0)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] += Number
Return NDArray
}
Static Arange(Num*)
{
if Num.Length == 1
New_NDArray := Range(0, Num[1])
else if Num.Length == 2
New_NDArray := Range(Num[1], Num[2])
else
New_NDArray := Range(Num[1], Num[2], Num[3])
Return Numahk.array(New_NDArray)
}
Static Argmax(NDArray, Axis := "axis=-1")
{
if Instr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := NDArray.ndim - 1
if NDArray.ndim == 1
{
max_index := 0
max_num := NDArray.array[0]
For i in NDArray.array
{
if i > max_num
{
max_num := i
max_index := A_Index - 1
}
}
Return max_index
}
else
{
Lst_Res := List()
Lst_Pos := List()
Loop NDArray.ndim
{
if Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.ArgMax(Numahk.array(NDArray[i*])))
Lst_Res := Numahk.array(Lst_Res)
NDArray.shape.RemoveAt(Axis + 1)
Lst_Res.reshape(NDArray.shape*)
Return Numahk.ToList(Lst_Res)
}
}
Static ArgSort(Lst, Axis := "axis=-1")
{
if Type(Lst) !== "Numahk.NDArray"
New_NDArray := Numahk.array(Lst)
else
New_NDArray := Lst.Copy()
if Instr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := New_NDArray.ndim - 1
if New_NDArray.ndim == 1
Return Numahk.ToList(Numahk.DulSort(New_NDArray, Range(New_NDArray.array.Length)))
else
{
Lst_Res := List()
Lst_Pos := List()
Loop New_NDArray.ndim
{
if Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(New_NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.ToList(Numahk.DulSort(New_NDArray[i*], Range(New_NDArray[i*].Length))))
Lst_Res := Numahk.array(Lst_Res)
New_NDArray.shape.RemoveAt(Axis + 1)
Lst_Res.reshape(New_NDArray.shape*)
if Axis !== New_NDArray.ndim - 1
Lst_Res.Transpose()
Return Numahk.ToList(Lst_Res)
}
}
Static Array(Lst)
{
Return Numahk.NDArray(Lst)
}
Static C_(NDArray*)
{
Lst_Res := List()
For i in NDArray
{
if Type(i) == "String"
NDArray[A_Index] := List(List(StrSplit(i, "")*))
else if ListIn(["Integer", "Float"], Type(i)) !== "Not Found"
NDArray[A_Index] := List(List(i))
else if Type(i) == "Numahk.NDArray"
NDArray[A_Index] := Numahk.tolist(i)
}
Loop NDArray[1].Length
{
Temp := List()
index := A_Index - 1
Loop NDArray.Length
Temp.Extend(NDArray[A_Index][index])
Lst_Res.Append(Temp)
}
Return Lst_Res
}
Static Cmp(NDArray1, NDArray2)
{
Lst_Pos := NDArray1.shape.Clone()
Lst_Res := Numahk.Zeros_Like(NDArray1)
For i in Lst_Pos
Lst_Pos[A_Index - 1] := Range(i)
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
{
if NDArray1[i*] == NDArray2[i*]
Lst_Res[i*] := 1
}
Return Lst_Res
}
Static Div(NDArray, Number := 1)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] /= Number
Return NDArray
}
Static Divide(NDArray*)
{
New_Pos := []
For i in NDArray[1].shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
{
Loop NDArray.Length - 1
NDArray[1][i*] /= NDArray[A_Index + 1][i*]
}
Return NDArray[1]
}
Static Dot(NDArray*)
{
Temp := NDArray.RemoveAt(1).Copy()
if !NDArray.Length
Return Temp
if NDArray.Length == 1
{
Temp2 := NDArray.RemoveAt(1).Copy()
Temp3 := Numahk.Zeros(List(Temp.Shape[0], Temp2.Shape[1]))
For i in xrange(Temp.Shape[0])
{
For j in xrange(Temp2.Shape[1])
{
Sum := 0
For k in xrange(Temp.Shape[1])
Sum += Temp[i, k] * Temp2[k, j]
Temp3[i, j] := Round(Sum, 10)
}
}
Return Temp3
}
else
{
Temp2 := Numahk.Dot(Temp, NDArray.RemoveAt(1).Copy())
Return Numahk.Dot(Temp2, NDArray*)
}
}
Static DulSort(NDArray, CNDArray)
{
if Type(NDArray) !== "Numahk.NDArray"
NDArray := Numahk.array(NDArray)
if Type(CNDArray) !== "Numahk.NDArray"
CNDArray := Numahk.array(CNDArray)
For i in XRange(NDArray.array.Length)
{
For j in XRange(i + 1, NDArray.array.Length)
{
if NDArray[i] > NDArray[j]
{
Temp := NDArray[i]
NDArray[i] := NDArray[j]
NDArray[j] := Temp
Temp := CNDArray[i]
CNDArray[i] := CNDArray[j]
CNDArray[j] := Temp
}
}
}
Return CNDArray
}
Static Empty(Shape)
{
Return Numahk.Zeros(Shape)
}
Static Equal(NDArray1, NDArray2)
{
New_Pos := []
NDArray := Numahk.Zeros(NDArray1.Shape)
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := (NDArray1[i*] == NDArray2[i*])
Return NDArray
}
Static Exp(NDArray)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := Math.Exp(NDArray[i*])
Return NDArray
}
Static Flip(NDArray, Axis := -1)
{
}
Static Greater(NDArray1, NDArray2)
{
New_Pos := []
NDArray := Numahk.Zeros(NDArray1.Shape)
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := (NDArray1[i*] > NDArray2[i*])
Return NDArray
}
Static Greater_Equal(NDArray1, NDArray2)
{
New_Pos := []
NDArray := Numahk.Zeros(NDArray1.Shape)
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := (NDArray1[i*] >= NDArray2[i*])
Return NDArray
}
Static Less(NDArray1, NDArray2)
{
New_Pos := []
NDArray := Numahk.Zeros(NDArray1.Shape)
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := (NDArray1[i*] < NDArray2[i*])
Return NDArray
}
Static Less_Equal(NDArray1, NDArray2)
{
New_Pos := []
NDArray := Numahk.Zeros(NDArray1.Shape)
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := (NDArray1[i*] <= NDArray2[i*])
Return NDArray
}
Static Linspace(Stop, Start := 0, Num := 1, Endpoint := True, Swap := -1)
{
if Start && Swap == -1
{
Temp := Stop
Stop := Start
Start := Temp
}
if Endpoint
Num -= 1
Step := (Stop - Start) / Num
if Endpoint
Stop += Step
Return Numahk.array(Range(Start, Stop, Step))
}
Static Linspaces(Param*)
{
Temp :=
{
Start : 0,
Stop : 1,
Num : 11,
Endpoint : True
}
For i in Param
{
Lst_i := StrSplit(i, "=")
if ListIn(Temp, StrTitle(Trim(Lst_i[1]))) !== "Not Found"
{
if StrTitle(Trim(Lst_i[2])) == "False"
Lst_i[2] := False
else if StrTitle(Trim(Lst_i[2])) == "True"
Lst_i[2] := True
Temp.%StrTitle(Trim(Lst_i[1]))% := Trim(Lst_i[2])
}
}
if Temp.Endpoint
Temp.Num -= 1
Step := (Temp.Stop - Temp.Start) / Temp.Num
if Temp.Endpoint
Temp.Stop += Step
Return Numahk.array(Range(Temp.Start, Temp.Stop, Step))
}
Static Log(NDArray)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := Math.Log(NDArray[i*])
