From cb408cb78313247936ae500ece677107733d1b52 Mon Sep 17 00:00:00 2001 From: Sukhil Patel Date: Wed, 5 Jun 2024 12:12:38 +0100 Subject: [PATCH 1/5] Add PVNet experiment as markdown --- .../PVNEt_national_XG_comparison.png | Bin 0 -> 168754 bytes .../PVNet_day_ahead.md | 24 ++++++++++++++++++ .../PVNets_comparison.png | Bin 0 -> 160003 bytes 3 files changed, 24 insertions(+) create mode 100644 experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNEt_national_XG_comparison.png create mode 100644 experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNet_day_ahead.md create mode 100644 experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNets_comparison.png diff --git a/experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNEt_national_XG_comparison.png b/experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNEt_national_XG_comparison.png new file mode 100644 index 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Longer horizon UKV NWP data was not available at time of training and will be a further addition in the future. + +**Results** \ +[The training run](https://wandb.ai/openclimatefix/pvnet_day_ahead_36_hours/runs/m4d3wlft/overview) had 3.15% normalised mean absolute error (NMAE) on validation data (100,000 samples from May 2022 to May 2023), [previous training of PVNet day ahead](https://wandb.ai/openclimatefix/pvnet2.1/runs/2ghzwbxg/overview?) had similar results of 3.19% NMAE. + + +![](PVNets_comparison.png "PVNets comparison") + +When comparing the two versions of PVNet day ahead (the new version in green) by forecast accuracy at each step on the validation dataset samples we see some small differences in the model up to 33 hours, such as first the first few steps and between steps 5 and 10, which could be explained by differences in samples seen and evaluated on between the two versions. + +However the larger difference is an improvement toward the end of the forecast horizon, from 33 hours onwards which is likely due to ECMWF data now being available for this period, when previously no NWP data was given past 33 hours due to the NWP forecast horizon of previous data and factoring in NWP initialization times and production delays. + +UKV NWP data used in the model is currently up to 30 hours, we would expect a further reduction in error from 30+ hours when training with longer horizon UKV data which would cover up to 36 hours. + + +A very rough comparison is also plotted between these two PVNet model versions and the National XG model which is currently used for day ahead predictions in production. + +![](PVNEt_national_XG_comparison.png "PVNets national XG comparison") + + + +This comparison is rough and should not be seen as a fair comparison as the national XG numbers are just an estimate derived from backtest data on different time periods. 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<66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 5 Jun 2024 11:14:30 +0000 Subject: [PATCH 2/5] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- .../PVNet_day_ahead.md | 16 +++++++--------- 1 file changed, 7 insertions(+), 9 deletions(-) diff --git a/experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNet_day_ahead.md b/experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNet_day_ahead.md index 74aa32da..56213994 100644 --- a/experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNet_day_ahead.md +++ b/experiments/uk/011 - Extending forecast to 36 hours (updated ECMWF data)/PVNet_day_ahead.md @@ -1,24 +1,22 @@ -PVNet day ahead was retrained to produce a 36 hour forecast, it was given its [previous configuration](https://huggingface.co/openclimatefix/pvnet_uk_region/tree/main) and data except for being given ECMWF NWP data with a longer forecast horizon (max 85 hours but 37 hours given to the model). Longer horizon UKV NWP data was not available at time of training and will be a further addition in the future. +PVNet day ahead was retrained to produce a 36 hour forecast, it was given its [previous configuration](https://huggingface.co/openclimatefix/pvnet_uk_region/tree/main) and data except for being given ECMWF NWP data with a longer forecast horizon (max 85 hours but 37 hours given to the model). Longer horizon UKV NWP data was not available at time of training and will be a further addition in the future. **Results** \ -[The training run](https://wandb.ai/openclimatefix/pvnet_day_ahead_36_hours/runs/m4d3wlft/overview) had 3.15% normalised mean absolute error (NMAE) on validation data (100,000 samples from May 2022 to May 2023), [previous training of PVNet day ahead](https://wandb.ai/openclimatefix/pvnet2.1/runs/2ghzwbxg/overview?) had similar results of 3.19% NMAE. +[The training run](https://wandb.ai/openclimatefix/pvnet_day_ahead_36_hours/runs/m4d3wlft/overview) had 3.15% normalised mean absolute error (NMAE) on