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LSTM predictor with dropout regularization#3125

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sfeilmeier merged 1 commit intoOpenEMS:developfrom
Sn0w3y:develop
May 16, 2025
Merged

LSTM predictor with dropout regularization#3125
sfeilmeier merged 1 commit intoOpenEMS:developfrom
Sn0w3y:develop

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@Sn0w3y Sn0w3y commented May 15, 2025

  • Implement dropout regularization in LSTM predictor for better model generalization
  • Add scaling factors for dropout to maintain output magnitude during training

- Implement dropout regularization in LSTM predictor for better model generalization
- Add scaling factors for dropout to maintain output magnitude during training
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codecov bot commented May 15, 2025

Codecov Report

Attention: Patch coverage is 15.58442% with 65 lines in your changes missing coverage. Please review.

❌ Your patch status has failed because the patch coverage (15.59%) is below the target coverage (75.00%). You can increase the patch coverage or adjust the target coverage.

Additional details and impacted files
@@              Coverage Diff              @@
##             develop    #3125      +/-   ##
=============================================
- Coverage      58.58%   58.54%   -0.03%     
  Complexity       173      173              
=============================================
  Files           2590     2590              
  Lines         111405   111461      +56     
  Branches        8197     8206       +9     
=============================================
- Hits           65253    65245       -8     
- Misses         43736    43799      +63     
- Partials        2416     2417       +1     
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@sfeilmeier sfeilmeier merged commit 88f3448 into OpenEMS:develop May 16, 2025
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Sn0w3y commented May 16, 2025

@sfeilmeier can you also test locally? i already did it and it worked - but for the LSTM testing in more devices is better we found out

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We are currently not working actively on the LSTM, so no, cannot test locally at the moment.

deadrabbit87 added a commit to deadrabbit87/openems that referenced this pull request May 20, 2025
commit 6792f85
Author: Stefan Feilmeier <[email protected]>
Date:   Mon May 19 15:56:58 2025 +0200

    Apply Eclipse Autoformat

commit 0a784de
Merge: 7d5233f 81d58a0
Author: Stefan Feilmeier <[email protected]>
Date:   Mon May 19 15:45:57 2025 +0200

    Merge branch 'develop' into pr/3129

commit 7d5233f
Author: deadrabbit87 <[email protected]>
Date:   Sun May 18 10:05:43 2025 +0200

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    Date:   Sun May 18 10:04:04 2025 +0200

        Expand JSON of shelly em api

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    Author: deadrabbit87 <[email protected]>
    Date:   Sat May 17 14:19:39 2025 +0200

        Readded `hasUpdate`, JUnit tests and corrected energy calculation

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    Date:   Fri May 16 20:09:35 2025 +0200

        WIP: Power Calculation and JUnit Tests

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    Date:   Thu May 15 18:02:30 2025 +0200

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commit 81d58a0
Author: sjjh <[email protected]>
Date:   Sat May 17 22:40:53 2025 +0200

    Docker: update Edge docker-compose.yml (OpenEMS#3131)

    cf PR OpenEMS#3127

commit 55d52da
Author: sjjh <[email protected]>
Date:   Sat May 17 22:27:38 2025 +0200

    Docker: update Backend docker-compose.yml (OpenEMS#3127)

    As docker was complaining:
    # docker compose up -d
    WARN[0000] docker-compose.yml: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion

    cf: https://docs.docker.com/reference/compose-file/version-and-name/#version-top-level-element-obsolete

commit c70be00
Author: da Kai <[email protected]>
Date:   Sat May 17 22:25:34 2025 +0200

    Docs: extend deploy documentation (OpenEMS#3130)

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Author: deadrabbit87 <[email protected]>
Date:   Sat May 17 14:21:41 2025 +0200

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    Date:   Fri May 16 20:09:35 2025 +0200

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commit 88f3448
Author: Hannes <[email protected]>
Date:   Fri May 16 08:37:43 2025 +0200

    LSTM predictor with dropout regularization (OpenEMS#3125)

    - Implement dropout regularization in LSTM predictor for better model generalization
    - Add scaling factors for dropout to maintain output magnitude during training
deadrabbit87 added a commit to deadrabbit87/openems that referenced this pull request May 20, 2025
commit 54fedf1
Author: deadrabbit87 <[email protected]>
Date:   Tue May 20 12:53:39 2025 +0200

    minor fixes

    fix JUnit test
    added entry in `readme.adoc`

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        cf PR OpenEMS#3127

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    Date:   Sat May 17 22:27:38 2025 +0200

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        As docker was complaining:
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        WARN[0000] docker-compose.yml: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion

        cf: https://docs.docker.com/reference/compose-file/version-and-name/#version-top-level-element-obsolete

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        LSTM predictor with dropout regularization (OpenEMS#3125)