Return NDArray
}
Static Log10(NDArray)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := Math.Log10(NDArray[i*])
Return NDArray
}
Static Max(NDArray)
{
New_Pos := []
Max_Num := "None"
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
{
if Max_Num !== "None"
Max_Num := (NDArray[i*] > Max_Num) ? NDArray[i*] : Max_Num
else
Max_Num := NDArray[i*]
}
Return Max_Num
}
Static Mean(NDArray, Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := NDArray.ndim - 1
if NDArray.ndim == 1
{
sum := 0
For i in NDArray.array
sum += i
Return sum / NDArray.array.Length
}
else
{
Lst_Res := List()
Lst_Pos := List()
Loop NDArray.ndim
{
if Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.Mean(Numahk.array(NDArray[i*])))
Lst_Res := Numahk.array(Lst_Res)
NDArray.shape.RemoveAt(Axis + 1)
Lst_Res.reshape(NDArray.shape*)
Return Lst_Res
}
}
Static Min(NDArray)
{
New_Pos := []
Min_Num := "None"
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
{
if Min_Num !== "None"
Min_Num := (NDArray[i*] < Min_Num) ? NDArray[i*] : Min_Num
else
Min_Num := NDArray[i*]
}
Return Min_Num
}
Static Mul(NDArray, Number := 1)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] *= Number
Return NDArray
}
Static Multiple(NDArray*)
{
New_Pos := []
For i in NDArray[1].shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
{
Loop NDArray.Length - 1
NDArray[1][i*] *= NDArray[A_Index + 1][i*]
}
Return NDArray[1]
}
Static Not_Equal(NDArray1, NDArray2)
{
New_Pos := []
NDArray := Numahk.Zeros(NDArray1.Shape)
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := (NDArray1[i*] !== NDArray2[i*])
Return NDArray
}
Static Numbers(Shape, Number := 1)
{
Res_Lst := List()
Res_Lst.Append(Number)
Loop Shape.Length
{
Res_Lst.multiple(Shape[-A_Index])
if A_Index !== Shape.Length
{
temp := List()
temp.Append(Res_Lst)
Res_Lst := temp
}
}
Res_Lst := Numahk.array(Res_Lst)
Return Res_Lst
}
Static Offset(NDArray, Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := NDArray.ndim - 1
if NDArray.ndim == 1
{
sum := 0
For i in NDArray.array
sum += i
avg := sum / NDArray.array.Length
sum := 0
For i in NDArray.array
sum += (i - avg) ** 2
Return sum
}
else
{
Lst_Res := List()
Lst_Pos := List()
Loop NDArray.ndim
{
if Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.Offset(Numahk.array(NDArray[i*])))
Lst_Res := Numahk.array(Lst_Res)
NDArray.shape.RemoveAt(Axis + 1)
Lst_Res.reshape(NDArray.shape*)
Return Lst_Res
}
}
Static Ones(Shape)
{
Res_Lst := List()
Res_Lst.Append(1)
Loop Shape.Length
{
Res_Lst.multiple(Shape[-A_Index])
if A_Index !== Shape.Length
{
temp := List()
temp.Append(Res_Lst)
Res_Lst := temp
}
}
Res_Lst := Numahk.array(Res_Lst)
Return Res_Lst
}
Static Plus(NDArray*)
{
New_Pos := []
For i in NDArray[1].shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
{
Loop NDArray.Length - 1
NDArray[1][i*] += NDArray[A_Index + 1][i*]
}
Return NDArray[1]
}
Static Pow(NDArray, Number*)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := Math.Pow(NDArray[i*], Number*)
Return NDArray
}
Static R_(NDArray*)
{
Lst_Res := List()
For i in NDArray
{
if Type(i) == "String"
NDArray[A_Index] := List(StrSplit(i, "")*)
else if ListIn(["Integer", "Float"], Type(i)) !== "Not Found"
NDArray[A_Index] := List(i)
else if Type(i) == "Numahk.NDArray"
NDArray[A_Index] := Numahk.tolist(i)
}
Loop NDArray.Length
Lst_Res.Extend(NDArray[A_Index])
Return Lst_Res
}
Static Reshape(Lst, Shape)
{
Mul := 1
Shape := List(Shape*)
Lst_Temp := List()
Lst_Temp2 := List()
Summary := ToString(Lst)
Summary := StrReplace(Summary, '"')
Summary := StrReplace(Summary, "[")
Summary := StrReplace(Summary, "]")
Lst_Summary := StrSplit(Summary, ",")
Loop Shape.Length
Mul *= Shape[A_Index - 1]
Loop Shape.Length
{
Last := Shape.Pop()
Mul //= Last
Loop Mul
{
Loop Last
Lst_Temp2.Append(Lst_Summary.RemoveAt(1))
Lst_Temp.Append(Lst_Temp2)
Lst_Temp2 := List()
}
Lst_Summary := Lst_Temp.Clone()
Lst_Temp := List()
}
Return Lst_Summary[0]
}
Static Size(NDArray, Number := -1)
{
if Number < 0
Return NDArray.size
else
Return NDArray.shape[Number]
}
Static Sort(NDArray)
{
Lst_NDArray := NDArray.Ravel()
For i in XRange(Lst_NDArray.array.Length)
{
For j in XRange(i + 1, Lst_NDArray.array.Length)
{
if Lst_NDArray[i] > Lst_NDArray[j]
{
Temp := Lst_NDArray[i]
Lst_NDArray[i] := Lst_NDArray[j]
Lst_NDArray[j] := Temp
}
}
}
Return Lst_NDArray
}
Static Std(NDArray, Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := NDArray.ndim - 1
if NDArray.ndim == 1
{
sum := 0
For i in NDArray.array
sum += i
avg := sum / NDArray.array.Length
sum := 0
For i in NDArray.array
sum += (i - avg) ** 2
Return Math.Sqrt(sum / NDArray.array.Length)
}
else
{
Lst_Res := List()
Lst_Pos := List()
Loop NDArray.ndim
{
if Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.Std(Numahk.array(NDArray[i*])))
Lst_Res := Numahk.array(Lst_Res)
NDArray.shape.RemoveAt(Axis + 1)
Lst_Res.reshape(NDArray.shape*)
Return Lst_Res
}
}
Static Sqrt(NDArray)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] := Math.Sqrt(NDArray[i*])
Return NDArray
}
Static Sub(NDArray, Number := 0)
{
New_Pos := []
For i in NDArray.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
NDArray[i*] -= Number
Return NDArray
}
Static Subtract(NDArray*)
{
New_Pos := []
For i in NDArray[1].shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
{
Loop NDArray.Length - 1
NDArray[1][i*] -= NDArray[A_Index + 1][i*]
}
Return NDArray[1]
}
Static Sum(NDArray, Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
Return NDArray.Sum(Axis)
}
Static ToList(NDArray)
{
Temp := List()
For i in NDArray.shape
Temp.Append(Range(i))
Lst_Temp := Dynloop_Loop(Temp)
Temp := List()
For i in Lst_Temp
Temp.Append(NDArray[i*])
Return Numahk.Reshape(Temp, NDArray.shape)
}
Static ToNDArray(Lst)
{
Res_Lst := Numahk.NDArray()
Res_Lst.shape := List()
Res_Lst.size := 1
Lst_Type := ["Array", "List", "ComObjArray"]
