diff --git a/lib/node_modules/@stdlib/blas/ext/base/daxpby/README.md b/lib/node_modules/@stdlib/blas/ext/base/daxpby/README.md
index d07d178f9023..e1d7619d5f86 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/daxpby/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/daxpby/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \alpha \mathbf{x} + \beta \mathbf{y}
```
+
+
This API is complementary to the package [`@stdlib/blas/base/daxpy`][@stdlib/blas/base/daxpy] and is a common BLAS extension in libraries such as Intel MKL, OpenBLAS, and others.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/daxpby/docs/img/equation_axpby.svg b/lib/node_modules/@stdlib/blas/ext/base/daxpby/docs/img/equation_axpby.svg
new file mode 100644
index 000000000000..9d3ddd257fb2
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/daxpby/docs/img/equation_axpby.svg
@@ -0,0 +1,20 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwapx/README.md b/lib/node_modules/@stdlib/blas/ext/base/dwapx/README.md
index b08f7670296d..8d1d910eb59b 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dwapx/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwapx/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} + \alpha
```
+
+
This API is complementary to the package [`@stdlib/blas/ext/base/dapx`][@stdlib/blas/ext/base/dapx], which performs an in-place update.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwapx/docs/img/equation_wapx.svg b/lib/node_modules/@stdlib/blas/ext/base/dwapx/docs/img/equation_wapx.svg
new file mode 100644
index 000000000000..0c2c40a854f3
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwapx/docs/img/equation_wapx.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwax/README.md b/lib/node_modules/@stdlib/blas/ext/base/dwax/README.md
index 5d74a0008ff0..febd791299b9 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dwax/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwax/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \alpha \cdot \mathbf{x}
```
+
+
This API is complementary to the package [`@stdlib/blas/base/dscal`][@stdlib/blas/base/dscal], which performs an in-place update.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwax/docs/img/equation_wax.svg b/lib/node_modules/@stdlib/blas/ext/base/dwax/docs/img/equation_wax.svg
new file mode 100644
index 000000000000..98d9ad618b9a
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwax/docs/img/equation_wax.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwxsa/README.md b/lib/node_modules/@stdlib/blas/ext/base/dwxsa/README.md
index e240f44429bf..b829b810ec73 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dwxsa/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxsa/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} - \alpha
```
+
+
This API is complementary to the package [`@stdlib/blas/ext/base/dxsa`][@stdlib/blas/ext/base/dxsa], which performs an in-place update.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwxsa/docs/img/equation_wxsa.svg b/lib/node_modules/@stdlib/blas/ext/base/dwxsa/docs/img/equation_wxsa.svg
new file mode 100644
index 000000000000..7c2f9b86dc15
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxsa/docs/img/equation_wxsa.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwxsy/README.md b/lib/node_modules/@stdlib/blas/ext/base/dwxsy/README.md
index 70dddae5e0ad..0fa069fd47e2 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dwxsy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxsy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} - \mathbf{y}
```
+
+
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dwxsy/docs/img/equation_wxsy.svg b/lib/node_modules/@stdlib/blas/ext/base/dwxsy/docs/img/equation_wxsy.svg
new file mode 100644
index 000000000000..e419100a588b
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dwxsy/docs/img/equation_wxsy.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxdy/README.md b/lib/node_modules/@stdlib/blas/ext/base/dxdy/README.md
index 840ed6019eb4..899fa03b53a9 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dxdy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxdy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} \oslash \mathbf{y}
```
+
+
where `⊘` denotes the [Hadamard division][hadamard-division].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxdy/docs/img/equation_xdy.svg b/lib/node_modules/@stdlib/blas/ext/base/dxdy/docs/img/equation_xdy.svg
new file mode 100644
index 000000000000..1b0e60ad95cf
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxdy/docs/img/equation_xdy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxmy/README.md b/lib/node_modules/@stdlib/blas/ext/base/dxmy/README.md
index 95152032359a..001881265a10 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dxmy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxmy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} \odot \mathbf{y}
```
+
+
where `⊙` denotes the [Hadamard product][hadamard-product].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxmy/docs/img/equation_xmy.svg b/lib/node_modules/@stdlib/blas/ext/base/dxmy/docs/img/equation_xmy.svg
new file mode 100644
index 000000000000..a0944451b229
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxmy/docs/img/equation_xmy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxpy/README.md b/lib/node_modules/@stdlib/blas/ext/base/dxpy/README.md
