From d1e05dc01cd6c5d88139eb6154a231c127cad154 Mon Sep 17 00:00:00 2001 From: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com> Date: Tue, 4 Aug 2026 03:00:12 +0000 Subject: [PATCH 1/4] docs: update Markdown equation SVGs --- .../equation_squared_hinge_loss_gradient.svg | 92 +++++++++++++++++++ 1 file changed, 92 insertions(+) create mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg new file mode 100644 index 000000000000..c0e1d790d498 --- /dev/null +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg @@ -0,0 +1,92 @@ + +StartFraction partial-differential script l Over partial-differential w Subscript i Baseline EndFraction equals StartLayout Enlarged left-brace 1st Row 1st Column minus 2 y left-parenthesis t minus y p right-parenthesis x Subscript i Baseline 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 From c3e56d30f6b2551e840c6ce8b7eb85a69a88c59b Mon Sep 17 00:00:00 2001 From: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com> Date: Tue, 4 Aug 2026 03:00:23 +0000 Subject: [PATCH 2/4] docs: update Markdown equation elements --- .../loss/float64/squared-hinge-gradient/README.md | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md index aad39b117271..bf9781461286 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md @@ -29,13 +29,14 @@ The [squared hinge loss gradient][squared-hinge-loss-gradient] is defined as ```math -\frac{\partial \ell}{\partial w_i} = -\begin{cases} --2y(t - yp)x_i & \text{if } yp \leq t \\ -0 & \text{otherwise} -\end{cases} +\frac{\partial \ell}{\partial w_i} = \begin{cases} -2y(t - yp)x_i & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases} ``` + + From c75b58f4fc282abfa16f1f3827a64cb3c0d38d1e Mon Sep 17 00:00:00 2001 From: Athan Date: Mon, 3 Aug 2026 20:25:38 -0700 Subject: [PATCH 3/4] Discard changes to lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg --- .../equation_squared_hinge_loss_gradient.svg | 92 ------------------- 1 file changed, 92 deletions(-) delete mode 100644 lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg deleted file mode 100644 index c0e1d790d498..000000000000 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/docs/img/equation_squared_hinge_loss_gradient.svg +++ /dev/null @@ -1,92 +0,0 @@ - -StartFraction partial-differential script l Over partial-differential w Subscript i Baseline EndFraction equals StartLayout Enlarged left-brace 1st Row 1st Column minus 2 y left-parenthesis t minus y p right-parenthesis x Subscript i Baseline 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 From 58f35e34f2bb87538ffa2ceda7557907549d458c Mon Sep 17 00:00:00 2001 From: Athan Date: Mon, 3 Aug 2026 20:26:46 -0700 Subject: [PATCH 4/4] docs: update equation Signed-off-by: Athan --- .../ml/base/loss/float64/squared-hinge-gradient/README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md index bf9781461286..7f7e34c41c27 100644 --- a/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md +++ b/lib/node_modules/@stdlib/ml/base/loss/float64/squared-hinge-gradient/README.md @@ -26,14 +26,14 @@ limitations under the License. The [squared hinge loss gradient][squared-hinge-loss-gradient] is defined as - + ```math -\frac{\partial \ell}{\partial w_i} = \begin{cases} -2y(t - yp)x_i & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases} +\frac{\partial \ell}{\partial w} = \begin{cases} -2y(t - yp)x & \text{if } yp \leq t \\ 0 & \text{otherwise} \end{cases} ``` -