if ListIn(Lst_Type, Type(Lst)) !== "Not Found"
{
For i in Lst
{
Res_i := Numahk.ToNDArray(i)
Res_Lst.array.Append(Res_i)
if Type(Res_i) !== "Numahk.NDArray"
Res_Lst.ndim := 1
else
Res_Lst.ndim := (Res_Lst.ndim < 1 + Res_i.ndim) ? (1 + Res_i.ndim) : Res_Lst.ndim
}
}
else
Return Lst
temp := Res_Lst.Clone()
Loop Res_Lst.ndim
{
Res_Lst.shape.Append(temp.array.Length)
Res_Lst.size *= temp.array.Length
if A_Index !== Res_Lst.ndim
temp := temp.array[0]
}
Return Res_Lst
}
Static Transpose(NDArray)
{
New_Shape := NDArray.shape.Clone()
New_Shape.Push(New_Shape.RemoveAt(1))
New_NDArray := Numahk.Zeros(New_Shape)
Pos_Old := List()
Pos_New := List()
Loop NDArray.Shape.Length
Pos_Old.Append(Range(0, NDArray.Shape[-A_Index]))
Pos_Old.reverse()
Pos_Old := Dynloop_Loop(Pos_Old)
For i in Pos_Old
{
k := i.Clone()
Temp := k.RemoveAt(1)
k.Push(Temp)
Pos_New.Append(k)
}
Loop Pos_Old.Length
New_NDArray[Pos_New[A_Index - 1]*] := NDArray[Pos_Old[A_Index - 1]*]
Return New_NDArray
}
Static Unique(NDArray)
{
Lst_Res := List()
For i in NDArray.array
{
if ListIn(Lst_Res, i) == "Not Found"
Lst_Res.Append(i)
}
Return Numahk.array(Lst_Res)
}
Static Var(NDArray, Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := NDArray.ndim - 1
if NDArray.ndim == 1
{
sum := 0
For i in NDArray.array
sum += i
avg := sum / NDArray.array.Length
sum := 0
For i in NDArray.array
sum += (i - avg) ** 2
Return sum / NDArray.array.Length
}
else
{
Lst_Res := List()
Lst_Pos := List()
Loop NDArray.ndim
{
if Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.Var(Numahk.array(NDArray[i*])))
Lst_Res := Numahk.array(Lst_Res)
NDArray.shape.RemoveAt(Axis + 1)
Lst_Res.reshape(NDArray.shape*)
Return Lst_Res
}
}
Static VStack(NDArray*)
{
if NDArray.Length == 1
NDArray := NDArray[1]
Lst_NDArray := List()
For i in NDArray
{
if Type(i) == "String"
i := List(StrSplit(i, "")*)
else if Type(i) == "Numahk.NDArray"
i := i.array
Lst_NDArray.Extend(i)
}
Return Numahk.array(Lst_NDArray)
}
Static Zeros(Shape)
{
if ListIn(["Integer", "String"], Type(Shape)) !== "Not Found"
Shape := [Shape]
Res_Lst := List()
Res_Lst.Append(0)
Loop Shape.Length
{
Res_Lst.multiple(Shape[-A_Index])
if A_Index !== Shape.Length
{
temp := List()
temp.Append(Res_Lst)
Res_Lst := temp
}
}
Res_Lst := Numahk.array(Res_Lst)
Return Res_Lst
}
Static Zeros_Like(NDArray)
{
Shape := NDArray.shape
Res_Lst := List()
Res_Lst.Append(0)
Loop Shape.Length
{
Res_Lst.multiple(Shape[-A_Index])
if A_Index !== Shape.Length
{
temp := List()
temp.Append(Res_Lst)
Res_Lst := temp
}
}
Res_Lst := Numahk.array(Res_Lst)
Return Res_Lst
}
Class Linalg
{
Static Inv(NDArray)
{
n := NDArray.Shape[0]
index := 0
NDArrayTemp := NDArray.Copy()
Zeros := Numahk.Zeros(NDArray.Shape)
For i in Zeros
{
i[index] := 1
index++
}
For k in range(0, n - 1)
{
For i in range(k + 1, n)
{
m := NDArrayTemp[i, k] / NDArrayTemp[k, k]
For j in range(0, n)
{
NDArrayTemp[i, j] := NDArrayTemp[i, j] - m * NDArrayTemp[k, j]
Zeros[i, j] := Zeros[i, j] - m * Zeros[k, j]
}
}
}
For k in range(0, n - 1)
{
k := n - 1 - k
For i in range(0, k)
{
i := k - 1 - i
m := NDArrayTemp[i, k] / NDArrayTemp[k, k]
For j in range(0, n)
{
NDArrayTemp[i, j] := NDArrayTemp[i, j] - m * NDArrayTemp[k, j]
Zeros[i, j] := Zeros[i, j] - m * Zeros[k, j]
}
}
}
For i in range(0, n)
{
For j in range(0, n)
Zeros[i, j] := Zeros[i, j] / NDArrayTemp[i, i]
}
Return Zeros
}
Static Norm(NDArray, Param*)
{
Temp :=
{
Ord : 2,
Axis : -1,
Keepdims : False
}
For i in Param
{
if InStr(i, "=")
{
if InStr(StrTitle(i), "Ord")
Temp.Ord := Trim(StrSplit(i, "=")[2])
if InStr(StrTitle(i), "Axis")
Temp.Axis := Trim(StrSplit(i, "=")[2])
if InStr(StrTitle(i), "Keepdims")
{
Temp.Keepdims := Trim(StrSplit(i, "=")[2])
Temp.Keepdims := (i == "True") ? True : False
}
}
}
if Temp.Axis == -1
Temp.Axis := NDArray.ndim - 1
if NDArray.ndim == 1
Return Numahk.Linalg.OrdCalc(NDArray.array, Temp.Ord)
else
{
Lst_Res := List()
Lst_Pos := List()
Loop NDArray.ndim
{
if Temp.Axis == A_Index - 1
Lst_Pos.Append([":"])
else
Lst_Pos.Append(Range(NDArray.Shape[A_Index - 1]))
}
Lst_Pos := Dynloop_Loop(Lst_Pos)
For i in Lst_Pos
Lst_Res.Append(Numahk.Linalg.OrdCalc(Numahk.array(NDArray[i*]).array, Temp.Ord))
Lst_Res := Numahk.array(Lst_Res)
NDArray.shape.RemoveAt(Temp.Axis + 1)
Lst_Res.reshape(NDArray.shape*)
Return Numahk.ToList(Lst_Res)
}
}
Static OrdCalc(Lst, Type := 2)
{
Res := 0
if Type == 1
{
For i in Lst
Res += Math.Abs(i)
}
else if Type == 2
{
For i in Lst
Res += Math.Pow(i, 2)
Res := Math.Sqrt(Res)
}
else if Type == "np.inf"
{
max_num := Lst[-Lst.Length]
For i in Lst
{
if i > max_num
max_num := i
}
Res := max_num
}
Return Res
}
Static Slogdet(NDArray)
{
n := NDArray.Shape[0]
index := 0
NDArrayTemp := NDArray.Copy()
For k in range(0, n - 1)
{
For i in range(k + 1, n)
{
m := NDArrayTemp[i, k] / NDArrayTemp[k, k]
For j in range(0, n)
NDArrayTemp[i, j] := NDArrayTemp[i, j] - m * NDArrayTemp[k, j]
}
}
Res := 1
For i in range(0, n)
Res *= NDArrayTemp[i, i]
Sign := (Res < 0) ? -1 : 1
Res := Res / Sign
Return List(Sign, Math.Log(Res))
}
Static Solve(NDArray1, NDArray2)
{
Return Numahk.Dot(Numahk.Linalg.Inv(NDArray1), NDarray2)
}
}
Class NDArray Extends List
{
__New(Lst*)
{
For i in Lst
Lst := i
this.ndim := 1
this.array := List()
this.shape := List()
this.size := 1
For i in Lst
{
Res_i := Numahk.ToNDArray(i)
this.array.Append(Res_i)
if Type(Res_i) == "Numahk.NDArray"
this.ndim := (this.ndim < 1 + Res_i.ndim) ? (1 + Res_i.ndim) : this.ndim
}
temp := this.Clone()
Loop this.ndim
{
this.shape.Append(temp.array.Length)
this.size *= temp.array.Length
if A_Index !== this.ndim
temp := temp.array[0]
}
}
__Enum(Number)
{
Index := this.array.Length
Return Fn
Fn(&idx := 0, &value := 0)
{
if IsSet(value)
{
Try
{
idx := this.array[this.array.Length - Index]
Return Index-- >= 0
}
Catch
Return 0
}
else
{
Try
{
idx := this.array.Length - Index
