---
title: mbcp.mp_math.vector
---
### **class** `Vector3`
### *method* `__init__(self, x: float, y: float, z: float)`
3维向量
**Arguments**:
- x: x轴分量
- y: y轴分量
- z: z轴分量
Source code
```python
def __init__(self, x: float, y: float, z: float):
"""
3维向量
Args:
x: x轴分量
y: y轴分量
z: z轴分量
"""
self.x = x
self.y = y
self.z = z
```
### *method* `approx(self, other: Vector3, epsilon: float = APPROX) -> bool`
判断两个向量是否近似相等。
**Arguments**:
- other:
- epsilon:
**Return**:
- 是否近似相等
Source code
```python
def approx(self, other: 'Vector3', epsilon: float=APPROX) -> bool:
"""
判断两个向量是否近似相等。
Args:
other:
epsilon:
Returns:
是否近似相等
"""
return all([abs(self.x - other.x) < epsilon, abs(self.y - other.y) < epsilon, abs(self.z - other.z) < epsilon])
```
### *method* `cal_angle(self, other: Vector3) -> AnyAngle`
计算两个向量之间的夹角。
**Arguments**:
- other: 另一个向量
**Return**:
- 夹角
Source code
```python
def cal_angle(self, other: 'Vector3') -> 'AnyAngle':
"""
计算两个向量之间的夹角。
Args:
other: 另一个向量
Returns:
夹角
"""
return AnyAngle(math.acos(self @ other / (self.length * other.length)), is_radian=True)
```
### *method* `cross(self, other: Vector3) -> Vector3`
向量积 叉乘:v1 cross v2 -> v3
叉乘为0,则两向量平行。
其余结果的模为平行四边形的面积。
**Arguments**:
- other:
**Return**:
- 行列式的结果
Source code
```python
def cross(self, other: 'Vector3') -> 'Vector3':
"""
向量积 叉乘:v1 cross v2 -> v3
叉乘为0,则两向量平行。
其余结果的模为平行四边形的面积。
返回如下行列式的结果:
``i j k``
``x1 y1 z1``
``x2 y2 z2``
Args:
other:
Returns:
行列式的结果
"""
return Vector3(self.y * other.z - self.z * other.y, self.z * other.x - self.x * other.z, self.x * other.y - self.y * other.x)
```
### *method* `is_approx_parallel(self, other: Vector3, epsilon: float = APPROX) -> bool`
判断两个向量是否近似平行。
**Arguments**:
- other: 另一个向量
- epsilon: 允许的误差
**Return**:
- 是否近似平行
Source code
```python
def is_approx_parallel(self, other: 'Vector3', epsilon: float=APPROX) -> bool:
"""
判断两个向量是否近似平行。
Args:
other: 另一个向量
epsilon: 允许的误差
Returns:
是否近似平行
"""
return self.cross(other).length < epsilon
```
### *method* `is_parallel(self, other: Vector3) -> bool`
判断两个向量是否平行。
**Arguments**:
- other: 另一个向量
**Return**:
- 是否平行
Source code
```python
def is_parallel(self, other: 'Vector3') -> bool:
"""
判断两个向量是否平行。
Args:
other: 另一个向量
Returns:
是否平行
"""
return self.cross(other).approx(zero_vector3)
```
### *method* `normalize(self)`
将向量归一化。
自体归一化,不返回值。
Source code
```python
def normalize(self):
"""
将向量归一化。
自体归一化,不返回值。
"""
length = self.length
self.x /= length
self.y /= length
self.z /= length
```
### `@property`
### *method* `np_array(self) -> np.ndarray`
Source code
```python
@property
def np_array(self) -> 'np.ndarray':
"""
返回numpy数组
Returns:
"""
return np.array([self.x, self.y, self.z])
```
### `@property`
### *method* `length(self) -> float`
向量的模。
**Return**:
- 模
Source code
```python
@property
def length(self) -> float:
"""
向量的模。
Returns:
模
"""
return math.sqrt(self.x ** 2 + self.y ** 2 + self.z ** 2)
```
### `@property`
### *method* `unit(self) -> Vector3`
获取该向量的单位向量。
**Return**:
- 单位向量
Source code
```python
@property
def unit(self) -> 'Vector3':
"""
获取该向量的单位向量。
Returns:
单位向量
"""
return self / self.length
```
### *method* `__abs__(self)`
Source code
```python
def __abs__(self):
return self.length
```
### `@overload`
### *method* `self + other: Vector3 => Vector3`
Source code
```python
@overload
def __add__(self, other: 'Vector3') -> 'Vector3':
...
```
### `@overload`
### *method* `self + other: Point3 => Point3`
Source code
```python
@overload
def __add__(self, other: 'Point3') -> 'Point3':
...