        - Implement dropout regularization in LSTM predictor for better model generalization
        - Add scaling factors for dropout to maintain output magnitude during training

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        WARN[0000] docker-compose.yml: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion

        cf: https://docs.docker.com/reference/compose-file/version-and-name/#version-top-level-element-obsolete

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    Date:   Fri May 16 08:37:43 2025 +0200

        LSTM predictor with dropout regularization (OpenEMS#3125)

        - Implement dropout regularization in LSTM predictor for better model generalization
        - Add scaling factors for dropout to maintain output magnitude during training

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Date:   Sun May 18 10:04:04 2025 +0200

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            LSTM predictor with dropout regularization (OpenEMS#3125)

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            - Add scaling factors for dropout to maintain output magnitude during training

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            - Add scaling factors for dropout to maintain output magnitude during training

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        - Add scaling factors for dropout to maintain output magnitude during training

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            - Add scaling factors for dropout to maintain output magnitude during training

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        Date:   Fri May 16 08:37:43 2025 +0200

            LSTM predictor with dropout regularization (OpenEMS#3125)

            - Implement dropout regularization in LSTM predictor for better model generalization
            - Add scaling factors for dropout to maintain output magnitude during training

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    Author: deadrabbit87 <[email protected]>
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    Date:   Sat May 17 14:19:39 2025 +0200

        Readded `hasUpdate`, JUnit tests and corrected energy calculation

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    Date:   Fri May 16 20:09:35 2025 +0200

        WIP: Power Calculation and JUnit Tests

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            Date:   Sat May 17 14:19:39 2025 +0200

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            Date:   Thu May 15 18:02:30 2025 +0200

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        commit 81d58a0
        Author: sjjh <[email protected]>
        Date:   Sat May 17 22:40:53 2025 +0200

            Docker: update Edge docker-compose.yml (OpenEMS#3131)

            cf PR OpenEMS#3127

        commit 55d52da
        Author: sjjh <[email protected]>
        Date:   Sat May 17 22:27:38 2025 +0200

            Docker: update Backend docker-compose.yml (OpenEMS#3127)

            As docker was complaining:
            # docker compose up -d
            WARN[0000] docker-compose.yml: the attribute `version` is obsolete, it will be ignored, please remove it to avoid potential confusion

            cf: https://docs.docker.com/reference/compose-file/version-and-name/#version-top-level-element-obsolete

        commit c70be00
        Author: da Kai <[email protected]>
        Date:   Sat May 17 22:25:34 2025 +0200

            Docs: extend deploy documentation (OpenEMS#3130)

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        Author: Hannes <[email protected]>
        Date:   Fri May 16 08:37:43 2025 +0200

            LSTM predictor with dropout regularization (OpenEMS#3125)

            - Implement dropout regularization in LSTM predictor for better model generalization
            - Add scaling factors for dropout to maintain output magnitude during training

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    Author: deadrabbit87 <[email protected]>
    Date:   Sun May 18 10:04:04 2025 +0200

        Expand JSON of shelly em api

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    Author: deadrabbit87 <[email protected]>
    Date:   Sat May 17 14:19:39 2025 +0200

        Readded `hasUpdate`, JUnit tests and corrected energy calculation

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    Date:   Fri May 16 20:09:35 2025 +0200

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        add shelly em

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Author: Stefan Feilmeier <[email protected]>
Date:   Mon May 19 15:45:57 2025 +0200

    Merge branch 'develop' into pr/3129

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Date:   Sun May 18 10:05:43 2025 +0200

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    Date:   Sun May 18 10:04:04 2025 +0200

        Expand JSON of shelly em api

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    Author: deadrabbit87 <[email protected]>
    Date:   Sat May 17 14:19:39 2025 +0200

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    Date:   Fri May 16 20:09:35 2025 +0200

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    Date:   Thu May 15 18:02:30 2025 +0200

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commit 50c2bd5
Author: deadrabbit87 <[email protected]>
Date:   Sat May 17 14:21:41 2025 +0200

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    Author: deadrabbit87 <[email protected]>
    Date:   Sat May 17 14:19:39 2025 +0200

        Readded `hasUpdate`, JUnit tests and corrected energy calculation

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    Author: deadrabbit87 <[email protected]>
    Date:   Fri May 16 20:09:35 2025 +0200

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    Author: deadrabbit87 <[email protected]>
    Date:   Thu May 15 18:02:30 2025 +0200

        add shelly em

commit 5834d36
Author: deadrabbit87 <[email protected]>
Date:   Fri May 16 13:26:13 2025 +0200

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    Author: Ingo <[email protected]>
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    commit a5f3d10
    Author: deadrabbit87 <[email protected]>
    Date:   Thu May 15 18:02:30 2025 +0200

        add shelly em
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