value := this.array[this.array.Length - Index]
Return Index-- >= 0
}
Catch
Return 0
}
}
}
__Item[Param*]
{
Get => (this.GetElement(Param).array.Length > 1) ? this.GetElement(Param).array : this.GetElement(Param).array[0]
Set => this.SetElement(Param, Value)
}
Add(Number := 0)
{
New_Pos := []
For i in this.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
this[i*] += Number
}
Copy()
{
New_NDArray := this.ravel()
New_NDArray.reshape(this.shape*)
Return New_NDArray
}
Div(Number := 1)
{
New_Pos := []
For i in this.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
this[i*] /= Number
}
GetElement(Param)
{
TempArray := this.Clone()
Lst_Range := List()
Get_Element := List()
For i in Param
{
Lst_i := StrSplit(i, ":")
if Lst_i.Length < 2
{
Temp := List()
Temp.Append(Integer(Lst_i[1]))
Lst_Range.Append(Temp)
}
else if Lst_i.Length == 2
{
Lst_i[1] := (Lst_i[1] == "") ? 0 : Lst_i[1]
Lst_i[2] := (Lst_i[2] == "") ? this.shape[A_Index - 1] : Lst_i[2]
Lst_Range.Append(Range(Integer(Lst_i[1]), Integer(Lst_i[2])))
}
else
{
Lst_i[1] := (Lst_i[1] == "") ? 0 : Lst_i[1]
Lst_i[2] := (Lst_i[2] == "") ? this.shape[A_Index - 1] : Lst_i[2]
Lst_Range.Append(Range(Integer(Lst_i[1]), Integer(Lst_i[2]), Integer(Lst_i[3])))
}
}
Temp := Dynloop_Loop(Lst_Range)
Loop Temp.Length
{
index := A_Index - 1
Lst_Temp := TempArray.Clone()
Loop Lst_Range.Length
Lst_Temp := Lst_Temp.array[Temp[index][A_Index - 1]]
Get_Element.Append(Lst_Temp)
}
Return Numahk.ToNDArray(Get_Element)
}
Mean(Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
if Axis == -1
Axis := this.ndim - 1
Return Numahk.Mean(this, Axis)
}
Mul(Number := 1)
{
New_Pos := []
For i in this.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
this[i*] *= Number
}
Ravel()
{
New_NDArray := []
Summary := ToString(this)
Summary := StrReplace(Summary, '"')
Summary := StrReplace(Summary, "[")
Summary := StrReplace(Summary, "]")
Lst_Summary := StrSplit(Summary, ",")
Loop Lst_Summary.Length
New_NDArray.Push(Lst_Summary[A_Index])
Return Numahk.array(New_NDArray)
}
Reshape(Shape*)
{
if ListIn(["Integer", "Float", "String"], Type(Shape[1])) == "Not Found"
Shape := Shape[1]
Shape := List(Shape*)
Mul := 1
index := -1
For i in Shape
{
if i == -1
index := A_Index - 1
else
Mul *= Shape[A_Index - 1]
}
if index !== -1
Shape[index] := this.size // Mul
Mul := 1
Loop Shape.Length
Mul *= Shape[A_Index - 1]
if Mul == this.size
{
Num := ToString(this)
Num := StrReplace(Num, '"')
Num := StrReplace(Num, "[")
Num := StrReplace(Num, "]")
Lst_Num := StrSplit(Num, ",")
Lst_Temp := []
Lst_Temp2 := []
Loop Shape.Length
{
Last := Shape.Pop()
Mul //= Last
Loop Mul
{
Loop Last
Lst_Temp2.Push(Lst_Num.RemoveAt(1))
Lst_Temp.Push(Lst_Temp2)
Lst_Temp2 := []
}
Lst_Num := Lst_Temp.Clone()
Lst_Temp := []
}
ReshapeArray := Numahk.array(Lst_Num*)
this.ndim := ReshapeArray.ndim
this.array := ReshapeArray.array
this.shape := ReshapeArray.shape
this.size := ReshapeArray.size
}
Return this
}
SetElement(Param, Value)
{
TempArray := this.Clone()
Lst_Range := List()
Get_Element := List()
For i in Param
{
Lst_i := StrSplit(i, ":")
if Lst_i.Length < 2
{
Temp := List()
Temp.Append(Integer(Lst_i[1]))
Lst_Range.Append(Temp)
}
else if Lst_i.Length == 2
{
Lst_i[1] := (Lst_i[1] == "") ? 0 : Lst_i[1]
Lst_i[2] := (Lst_i[2] == "") ? this.shape[A_Index - 1] : Lst_i[2]
Lst_Range.Append(Range(Integer(Lst_i[1]), Integer(Lst_i[2])))
}
else
{
Lst_i[1] := (Lst_i[1] == "") ? 0 : Lst_i[1]
Lst_i[2] := (Lst_i[2] == "") ? this.shape[A_Index - 1] : Lst_i[2]
Lst_Range.Append(Range(Integer(Lst_i[1]), Integer(Lst_i[2]), Integer(Lst_i[3])))
}
}
Temp := Dynloop_Loop(Lst_Range)
For i in Temp
this.SetSingleElement(i, Value)
}
SetSingleElement(Param, Value)
{
Temp := this.array
Loop Param.Length - 1
{
Temp2 := Temp[Integer(Param[A_Index - 1])].array
Temp := Temp2
}
if ListIn(["Integer", "String", "Float", "Numahk.NDArray"], Type(Value)) == "Not Found"
Temp[Integer(Param[Param.Length - 1])] := Numahk.array([Value]*)
else
Temp[Integer(Param[Param.Length - 1])] := Value
}
Sqrt()
{
New_Pos := []
For i in this.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
this[i*] := Math.Sqrt(this[i*])
}
Sub(Number := 0)
{
New_Pos := []
For i in this.shape
New_Pos.Push(Range(0, i))
New_Pos := Dynloop_Loop(New_Pos)
For i in New_Pos
this[i*] -= Number
}
Sum(Axis := "axis=-1")
{
if InStr(Axis, "=")
Axis := Trim(StrSplit(Axis, "=")[2])
New_NDArray := []
if Axis == -1
{
Summary := ToString(this)
Summary := StrReplace(Summary, '"')
Summary := StrReplace(Summary, "[")
Summary := StrReplace(Summary, "]")
Lst_Summary := StrSplit(Summary, ",")
Summary := 0
Loop Lst_Summary.Length
Summary += Lst_Summary[A_Index]
Return Summary
}
else if Axis == 0
{
Loop this.array.Length
New_NDArray.Push(this.array[A_Index - 1])
if Type(New_NDArray[1]) == "Numahk.NDArray"
Return Numahk.Plus(New_NDArray*)
else
{
Summary := 0
Loop New_NDArray.Length
Summary += New_NDArray[A_Index]
Return Summary
}
}
else
{
Loop this.array.Length
New_NDArray.Push(this.array[A_Index - 1].Sum(Axis - 1))
Return Numahk.array(New_NDArray)
}
}
Transpose()
{
New_NDArray := Numahk.Transpose(this)
this.ndim := New_NDArray.ndim
this.array := New_NDArray.array
this.shape := New_NDArray.shape
this.size := New_NDArray.size
Return this
}
}
Class Random
{
Static Rand(Shape*)
{
New_NDArray := []
if Shape.Length == 1
{
Loop Shape[-1]
New_NDArray.Push(Random.Random())
Return Numahk.ToList(Numahk.array(New_NDArray))
}
else
{
Temp := Shape.Clone()
Loop_Times := Temp.RemoveAt(1)
Shape := Temp.Clone()
Loop Loop_Times
New_NDArray.Push(Numahk.Random.Rand(Shape*))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
}
Static Randf(Start, Stop, Shape)
{
New_NDArray := []
if Shape.Length == 1
{
Loop Shape[-1]
New_NDArray.Push(Random.Random(Start, Float(Stop)))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
else
{
Temp := Shape.Clone()