```
### *method* `self + other`
V + P -> P
V + V -> V
**Arguments**:
- other:
Source code
```python
def __add__(self, other):
"""
V + P -> P
V + V -> V
Args:
other:
Returns:
"""
if isinstance(other, Vector3):
return Vector3(self.x + other.x, self.y + other.y, self.z + other.z)
elif isinstance(other, Point3):
return Point3(self.x + other.x, self.y + other.y, self.z + other.z)
else:
raise TypeError(f"unsupported operand type(s) for +: 'Vector3' and '{type(other)}'")
```
### *method* `__eq__(self, other)`
判断两个向量是否相等。
**Arguments**:
- other:
**Return**:
- 是否相等
Source code
```python
def __eq__(self, other):
"""
判断两个向量是否相等。
Args:
other:
Returns:
是否相等
"""
return approx(self.x, other.x) and approx(self.y, other.y) and approx(self.z, other.z)
```
### *method* `self + other: Point3 => Point3`
P + V -> P
别去点那边实现了。
:param other:
:return:
Source code
```python
def __radd__(self, other: 'Point3') -> 'Point3':
"""
P + V -> P
别去点那边实现了。
:param other:
:return:
"""
return Point3(self.x + other.x, self.y + other.y, self.z + other.z)
```
### `@overload`
### *method* `self - other: Vector3 => Vector3`
Source code
```python
@overload
def __sub__(self, other: 'Vector3') -> 'Vector3':
...
```
### `@overload`
### *method* `self - other: Point3 => Point3`
Source code
```python
@overload
def __sub__(self, other: 'Point3') -> 'Point3':
...
```
### *method* `self - other`
V - P -> P
V - V -> V
**Arguments**:
- other:
Source code
```python
def __sub__(self, other):
"""
V - P -> P
V - V -> V
Args:
other:
Returns:
"""
if isinstance(other, Vector3):
return Vector3(self.x - other.x, self.y - other.y, self.z - other.z)
elif isinstance(other, Point3):
return Point3(self.x - other.x, self.y - other.y, self.z - other.z)
else:
raise TypeError(f'unsupported operand type(s) for -: "Vector3" and "{type(other)}"')
```
### *method* `self - other: Point3`
P - V -> P
**Arguments**:
- other:
Source code
```python
def __rsub__(self, other: 'Point3'):
"""
P - V -> P
Args:
other:
Returns:
"""
if isinstance(other, Point3):
return Point3(other.x - self.x, other.y - self.y, other.z - self.z)
else:
raise TypeError(f"unsupported operand type(s) for -: '{type(other)}' and 'Vector3'")
```
### `@overload`
### *method* `self * other: Vector3 => Vector3`
Source code
```python
@overload
def __mul__(self, other: 'Vector3') -> 'Vector3':
...
```
### `@overload`
### *method* `self * other: RealNumber => Vector3`
Source code
```python
@overload
def __mul__(self, other: RealNumber) -> 'Vector3':
...
```
### *method* `self * other: int | float | Vector3 => Vector3`
数组运算 非点乘。点乘使用@,叉乘使用cross。
**Arguments**:
- other:
Source code
```python
def __mul__(self, other: 'int | float | Vector3') -> 'Vector3':
"""
数组运算 非点乘。点乘使用@,叉乘使用cross。
Args:
other:
Returns:
"""
if isinstance(other, Vector3):
return Vector3(self.x * other.x, self.y * other.y, self.z * other.z)
elif isinstance(other, (float, int)):
return Vector3(self.x * other, self.y * other, self.z * other)
else:
raise TypeError(f"unsupported operand type(s) for *: 'Vector3' and '{type(other)}'")
```
### *method* `self * other: RealNumber => Vector3`
Source code
```python
def __rmul__(self, other: 'RealNumber') -> 'Vector3':
return self.__mul__(other)
```
### *method* `self @ other: Vector3 => RealNumber`
点乘。
**Arguments**:
- other:
Source code
```python
def __matmul__(self, other: 'Vector3') -> 'RealNumber':
"""
点乘。
Args:
other:
Returns:
"""
return self.x * other.x + self.y * other.y + self.z * other.z
```
### *method* `self / other: RealNumber => Vector3`
Source code
```python
def __truediv__(self, other: RealNumber) -> 'Vector3':
return Vector3(self.x / other, self.y / other, self.z / other)
```
### *method* `- self`
Source code
```python
def __neg__(self):
return Vector3(-self.x, -self.y, -self.z)
```
### ***var*** `zero_vector3 = Vector3(0, 0, 0)`
- **Type**: `Vector3`
- **Description**: 零向量
### ***var*** `x_axis = Vector3(1, 0, 0)`
- **Type**: `Vector3`
- **Description**: x轴单位向量
### ***var*** `y_axis = Vector3(0, 1, 0)`
- **Type**: `Vector3`
- **Description**: y轴单位向量
### ***var*** `z_axis = Vector3(0, 0, 1)`
- **Type**: `Vector3`
- **Description**: z轴单位向量