From 2414a89a0905236f61d490a2668494e0f76c4942 Mon Sep 17 00:00:00 2001 From: Trefor Southwell <48591903+springfall2008@users.noreply.github.com> Date: Sun, 8 Feb 2026 17:04:03 +0000 Subject: [PATCH 1/4] Enhance documentation with LoadML charts details Added sections on monitoring and troubleshooting with charts for LoadML. --- docs/load-ml.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/docs/load-ml.md b/docs/load-ml.md index cebc9ad38..d96762b57 100644 --- a/docs/load-ml.md +++ b/docs/load-ml.md @@ -234,6 +234,16 @@ If validation MAE exceeds the threshold (default 2.0 kWh), predictions are disab ## Monitoring and Troubleshooting +### Charts + +The Predbat WebUI has two charts associated with LoadML: + +The LoadML chart shows the corrolation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future. + +image + +The LoadMLPower chart shows a similar view as power, but also plots PV production, predicted PV production and temperature predictions. + ### Check Model Status View model status in Predbat logs: From 5aeae447115f5cea84330d715db65d7d880fdcd8 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci-lite[bot]" <117423508+pre-commit-ci-lite[bot]@users.noreply.github.com> Date: Sun, 8 Feb 2026 17:06:09 +0000 Subject: [PATCH 2/4] [pre-commit.ci lite] apply automatic fixes --- docs/load-ml.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/load-ml.md b/docs/load-ml.md index d96762b57..85b3b2ba1 100644 --- a/docs/load-ml.md +++ b/docs/load-ml.md @@ -238,7 +238,7 @@ If validation MAE exceeds the threshold (default 2.0 kWh), predictions are disab The Predbat WebUI has two charts associated with LoadML: -The LoadML chart shows the corrolation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future. +The LoadML chart shows the corrolation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future. image From a370f117274b5bfcb0a7e748827be1b442b8c0da Mon Sep 17 00:00:00 2001 From: Trefor Southwell <48591903+springfall2008@users.noreply.github.com> Date: Sun, 8 Feb 2026 17:09:13 +0000 Subject: [PATCH 3/4] Update docs/load-ml.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --- docs/load-ml.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/load-ml.md b/docs/load-ml.md index 85b3b2ba1..16724b12f 100644 --- a/docs/load-ml.md +++ b/docs/load-ml.md @@ -240,7 +240,7 @@ The Predbat WebUI has two charts associated with LoadML: The LoadML chart shows the corrolation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future. -image +Predbat LoadML chart showing actual household load and ML predictions 1 hour and 8 hours ahead The LoadMLPower chart shows a similar view as power, but also plots PV production, predicted PV production and temperature predictions. From 3fef35fecf79669f250ea727cfd847bb57f8732c Mon Sep 17 00:00:00 2001 From: Trefor Southwell <48591903+springfall2008@users.noreply.github.com> Date: Sun, 8 Feb 2026 17:09:47 +0000 Subject: [PATCH 4/4] Fix typo in LoadML documentation --- docs/load-ml.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/load-ml.md b/docs/load-ml.md index 16724b12f..81ca4a78e 100644 --- a/docs/load-ml.md +++ b/docs/load-ml.md @@ -238,7 +238,7 @@ If validation MAE exceeds the threshold (default 2.0 kWh), predictions are disab The Predbat WebUI has two charts associated with LoadML: -The LoadML chart shows the corrolation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future. +The LoadML chart shows the correlation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future. Predbat LoadML chart showing actual household load and ML predictions 1 hour and 8 hours ahead