Loop_Times := Temp.RemoveAt(1)
Shape := Temp.Clone()
Loop Loop_Times
New_NDArray.Push(Numahk.Random.Randf(Start, Stop, Shape))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
}
Static Randi(Start, Stop, Shape)
{
New_NDArray := []
if Shape.Length == 1
{
Loop Shape[-1]
New_NDArray.Push(Integer(Random.Random(Start, Stop - 1)))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
else
{
Temp := Shape.Clone()
Loop_Times := Temp.RemoveAt(1)
Shape := Temp.Clone()
Loop Loop_Times
New_NDArray.Push(Numahk.Random.Randi(Start, Stop ,Shape))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
}
Static Randint(Stop, Start := 0, Size := "size=1", Swap := -1)
{
if Swap == -1 && Start
{
Temp := Stop
Stop := Start
Start := Temp
}
New_Shape := []
if InStr(Size, "=")
Size := Trim(StrSplit(Size, "=")[2])
Lst_Size := StrSplit(Size, ",")
Loop Lst_Size.Length
{
Lst_Size[A_Index] := StrReplace(Lst_Size[A_Index], "(")
Lst_Size[A_Index] := StrReplace(Lst_Size[A_Index], ")")
Lst_Size[A_Index] := StrReplace(Lst_Size[A_Index], "[")
Lst_Size[A_Index] := StrReplace(Lst_Size[A_Index], "]")
New_Shape.Push(Lst_Size[A_Index])
}
Return Numahk.Random.Randi(Start, Stop, New_Shape)
}
Static Randn(Shape*)
{
New_NDArray := []
if Shape.Length == 1
{
New_NDArray.Push(Random.Randn(Shape[-1]))
Return Numahk.ToList(Numahk.array(New_NDArray*))
}
else
{
Temp := Shape.Clone()
Loop_Times := Temp.RemoveAt(1)
Shape := Temp.Clone()
Loop Loop_Times
New_NDArray.Push(Numahk.Random.Randn(Shape*))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
}
Static Random(Shape*)
{
New_NDArray := []
if ListIn(["Integer", "Float", "String"], Type(Shape[1])) == "Not Found"
Shape := Shape[1]
if Shape.Length == 1
{
Loop Shape[-1]
New_NDArray.Push(Random.Random())
Return Numahk.ToList(Numahk.array(New_NDArray))
}
else
{
Temp := Shape.Clone()
Loop_Times := Temp.RemoveAt(1)
Shape := Temp.Clone()
Loop Loop_Times
New_NDArray.Push(Numahk.Random.Random(Shape*))
Return Numahk.ToList(Numahk.array(New_NDArray))
}
}
}
}
Class Dict Extends Map
{
__Item[Key]
{
Get => Super[Key]
Set => Super[Key] := Value
}
Clear()
{
this.Clear()
}
Copy()
{
Return this.Clone()
}
Get(Key, Default := "None")
{
if this.Has(Key)
Return this[Key]
Return Default
}
HasKey(Key)
{
Return this.Has(Key)
}
Items()
{
Lst_Dict := List()
For i, Value in Dict
Lst_Dict.Append(List(i, Value))
Return Lst_Dict
}
Keys()
{
Lst_Dict := List()
For i, Value in this
Lst_Dict.Append(i)
Return Lst_Dict
}
Pop(Key, Default := "None")
{
Try
Return this.Delete(Key)
Catch
Return Default
}
PopItem()
{
Last_Key := ""
For i, Value in this
Last_Key := i
Lst_Last_Key := List()
Lst_Last_Key.Append(List(Last_Key, this.Delete(Last_Key)))
Return Lst_Last_Key
}
SetDefault(Key, Default := 0)
{
if this.Has(Key)
Return this[Key]
else
{
this[Key] := Default
Return Default
}
}
Str()
{
Return ToString(this)
}
Subtract(New_Dict)
{
Sub_Dict := Dict()
For i, Value in this
{
if !New_Dict.Has(i)
Sub_Dict[i] := Value
}
Return Sub_Dict
}
Update(New_Dict)
{
For i, Value in New_Dict
this[i] := Value
}
Values()
{
Lst_Dict := List()
For i, Value in this
Lst_Dict.Append(Value)
Return Lst_Dict
}
}
Class List Extends Array
{
NextIdx := 0
__Enum(Number)
{
Index := this.Length
Return Fn
Fn(&idx := 0, &value := 0)
{
if IsSet(value)
{
Try
{
idx := this[this.Length - Index]
Return Index-- >= 0
}
Catch
Return 0
}
else
{
Try
{
idx := this.Length - Index
value := this[this.Length - Index]
Return Index-- >= 0
}
Catch
Return 0
}
}
}
__Item[Index]
{
Get => this.GetMethod(Index)
Set => this.SetMethod(Index, Value)
}
Append(Object*)
{
Loop Object.Length
this.Push(Object[A_Index])
}
Count(Object)
{
Return_Count := 0
For i in this
{
if !ListCmp(i, Object)
Return_Count++
}
Return Return_Count
}
Extend(Extend_Lst*)
{
Loop Extend_Lst.Length
{
if Type(Extend_Lst[A_Index]) !== "Array" && Type(Extend_Lst[A_Index]) !== "List"
this.Push(Extend_Lst[A_Index])
else
{
For i in Extend_Lst[A_Index]
this.Push(i)
}
}
}
GetMethod(Index)
{
Try
Index := Integer(Index)
if Type(Index) == "Integer"
Return Super[this.Init(Index)]
else if InStr(Index, ":")
{
Lst_Res := List()
Lst_Index := StrSplit(Index, ":")
if !Trim(Lst_Index[1])
Lst_Index[1] := 0
if !Trim(Lst_Index[2])
Lst_Index[2] := this.Length
For i in XRange(Trim(Lst_Index[1]), Trim(Lst_Index[2]))
Lst_Res.Append(Super[this.Init(i)])
Return Lst_Res
}
}
Index(Object)
{
Flag := 0
Index := 0
For i in this
{
if !ListCmp(i, Object)
{
Flag := 1
Break
}
Index++
}
if !Flag
Index := -1
Return Index
}
Init(Index)
{
if Index >= 0
Index += 1
Return Index
}
Insert(Index, Object*)
{
this.InsertAt(this.Init(Index), Object*)
}
List(Lst*)
{
Return this.Plus(Lst*)
}
ListMap(Map)
{
Lst_Map := List()
if Type(Map) !== "Map" && Type(Map) !== "Dict"
Return "Illegal Input"
else
{
For i, Value in Map
Lst_Map.Append([i, Value])
Return Lst_Map
}
}
Max()
{
Return Max(this*)
}
Min()
{
Return Min(this*)
}
Multiple(Number)
{
Lst := this.Clone()
Loop Number - 1
{
For i in Lst
{
Try
{
this.Append(i.Clone())
Continue
}
Catch
Error := 1
this.Append(i)
}
}
}
Next()
{
if this.NextIdx <= 0
this.NextIdx := this.Length
Res := this[this.Length - this.NextIdx]
this.NextIdx--
Return Res
}
Plus(Lst*)
{
Loop Lst.Length
{
if Type(Lst[A_Index]) !== "Array" && Type(Lst[A_Index]) !== "List"
this.Append(Lst[A_Index])
else
{
For i in Lst[A_Index]
this.Append(i)
}
}
}
Pop(Index := -1)
{
if Index == -1 || Index >= this.Length
Return this.RemoveAt(-1)
else
Return this.RemoveAt(this.Init(Index))
}
Remove(Object*)
{
Loop Object.Length
{
Index := this.Index(Object[A_Index])
if Index != -1
this.Pop(Index)
}
}
Reverse()
{
Loop this.Length // 2
Swap(A_Index - 1, this.Length - A_Index, this)
}
SetMethod(Index, Value)
{
Try
Index := Integer(Index)
if Type(Index) == "Integer"
Super[this.Init(Index)] := Value
else if InStr(Index, ":")
{
Lst_Index := StrSplit(Index, ":")
if !Trim(Lst_Index[1])
