From 2c32eb273fa95e2fd832845e12f129c4a07d2741 Mon Sep 17 00:00:00 2001 From: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com> Date: Fri, 7 Aug 2026 03:00:36 +0000 Subject: [PATCH 1/2] docs: update Markdown equation SVGs --- .../docs/img/equation_hinge_loss_gradient.svg | 75 ++++++++++++ .../docs/img/equation_huber_loss_gradient.svg | 103 ++++++++++++++++ .../docs/img/equation_log_loss_gradient.svg | 49 ++++++++ .../docs/img/equation_wald_mgf_function.svg | 115 ++++++++++++++++++ 4 files changed, 342 insertions(+) create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/docs/img/equation_hinge_loss_gradient.svg create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/docs/img/equation_huber_loss_gradient.svg create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/docs/img/equation_log_loss_gradient.svg create mode 100644 lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/img/equation_wald_mgf_function.svg diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/docs/img/equation_hinge_loss_gradient.svg b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/docs/img/equation_hinge_loss_gradient.svg new file mode 100644 index 000000000000..8b49e3993889 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/docs/img/equation_hinge_loss_gradient.svg @@ -0,0 +1,75 @@ + +StartFraction partial-differential script l Over partial-differential w EndFraction equals StartLayout Enlarged left-brace 1st Row 1st Column minus y x 2nd Column if y p less-than-or-equal-to t 2nd Row 1st Column 0 2nd Column otherwise EndLayout + + + \ No newline at end of file diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/docs/img/equation_huber_loss_gradient.svg b/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/docs/img/equation_huber_loss_gradient.svg new file mode 100644 index 000000000000..4059de8f7862 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/docs/img/equation_huber_loss_gradient.svg @@ -0,0 +1,103 @@ + +StartFraction partial-differential script l Over partial-differential w EndFraction equals StartLayout Enlarged left-brace 1st Row 1st Column minus left-parenthesis y minus p right-parenthesis x 2nd Column if StartAbsoluteValue y minus p EndAbsoluteValue less-than-or-equal-to delta 2nd Row 1st Column minus delta s i g n left-parenthesis y minus p right-parenthesis x 2nd Column otherwise EndLayout + + + \ No newline at end of file diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/docs/img/equation_log_loss_gradient.svg b/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/docs/img/equation_log_loss_gradient.svg new file mode 100644 index 000000000000..eb6d6d64adbc --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/docs/img/equation_log_loss_gradient.svg @@ -0,0 +1,49 @@ + +StartFraction partial-differential script l Over partial-differential w EndFraction equals minus StartFraction y Over 1 plus e Superscript y p Baseline EndFraction x + + + \ No newline at end of file diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/img/equation_wald_mgf_function.svg b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/img/equation_wald_mgf_function.svg new file mode 100644 index 000000000000..1c02491c4a02 --- /dev/null +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/docs/img/equation_wald_mgf_function.svg @@ -0,0 +1,115 @@ + +upper M Subscript upper X Baseline left-parenthesis t right-parenthesis colon equals double-struck upper E left-bracket e Superscript t upper X Baseline right-bracket equals exp left-bracket StartFraction lamda Over mu EndFraction left-parenthesis 1 minus StartRoot 1 minus StartFraction 2 mu squared t Over lamda EndFraction EndRoot right-parenthesis right-bracket + + + \ No newline at end of file From 48c99101530ad6a18eb6d5df677d25fe4db7e5ba Mon Sep 17 00:00:00 2001 From: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com> Date: Fri, 7 Aug 2026 03:02:02 +0000 Subject: [PATCH 2/2] docs: update Markdown equation elements --- lib/node_modules/@stdlib/math/base/special/expf/README.md | 2 +- .../@stdlib/ml/base/loss/float64/hinge-gradient/README.md | 2 +- .../@stdlib/ml/base/loss/float64/huber-gradient/README.md | 7 ++++++- .../@stdlib/ml/base/loss/float64/log-gradient/README.md | 5 +++++ .../@stdlib/stats/base/dists/wald/mgf/README.md | 2 +- 5 files changed, 14 insertions(+), 4 deletions(-) diff --git a/lib/node_modules/@stdlib/math/base/special/expf/README.md b/lib/node_modules/@stdlib/math/base/special/expf/README.md index 80b55b251947..0d2c199e27d8 100644 --- a/lib/node_modules/@stdlib/math/base/special/expf/README.md +++ b/lib/node_modules/@stdlib/math/base/special/expf/README.md @@ -33,7 +33,7 @@ y = e^x ``` diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md index 7f7e14a438c8..3be8c70df6fd 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/hinge-gradient/README.md @@ -33,7 +33,7 @@ The [hinge loss gradient][hinge-loss-gradient] is defined as ``` diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/README.md index 245051db88db..cd0b4157f4e6 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/huber-gradient/README.md @@ -29,9 +29,14 @@ The [Huber loss gradient][huber-loss-gradient] is defined as ```math -\frac{\partial \ell}{\partial w} = \begin{cases} -(y-p)x & \text{if } \left|y-p\right| \leq \delta \\ -\delta\,\operatorname{sign}(y-p)\,x & \text{otherwise} \end{cases} +\frac{\partial \ell}{\partial w} = \begin{cases} -(y-p)x & \text{if } \left|y-p\right| \leq \delta \\ -\delta\,\mathop{\mathrm{sign}}(y-p)\,x & \text{otherwise} \end{cases} ``` + + diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/README.md index a16464f61057..6d8a3e822695 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/log-gradient/README.md @@ -32,6 +32,11 @@ The [log loss gradient][log-loss-gradient] is defined as \frac{\partial \ell}{\partial w} = -\frac{y}{1+e^{yp}}x ``` + + diff --git a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md index 2635371ce2b8..f03109dc8f11 100644 --- a/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md +++ b/lib/node_modules/@stdlib/stats/base/dists/wald/mgf/README.md @@ -35,7 +35,7 @@ M_X(t) := \mathbb{E}\!\left[e^{tX}\right] = \exp\left[\frac{\lambda}{\mu}\left(1 ```