index 8a7e926aff13..26b0cbb22222 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dxpy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxpy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} + \mathbf{y}
```
+
+
This API is a specialized version of the package [`@stdlib/blas/ext/base/daxpby`][@stdlib/blas/ext/base/daxpby] with `α = 1` and `β = 1` and performs element-wise addition between two vectors.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxpy/docs/img/equation_xpy.svg b/lib/node_modules/@stdlib/blas/ext/base/dxpy/docs/img/equation_xpy.svg
new file mode 100644
index 000000000000..a34da51849fd
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxpy/docs/img/equation_xpy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxsy/README.md b/lib/node_modules/@stdlib/blas/ext/base/dxsy/README.md
index e855b8df79b5..44b424b92775 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/dxsy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxsy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} - \mathbf{y}
```
+
+
This API is a specialized version of the package [`@stdlib/blas/ext/base/daxpby`][@stdlib/blas/ext/base/daxpby] with `α = 1` and `β = -1` and performs element-wise subtraction between two vectors.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/dxsy/docs/img/equation_xsy.svg b/lib/node_modules/@stdlib/blas/ext/base/dxsy/docs/img/equation_xsy.svg
new file mode 100644
index 000000000000..5cd910c218bb
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/dxsy/docs/img/equation_xsy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/saxpby/README.md b/lib/node_modules/@stdlib/blas/ext/base/saxpby/README.md
index b87704f13ff5..df15b2728f4d 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/saxpby/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/saxpby/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \alpha \mathbf{x} + \beta \mathbf{y}
```
+
+
This API is complementary to the package [`@stdlib/blas/base/saxpy`][@stdlib/blas/base/saxpy] and is a common BLAS extension in libraries such as Intel MKL, OpenBLAS, and others.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/saxpby/docs/img/equation_axpby.svg b/lib/node_modules/@stdlib/blas/ext/base/saxpby/docs/img/equation_axpby.svg
new file mode 100644
index 000000000000..9d3ddd257fb2
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/saxpby/docs/img/equation_axpby.svg
@@ -0,0 +1,20 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swapx/README.md b/lib/node_modules/@stdlib/blas/ext/base/swapx/README.md
index c9e6c46d09e4..ce2d04d2d94e 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swapx/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swapx/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} + \alpha
```
+
+
This API is complementary to the package [`@stdlib/blas/ext/base/sapx`][@stdlib/blas/ext/base/sapx], which performs an in-place update.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swapx/docs/img/equation_wapx.svg b/lib/node_modules/@stdlib/blas/ext/base/swapx/docs/img/equation_wapx.svg
new file mode 100644
index 000000000000..0c2c40a854f3
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swapx/docs/img/equation_wapx.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swax/README.md b/lib/node_modules/@stdlib/blas/ext/base/swax/README.md
index b89f73077fef..2b9d424def45 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swax/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swax/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \alpha \cdot \mathbf{x}
```
+
+
This API is complementary to the package [`@stdlib/blas/base/sscal`][@stdlib/blas/base/sscal], which performs an in-place update.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swax/docs/img/equation_wax.svg b/lib/node_modules/@stdlib/blas/ext/base/swax/docs/img/equation_wax.svg
new file mode 100644
index 000000000000..98d9ad618b9a
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swax/docs/img/equation_wax.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxmy/README.md b/lib/node_modules/@stdlib/blas/ext/base/swxmy/README.md
index 05c8eda58bd5..61ecd8e83f21 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swxmy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxmy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} \odot \mathbf{y}
```
+
+
where `⊙` denotes the [Hadamard product][hadamard-product].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxmy/docs/img/equation_wxmy.svg b/lib/node_modules/@stdlib/blas/ext/base/swxmy/docs/img/equation_wxmy.svg
new file mode 100644
index 000000000000..7ff386008608
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxmy/docs/img/equation_wxmy.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxpy/README.md b/lib/node_modules/@stdlib/blas/ext/base/swxpy/README.md
index a8b7c878f7a5..00ce56ca9eaa 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swxpy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxpy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} + \mathbf{y}
```
+
+
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxpy/docs/img/equation_wxpy.svg b/lib/node_modules/@stdlib/blas/ext/base/swxpy/docs/img/equation_wxpy.svg
new file mode 100644
index 000000000000..8303ce2c1877
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxpy/docs/img/equation_wxpy.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxsa/README.md b/lib/node_modules/@stdlib/blas/ext/base/swxsa/README.md
index 587903af64aa..57b20010ebcc 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swxsa/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxsa/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} - \alpha
```
+
+
This API is complementary to the package [`@stdlib/blas/ext/base/sxsa`][@stdlib/blas/ext/base/sxsa], which performs an in-place update.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxsa/docs/img/equation_wxsa.svg b/lib/node_modules/@stdlib/blas/ext/base/swxsa/docs/img/equation_wxsa.svg
new file mode 100644
index 000000000000..7c2f9b86dc15
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxsa/docs/img/equation_wxsa.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxsy/README.md b/lib/node_modules/@stdlib/blas/ext/base/swxsy/README.md
index 0ca9546e4398..b750c88d668f 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/swxsy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxsy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{w} = \mathbf{x} - \mathbf{y}
```
+
+
diff --git a/lib/node_modules/@stdlib/blas/ext/base/swxsy/docs/img/equation_wxsy.svg b/lib/node_modules/@stdlib/blas/ext/base/swxsy/docs/img/equation_wxsy.svg
new file mode 100644
index 000000000000..e419100a588b
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/swxsy/docs/img/equation_wxsy.svg
@@ -0,0 +1,17 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxdy/README.md b/lib/node_modules/@stdlib/blas/ext/base/sxdy/README.md
index 8ad2026d88ee..edb74335bbfb 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/sxdy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxdy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} \oslash \mathbf{y}
```
+
+
where `⊘` denotes the [Hadamard division][hadamard-division].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxdy/docs/img/equation_xdy.svg b/lib/node_modules/@stdlib/blas/ext/base/sxdy/docs/img/equation_xdy.svg
new file mode 100644
index 000000000000..1b0e60ad95cf
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxdy/docs/img/equation_xdy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxmy/README.md b/lib/node_modules/@stdlib/blas/ext/base/sxmy/README.md
index bb66be0b4ce9..aa448f8d91f1 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/sxmy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxmy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} \odot \mathbf{y}
```
+
+
where `⊙` denotes the [Hadamard product][hadamard-product].
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxmy/docs/img/equation_xmy.svg b/lib/node_modules/@stdlib/blas/ext/base/sxmy/docs/img/equation_xmy.svg
new file mode 100644
index 000000000000..a0944451b229
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxmy/docs/img/equation_xmy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxpy/README.md b/lib/node_modules/@stdlib/blas/ext/base/sxpy/README.md
index b17ac92b3d73..fa6410f241cf 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/sxpy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxpy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} + \mathbf{y}
```
+
+
This API is a specialized version of the package [`@stdlib/blas/ext/base/saxpby`][@stdlib/blas/ext/base/saxpby] with `α = 1` and `β = 1` and performs element-wise addition between two vectors.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxpy/docs/img/equation_xpy.svg b/lib/node_modules/@stdlib/blas/ext/base/sxpy/docs/img/equation_xpy.svg
new file mode 100644
index 000000000000..a34da51849fd
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxpy/docs/img/equation_xpy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxsy/README.md b/lib/node_modules/@stdlib/blas/ext/base/sxsy/README.md
index fdc5170f936c..b75161b26532 100644
--- a/lib/node_modules/@stdlib/blas/ext/base/sxsy/README.md
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxsy/README.md
@@ -32,6 +32,11 @@ This BLAS extension implements the operation
\mathbf{y} = \mathbf{x} - \mathbf{y}
```
+
+
This API is a specialized version of the package [`@stdlib/blas/ext/base/saxpby`][@stdlib/blas/ext/base/saxpby] with `α = 1` and `β = -1` and performs element-wise subtraction between two vectors.
diff --git a/lib/node_modules/@stdlib/blas/ext/base/sxsy/docs/img/equation_xsy.svg b/lib/node_modules/@stdlib/blas/ext/base/sxsy/docs/img/equation_xsy.svg
new file mode 100644
index 000000000000..5cd910c218bb
--- /dev/null
+++ b/lib/node_modules/@stdlib/blas/ext/base/sxsy/docs/img/equation_xsy.svg
@@ -0,0 +1,16 @@
+
\ No newline at end of file
diff --git a/lib/node_modules/@stdlib/complex/float32/base/identity/README.md b/lib/node_modules/@stdlib/complex/float32/base/identity/README.md
index df675142bdc0..9ab5e3beab71 100644
--- a/lib/node_modules/@stdlib/complex/float32/base/identity/README.md
+++ b/lib/node_modules/@stdlib/complex/float32/base/identity/README.md
@@ -33,7 +33,7 @@ f(z) = z
```
diff --git a/lib/node_modules/@stdlib/complex/float32/base/identity/docs/img/equation_identity_function.svg b/lib/node_modules/@stdlib/complex/float32/base/identity/docs/img/equation_identity_function.svg
index 86516c97fe7a..9858d93c93b9 100644
--- a/lib/node_modules/@stdlib/complex/float32/base/identity/docs/img/equation_identity_function.svg
+++ b/lib/node_modules/@stdlib/complex/float32/base/identity/docs/img/equation_identity_function.svg
@@ -1,18 +1,18 @@
-