Lst_Index[1] := 0
if !Trim(Lst_Index[2])
Lst_Index[2] := this.Length
For i in XRange(Trim(Lst_Index[1]), Trim(Lst_Index[2]))
Super[this.Init(i)] := Value
}
}
Title()
{
Loop this.Length
if Type(this[A_Index - 1]) == "String"
this[A_Index - 1] := StrTitle(this[A_Index - 1])
}
Static SortMap(Map)
{
if Type(Map) !== "Map" && Type(Map) !== "Dict"
Return "Illegal Input"
Lst_Map := this.ListMap(Map)
For i in XRange(0, Lst_Map.Length)
{
For j in XRange(0, Lst_Map.Length)
{
if Lst_Map[i][1] > Lst_Map[j][1]
Swap(i, j, Lst_Map)
}
}
Return Lst_Map
}
}
Class Math
{
Static Pi := NTLCalc("pi")
Static E := NTLCalc("e")
Static Abs(Number)
{
Return NTLCalc("abs(" Number ")")
}
Static ACos(Number)
{
Return ACos(Number)
}
Static ASin(Number)
{
Return ASin(Number)
}
Static ATan(Number)
{
Return ATan(Number)
}
Static ATan2(CoordinateX, CoordinateY)
{
if CoordinateX > 0
Return ATan(CoordinateY / CoordinateX)
else if CoordinateX < 0
{
if CoordinateY < 0
Return ATan(CoordinateY / CoordinateX) - Math.Pi
else
Return ATan(CoordinateY / CoordinateX) + Math.Pi
}
else
{
if CoordinateY > 0
Return Math.Pi / 2
else if CoordinateY < 0
Return -Math.Pi / 2
else
Return "Undefined"
}
}
Static Base(Text, Encoding, Target := 10)
{
Text := StrLower(Text)
Lst_Base := [2, 8, 10, 16]
if ListIn(Lst_Base, Encoding) == "Not Found" || ListIn(Lst_Base, Target) == "Not Found"
Return Text
if !ListCmp([Encoding, Target], [16, 10])
{
Map_Decode := Map()
Loop 10
Map_Decode[String(A_Index - 1)] := A_Index - 1
Map_Decode["a"] := 10
Map_Decode["b"] := 11
Map_Decode["c"] := 12
Map_Decode["d"] := 13
Map_Decode["e"] := 14
Map_Decode["f"] := 15
Lst_Text := StrSplit(Text, "")
Return_Num := 0
For i in Lst_Text
Return_Num += Math.Pow(16, Lst_Text.Length - A_Index) * Map_Decode[i]
Return Return_Num
}
else if Encoding == 10
{
Text := Integer(Text)
Return_Num := Math.ToBase(Text, Target)
if Target == 2
{
Res := Return_Num
Loop Mod(8 - Mod(StrLen(Res), 8), 8)
Return_Num := "0" Return_Num
}
Return Return_Num
}
else if !ListCmp([Encoding, Target], [2, 10])
{
Lst_Text := StrSplit(Text, "")
Return_Num := 0
For i in Lst_Text
Return_Num += Math.Pow(2, Lst_Text.Length - A_Index) * i
Return Return_Num
}
Return "Not Support."
}
Static Ceil(Number)
{
Return NTLCalc("ceil(" Number ")")
}
Static Cmp(Number1, Number2 := 0)
{
if Number1 < Number2
Return -1
else if Number1 == Number2
Return 0
else
Return 1
}
Static Combination(Population, Individual)
{
Result := 1
For j in XRange(0, Individual)
Result := NTLCalc(Result "*" (Population - j) "/" (j + 1))
Return Result
}
Static Cos(Number)
{
Return NTLCalc("cos(" Number ")")
}
Static Degrees(Number)
{
Return (Number / Math.Pi) * 180
}
Static Exp(Number)
{
Return NTLCalc("exp(" Number ")")
}
Static Factorial(Number)
{
a := List()
temp := 0
digit := 1
i := 2
j := 0
a.Push(1)
While i <= Number
{
num := 0
While j < digit
{
temp := a[j] * i + num
a[j] := Mod(temp, 10)
num := temp // 10
j++
}
j := 0
While(num)
{
a.Push(Mod(num, 10))
num //= 10
digit++
}
i++
}
Loop a.Length
Res .= a[-A_Index]
Return Res
}
Static Floor(Number)
{
Return NTLCalc("floor(" Number ")")
}
Static Hypot(CoordinateX, CoordinateY)
{
Return NTLCalc("sqrt(" CoordinateX "*" CoordinateX "+" CoordinateY "*" CoordinateY ")")
}
Static Log(Number, Bottom := "e")
{
if Bottom == "e"
Return NTLCalc("ln(" Number ")")
else
Return NTLCalc("log(" Number ")") / NTLCalc("log(" Bottom ")")
}
Static Log10(Number)
{
Return NTLCalc("log(" Number ")")
}
Static Max(Number*)
{
Lst_Number := Array()
Loop Number.Length
{
if Type(Number[A_Index]) == "Array"
{
index := A_Index
Loop Number[index].Length
Lst_Number.Push(Number[index][A_Index])
}
else
Lst_Number.Push(Number[A_Index])
}
Number := StrReplace(ToString(Lst_Number), "[")
Number := StrReplace(Number, "]")
Return NTLCalc("max(" Number ")")
}
Static Min(Number*)
{
Lst_Number := Array()
Loop Number.Length
{
if Type(Number[A_Index]) == "Array"
{
index := A_Index
Loop Number[index].Length
Lst_Number.Push(Number[index][A_Index])
}
else
Lst_Number.Push(Number[A_Index])
}
Number := StrReplace(ToString(Lst_Number), "[")
Number := StrReplace(Number, "]")
Return NTLCalc("min(" Number ")")
}
Static Modf(Number)
{
Sign := 1
if Number < 0
Sign := -1
Abs_Number := NTLCalc("abs(" Number ")")
Integer := NTLCalc("floor(" Abs_Number ")")
Fraction := Abs_Number - Integer
Return [Integer * Sign, Fraction * Sign]
}
Static Permutation(Population, Individual)
{
Result := 1
For j in XRange(0, Individual)
Result := NTLCalc(Result "*" (Population - j))
Return Result
}
Static Pow(Number*)
{
Pow_Result := Number[-1]
Loop Number.Length - 1
Pow_Result := Number[Number.Length - A_Index] ** Pow_Result
Return Pow_Result
}
Static Radians(Number)
{
Return (Number / 180) * Math.Pi
}
Static Round(Number, N := 0)
{
Return NTLCalc("round(" Number "," N ")")
}
Static Sin(Number)
{
Return NTLCalc("sin(" Number ")")
}
Static Sqrt(Number)
{
Return NTLCalc("sqrt(" Number ")")
}
Static Tan(Number)
{
Return NTLCalc("tan(" Number ")")
}
Static ToBase(Text, Target)
{
Res := (Text < Target ? "" : Math.ToBase(Text // Target, Target)) . ((Modify := Mod(Text, Target)) < 10 ? Modify : Chr(Modify + 55))
Return Res
}
}
Class NTLCalc
{
Static _ := DllCall("LoadLibrary", "Str", ntladd, "Ptr")
Static Call(Exp)
{
Switch (DllCall("ntl\Calc", "AStr", Exp, "Ptr*", &Val := 0, 'cdecl'))
{
Case 0: Return StrGet(Val, "CP0")
Case 1: Throw Error("ExpressionError")
Case 2: Throw ValueError("ParamCountError")
Case 3: Throw TypeError("TypeError")
Case 4: Throw Error("UnknowTokenError")
Case 5: Throw ZeroDivisionError("ZeroDivisionError")
}
}
Static SetDebugMode(p := False)
{
DllCall("ntl\SetDebugMode", "Char", p, "cdecl")
}
Static SetOutputPrecision(p)
{
DllCall("ntl\SetOutputPrecision", "Int", p, "cdecl")
}
Static SetPrecision(p)
{
DllCall("ntl\SetPrecision", "Int", p, "cdecl")
}
}