validation data (100,000 samples from May 2022 to May 2023), [previous training of PVNet day ahead](https://wandb.ai/openclimatefix/pvnet2.1/runs/2ghzwbxg/overview?) had similar results of 3.19% NMAE. ![](PVNets_comparison.png "PVNets comparison") -When comparing the two versions of PVNet day ahead (the new version in green) by forecast accuracy at each step on the validation dataset samples we see some small differences in the model up to 33 hours, such as first the first few steps and between steps 5 and 10, which could be explained by differences in samples seen and evaluated on between the two versions. +When comparing the two versions of PVNet day ahead (the new version in green) by forecast accuracy at each step on the validation dataset samples we see some small differences in the model up to 33 hours, such as first the first few steps and between steps 5 and 10, which could be explained by differences in samples seen and evaluated on between the two versions. -However the larger difference is an improvement toward the end of the forecast horizon, from 33 hours onwards which is likely due to ECMWF data now being available for this period, when previously no NWP data was given past 33 hours due to the NWP forecast horizon of previous data and factoring in NWP initialization times and production delays. +However the larger difference is an improvement toward the end of the forecast horizon, from 33 hours onwards which is likely due to ECMWF data now being available for this period, when previously no NWP data was given past 33 hours due to the NWP forecast horizon of previous data and factoring in NWP initialization times and production delays. -UKV NWP data used in the model is currently up to 30 hours, we would expect a further reduction in error from 30+ hours when training with longer horizon UKV data which would cover up to 36 hours. +UKV NWP data used in the model is currently up to 30 hours, we would expect a further reduction in error from 30+ hours when training with longer horizon UKV data which would cover up to 36 hours. -A very rough comparison is also plotted between these two PVNet model versions and the National XG model which is currently used for day ahead predictions in production. +A very rough comparison is also plotted between these two PVNet model versions and the National XG model which is currently used for day ahead predictions in production. ![](PVNEt_national_XG_comparison.png "PVNets national XG comparison") - - -This comparison is rough and should not be seen as a fair comparison as the national XG numbers are just an estimate derived from backtest data on different time periods. However, it can show roughly what relative improvement could be achieved from replacing the National XG Day ahead model with a PVNet Day Ahead model. +This comparison is rough and should not be seen as a fair comparison as the national XG numbers are just an estimate derived from backtest data on different time periods. However, it can show roughly what relative improvement could be achieved from replacing the National XG Day ahead model with a PVNet Day Ahead model. From 69496bb403635c8d55b6fd2254f33a88a339c508 Mon Sep 17 00:00:00 2001 From: Sukhil Patel Date: Fri, 7 Jun 2024 12:10:25 +0100 Subject: [PATCH 3/5] Ignore experiments folder for version updates and releases --- .github/workflows/release.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 11aedeb8..e547a945 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -7,6 +7,8 @@ on: paths-ignore: - "configs.example/**" # ignores all files in configs.example - "**/README.md" # ignores all README files + - "experiments/**" # ignores all files in configs.example + jobs: release: From bcb620a52a2b7e220178d03812285a055dc74673 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 7 Jun 2024 11:11:26 +0000 Subject: [PATCH 4/5] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- .github/workflows/release.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index e547a945..032d3311 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -9,7 +9,6 @@ on: - "**/README.md" # ignores all README files - "experiments/**" # ignores all files in configs.example - jobs: release: uses: openclimatefix/.github/.github/workflows/python-release.yml@main From 90b435fe09197059668d8d78462b9b09680ee998 Mon Sep 17 00:00:00 2001 From: Sukhil Patel Date: Fri, 7 Jun 2024 12:12:20 +0100 Subject: [PATCH 5/5] Update comment --- .github/workflows/release.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index e547a945..0ff64fdc 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -7,7 +7,7 @@ on: paths-ignore: - "configs.example/**" # ignores all files in configs.example - "**/README.md" # ignores all README files - - "experiments/**" # ignores all files in configs.example + - "experiments/**" # ignores all files in experiments directory jobs: