diff --git a/README.md b/README.md index e05fb4a..c7f1774 100644 --- a/README.md +++ b/README.md @@ -1511,7 +1511,7 @@ Line # Hits Time Per Hit % Time Line Contents ``` ### Call Graph -**Generates a PNG image of call graph with highlighted bottlenecks.** +#### Generates a PNG image of call graph with highlighted bottlenecks: ```python # $ pip3 install pycallgraph @@ -1553,28 +1553,28 @@ index = .argmin([axis]) ``` ### Broadcasting -**Broadcasting is a set of rules by which NumPy functions operate on arrays of different sizes and/or dimensions:** +**Broadcasting is a set of rules by which NumPy functions operate on arrays of different sizes and/or dimensions.** ```python left = [[0.1], [0.6], [0.8]] # Shape: (3, 1) right = [ 0.1 , 0.6 , 0.8 ] # Shape: (3) ``` -**1. If array shapes differ, left-pad the smaller shape with ones.** +#### 1. If array shapes differ, left-pad the smaller shape with ones: ```python left = [[0.1], [0.6], [0.8]] # Shape: (3, 1) right = [[0.1 , 0.6 , 0.8]] # Shape: (1, 3) <- ! ``` -**2. If any dimensions differ in size, expand the ones that have size 1 by duplicating their elements.** +#### 2. If any dimensions differ in size, expand the ones that have size 1 by duplicating their elements: ```python left = [[0.1, 0.1, 0.1], [0.6, 0.6, 0.6], [0.8, 0.8, 0.8]] # Shape: (3, 3) <- ! right = [[0.1, 0.6, 0.8], [0.1, 0.6, 0.8], [0.1, 0.6, 0.8]] # Shape: (3, 3) <- ! ``` -**3. If neither non-matching dimension has size 1, rise an error.** +#### 3. If neither non-matching dimension has size 1, rise an error. ### Example -**For each point returns index of its nearest point: `[0.1, 0.6, 0.8] => [1, 2, 1]`.** +#### For each point returns index of its nearest point: `[0.1, 0.6, 0.8] => [1, 2, 1]` ```python >>> points = np.array([0.1, 0.6, 0.8])