Class Random
{
Static Choice(Number*)
{
Lst_Number := Array()
Loop Number.Length
{
if Type(Number[A_Index]) == "Array"
{
index := A_Index
Loop Number[index].Length
Lst_Number.Push(Number[index][A_Index])
}
else if Type(Number[A_Index]) == "List"
{
index := A_Index
Loop Number[index].Length
Lst_Number.Push(Number[index][A_Index - 1])
}
else
Lst_Number.Push(Number[A_Index])
}
Return Lst_Number[this.Random(1, Lst_Number.Length)]
}
Static Randn(Number)
{
Return List(BoxMuller(Number)*)
}
Static Random(A := 0, B := 1)
{
this.index := 624
MT := List(0)
MT.multiple(this.index)
inter(t)
{
Res := 0xFFFFFFFF & t
return Res
}
twister()
{
for i in xrange(624)
{
y := inter((MT[i] & 0x80000000) + (MT[Mod((i + 1), 624)] & 0x7fffffff))
MT[i] := MT[Mod((i + 397), 624)] ^ y >> 1
if Mod(y, 2) != 0
MT[i] := MT[i] ^ 0x9908b0df
}
this.index := 0
}
exnum()
{
if this.index >= 624
twister()
y := MT[this.index]
y := y ^ y >> 11
y := y ^ y << 7 & 2636928640
y := y ^ y << 15 & 4022730752
y := y ^ y >> 18
this.index++
return inter(y)
}
mainset(seed)
{
MT[0] := seed
for i in xrange(1, 624)
MT[i] := inter(Integer(1812433253 * (MT[i - 1] ^ MT[i - 1] >> 30) + i))
return exnum()
}
if Type(A) == "Integer" && Type(B) == "Integer" && !(A == 0 && B == 1)
{
so := mainset(Time.Time()) / (2 ** 32 - 1)
Rd := A + Integer((B - A) * so)
}
else
{
so := mainset(Time.Time() + Random(0, 100)) / (2 ** 32 - 1)
Rd := A + (B - A) * so
}
Return Rd
}
Static RandRange(Stop, Start := 0, Step := 1, Swap := -1)
{
if Swap == -1 && Start
{
Temp := Stop
Stop := Start
Start := Temp
}
Lst_RandRange := Range(Start, Stop, Step)
Return Lst_RandRange[this.Random(1, Lst_RandRange.Length)]
}
Static Shuffle(Lst_Number)
{
Loop Random.RandRange(Lst_Number.Length, 1, 1)
{
SwapX := Random.RandRange(Lst_Number.Length, 1, 1)
SwapY := Random.RandRange(Lst_Number.Length, 1, 1)
Swap(SwapX, SwapY, Lst_Number)
}
Return Lst_Number
}
Static Uniform(Stop, Start := 0, Swap := -1)
{
if Swap == -1
{
Temp := Stop
Stop := Start
Start := Temp
}
Random_Value := Random.Random()
Return Start + (Stop - Start) * Random_Value
}
}
Class Time
{
Static Time()
{
Return DateDiff(A_Now, 19700101000000, "Seconds") - 28800
}
}
Class XRange
{
__New(Stop, Start := 0, Step := 1, Swap := -1)
{
if Swap == -1 && Start
{
this.Stop := Start
this.Start := Stop
}
else
{
this.Stop := Stop
this.Start := Start
}
this.Step := Step
this.Loop_Times := Integer((this.Stop - 0.00000001 - this.Start) / Abs(this.Step)) + 1
this.Index := this.Loop_Times
}
__Enum(Number)
{
this.Index := this.Loop_Times
Return Fn
Fn(&idx := 0, &value := 0)
{
if IsSet(value)
{
Try
{
if this.Step < 0
idx := NTLCalc(this.Stop "-(" this.Loop_Times "-" this.Index ")*" this.Step)
else
idx := NTLCalc("(" this.Loop_Times "-" this.Index ")*" this.Step "+" this.Start)
Return this.Index-- > 0
}
Catch
Return 0
}
else
{
Try
{
idx := Integer(this.Loop_Times - this.Index)
if this.Step < 0
value := NTLCalc(this.Stop "-(" this.Loop_Times "-" this.Index ")*" this.Step)
else
value := NTLCalc("(" this.Loop_Times "-" this.Index ")*" this.Step "+" this.Start)
Return this.Index-- > 0
}
Catch
Return 0
}
}
}
Next()
{
if this.Index <= 0
this.Index := this.Loop_Times
if this.Step < 0
value := NTLCalc(this.Stop "-(" this.Loop_Times "-" this.Index ")*" this.Step)
else
value := NTLCalc("(" this.Loop_Times "-" this.Index ")*" this.Step "+" this.Start)
this.Index--
Return value
}
}
Class Zip Extends List
{
__New(Iter*)
{
min := -1
For i in Iter
{
if min == -1
min := Len(i)
else if Len(i) < min
min := Len(i)
}
Loop min
{
tmp := List()
index := A_Index - 1
Loop Len(Iter)
tmp.append(Iter[A_Index][index])
this.append(tmp)
}
}
}
BoxMuller(Number)
{
Avg := 0
Diff := 1
Lst_y := []
Pi := Math.PI
Loop Number
{
A := Random.Random()
B := Random.Random()
y := Sqrt((-2) * Math.Log(A)) * Cos(2 * Pi * B) * Diff + Avg
Lst_y.Push(y)
}
Return Lst_y
}
Dynloop_Loop(Data)
{
Max_y_idx := Data.Length
Row_max_idx := 1
Arr_len := List()
Lst_row := List()
Lst_rst := List()
Arr_idx := List(0)
Arr_idx.multiple(Max_y_idx)
For item in Data
{
_n := item.Length
Arr_len.Append(_n)
Lst_row.Extend(item)
Row_max_idx *= _n
}
For row_idx in Range(0, Row_max_idx)
{
For y_idx in Range(0, Max_y_idx)
{
_pdt := 1
For n in Range(y_idx + 1, Arr_len.Length)
_pdt *= Arr_len[n]
_offset := 0
For n in Range(0, y_idx)
_offset += Arr_len[n]
Arr_idx[y_idx] := Mod((Row_idx // _pdt), Arr_len[y_idx]) + _offset
}
_lst_tmp := List()
For idx in Arr_idx
_lst_tmp.Append(Lst_row[idx])
Lst_rst.Append(_lst_tmp)
}
Return Lst_rst
}
Len(Object)
{
if Type(Object) == "String"
Return StrLen(Object)
else if ListIn(["Array", "List"], Type(Object)) !== "Not Found"
Return Object.Length
else if ListIn(["Dict", "Map"], Type(Object)) !== "Not Found"
Return Object.Count
else if Type(Object) == "ComObjArray"
Return Object.MaxIndex + 1
else if Type(Object) == "Counter"
Return Object.Content.Count
else if Type(Object) == "Numahk.NDArray"
Return Object.array.Length
else if Type(Object) == "Object"
Return ObjOwnPropCount(Object)
}
ListCmp(Lst1, Lst2)
{
Lst1 := ToString(Lst1)
Lst2 := ToString(Lst2)
if StrCompare(Lst1, Lst2) < 0
Return -1
else if StrCompare(Lst1, Lst2) > 0
Return 1
else
Return 0
}
ListIn(Object, Part)
{
if !IsObject(Object) && !IsObject(Part)
Return InStr(Object, Part)
else if Type(Object) == "Array"
{
For i in Object
{
if ToString(i) == ToString(Part)
Return A_Index
}
}
else if Type(Object) == "List"
{
For i in Object
{
if ToString(i) == ToString(Part)
Return A_Index - 1
}
}
else if Type(Object) == "Map" || Type(Object) == "Dict"
{
For i, Value in Object
{
if ToString(Value) == ToString(Part)
Return "Key: " . i . "`nType: " . Type(i)
}
}
else if Type(Object) == "Object" && Type(Part) == "Object"
Return Hasbase(Object, Part)
Return "Not Found"
}
Next(Iterator)
{
Try
{
Res := Iterator.next()
Return Res
}
Catch
Return "Not A Iterator."
}
Range(Stop, Start := 0, Step := 1, Swap := -1)
{
if Swap == -1 && Start
{
Temp := Stop
Stop := Start
Start := Temp
}
Lst_Range := List()
Loop_Times := Integer((Stop - 0.00000001 - Start) / Abs(Step)) + 1
if Start == Stop
Loop_Times := 0
NTLCalc.SetOutputPrecision(8)
Loop Loop_Times
{
if Step < 0
Lst_Range.Append(NTLCalc(Stop "-" A_Index "*" Step))
else
Lst_Range.Append(NTLCalc(Start "+(" A_Index "-" 1 ")*" Step))
}
Return Lst_Range
}
Swap(ValueX, ValueY, Object := "")
{
if Type(Object) == "Array" || Type(Object) == "List" || Type(Object) == "Map" || Type(Object) == "Dict"
{
Temp := Object[ValueX]
Object[ValueX] := Object[ValueY]
Object[ValueY] := Temp
}
else
{
Try
{
Temp := %ValueX%
%ValueX% := %ValueY%
%ValueY% := Temp
}
Catch
MsgBox("Swap Error`nTry to Input Object")
}
}
ToString(Text)
{
if Type(Text) == "Array"
{
if Text.Length < 1
Text.InsertAt(1, "")
String_Plus := ""
String_Text := "[" . ToString(Text[1])
Loop Text.Length - 1
String_Plus .= "," . ToString(Text[A_Index + 1])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "List"
{
if Text.Length < 1
Text.InsertAt(1, "")
String_Plus := ""
String_Text := "[" . ToString(Text[0])
Loop Text.Length - 1
String_Plus .= "," . ToString(Text[A_Index])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "ComObjArray"
{
if Text.MaxIndex() < 0
{
Text := ComObjArray(VT_VARIANT:=12, 1)
Text[0] := ""
}
String_Plus := ""
String_Text := "[" . ToString(Text[0])
Loop Text.MaxIndex()
String_Plus .= "," . ToString(Text[A_Index])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "Numahk.NDArray"
{
if Text.array.Length < 1
Text.array.InsertAt(1, "")
String_Plus := ""
String_Text := "[" . ToString(Text.array[0])
Loop Text.array.Length - 1
String_Plus .= "," . ToString(Text.array[A_Index])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "Map" || Type(Text) == "Dict"
{
String_Text := "{"
For i, Value in Text
String_Text .= ToString(i) . ":" . ToString(Value) . ","
if SubStr(String_Text, -1) !== "{"
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
String_Text .= "}"
Return String_Text
}
else if Type(Text) == "Integer" || Type(Text) == "Float" || Type(Text) == "String"
Return String(Text)
else if Type(Text) == "Object"
{
String_Text := "{"
For i, Value in Text.OwnProps()
String_Text .= ToString(i) . ":" . ToString(Value) . ","
if SubStr(String_Text, -1) !== "{"
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
String_Text .= "}"
Return String_Text
}
else
Return "#Null#"
}建议添加的调试函数
Print(Text*)
{
Global Print_Gui
Global Print_Edit
Print_Text := ""
Loop Text.Length
{
String_Text := ToStringPrint(Text[A_Index])
if SubStr(String_Text, -1) == "," && (Type(Text[A_Index]) == "Array" || Type(Text[A_Index]) == "List" || Type(Text[A_Index]) == "ComObjArray" || Type(Text[A_Index]) == "Numpy.NDArray" || Type(Text[A_Index]) == "Map" || Type(Text[A_Index]) == "Dict" || Type(Text[A_Index]) == "Object")
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
Print_Text .= String_Text "`n"
}
Print_Text := SubStr(Print_Text, 1, StrLen(Print_Text) - 1)
if WinExist("Sinet Print")
{
WinActivate("Sinet Print")
Print_Edit.Value .= "`n" Print_Text
Return
}
Print_Gui := Gui()
Print_Gui.Title := "Sinet Print"
Print_Gui.BackColor := "87CEFA"
Print_Edit := Print_Gui.Add("Edit", "R30 W800 ReadOnly")
Print_Edit.SetFont("S12", "Arial")
Print_Edit.Value := Print_Text
Print_Gui.Show()
}依赖函数ToStringPrint
ToStringPrint(Text)
{
if Type(Text) == "Array"
{
if Text.Length < 1
Text.InsertAt(1, "")
String_Plus := ""
String_Text := "[" . ToStringPrint(Text[1])
Loop Text.Length - 1
String_Plus .= "," . ToStringPrint(Text[A_Index + 1])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "List"
{
if Text.Length < 1
Text.InsertAt(1, "")
String_Plus := ""
String_Text := "[" . ToStringPrint(Text[0])
Loop Text.Length - 1
String_Plus .= "," . ToStringPrint(Text[A_Index])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "ComObjArray"
{
if Text.MaxIndex() < 0
{
Text := ComObjArray(VT_VARIANT:=12, 1)
Text[0] := ""
}
String_Plus := ""
String_Text := "[" . ToStringPrint(Text[0])
Loop Text.MaxIndex()
String_Plus .= "," . ToStringPrint(Text[A_Index])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "Numpy.NDArray"
{
if Text.array.Length < 1
Text.array.InsertAt(1, "")
String_Plus := ""
String_Text := "[" . ToStringPrint(Text.array[0])
Loop Text.array.Length - 1
String_Plus .= "," . ToStringPrint(Text.array[A_Index])
String_Text .= String_Plus
String_Text .= "]"
Return String_Text
}
else if Type(Text) == "Set"
Return "Set(" ToStringPrint(Text.list) ")"
else if Type(Text) == "Map" || Type(Text) == "Dict"
{
String_Text := "{"
For i, Value in Text
String_Text .= ToStringPrint(i) . ":" . ToStringPrint(Value) . ","
if SubStr(String_Text, -1) !== "{"
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
String_Text .= "}"
Return String_Text
}
else if Type(Text) == "Pandas.DataFrame"
{
String_Text := " `t"
For i in Text.Columns
String_Text .= ToStringPrint(i) "`t"
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
String_Text .= "`n"
Loop Text.Index.Length
{
index := A_Index - 1
String_Text .= ToStringPrint(Text.Index[index]) "`t"
Loop Text.Data.array.Length
String_Text .= ToStringPrint(Text.Data.array[A_Index - 1][index]) "`t"
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
String_Text .= "`n"
}
Return String_Text
}
else if Type(Text) == "Integer"
Return Text
else if Type(Text) == "Float"
{
Sinet.NTLCalc.SetOutputPrecision(8)
Sign := Text < 0
Text := Sinet.NTLCalc(Abs(Text))
if Text - Integer(Text) == 0
Return Integer(Text)
Loop 10 - StrLen(Text)
Text .= "0"
if Sign
Text := "-" Text
Return Text
}
else if Type(Text) == "String"
{
if isInteger(Text)
Return Integer(Text)
if isFloat(Text)
{
Sinet.NTLCalc.SetOutputPrecision(8)
Sign := Text < 0
Text := Sinet.NTLCalc(Abs(Text))
if Text - Integer(Text) == 0
Return Integer(Text)
Loop 10 - StrLen(Text)
Text .= "0"
if Sign
Text := "-" Text
Return Text
}
Lst_Text := StrSplit(Text, "")
Try
{
if Lst_Text[1] !== '"' || Lst_Text[-1] !== '"'
Return '"' . Text . '"'
else
Return Text
}
Catch
Return Text
}
else if Type(Text) == "Object"
{
String_Text := "{"
For i, Value in Text.OwnProps()
String_Text .= ToStringPrint(i) . ":" . ToStringPrint(Value) . ","
if SubStr(String_Text, -1) !== "{"
String_Text := SubStr(String_Text, 1, StrLen(String_Text) - 1)
String_Text .= "},"
Return String_Text
}
else if Type(Text) == "ListNode"
{
String_Text := "{val:"
String_Text .= ToStringPrint(Text.val)
String_Text .= "}"
if Text.next
{
String_Text .= "->"
String_Text .= ToStringPrint(Text.next)
}
Return String_Text
}
else
Return "#Type: " Type(Text) "#"
}ntl.dll下载
ntl.dll
提取码：
mono复制
解压码：无
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建议专注于一个项目
Sinet那边暂时会放一放，移到这边，Leetcode那个还在写
Sinet的后期目标跟这个很像，算是迁移吧
主要是Sinet那边想不到要整啥了，那就把一个事情做的具体一点 这几个项目其实重叠性挺强的
AHK能支持yolov5就好了
这种东西自己试着去搞，拿来主义大抵是要不到东西的
理论上所有东西ahk都可以支持，毕竟底核是VS2019的C++
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