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37 Commits

Author SHA1 Message Date
Joseph Hopfmüller
249fe1e940 wip 2025-01-27 21:05:49 +01:00
Joseph Hopfmüller
f38d0ca3bb model robustness testing 2025-01-10 23:40:54 +01:00
Joseph Hopfmüller
3af73343c1 add corrected datasets with PMD and dispersion 2024-12-29 16:41:52 +01:00
Joseph Hopfmüller
7a0b65f82d Merge branch 'machine_learning' of git.suuppl.dev:seppl/optical-regeneration into machine_learning 2024-12-29 16:00:41 +01:00
Joseph Hopfmüller
98305fdf47 update dataset configurations, add rotation module, and refine model settings for training, new hyperparameter tuning run for corrected datasets 2024-12-29 16:00:36 +01:00
Joseph Hopfmüller
33141bdf41 add datasets with PMD and dispersion 2024-12-29 15:59:01 +01:00
Joseph Hopfmüller
638b62ee03 add training data, y-pol phase shifted by 90 deg, x/y different powers 2024-12-11 10:56:30 +01:00
Joseph Hopfmüller
98d0b5ba8d add training data, y-pol phase shifted by 90 deg 2024-12-11 10:03:29 +01:00
Joseph Hopfmüller
39ae13d0af add training script for polarization estimation, refactor model definitions, randomised polarisation support in data_loader 2024-12-11 09:48:38 +01:00
Joseph Hopfmüller
0e29b87395 add regenerator class and update dataset configurations for model training 2024-12-05 23:55:03 +01:00
Joseph Hopfmüller
884d9f73c9 add default to birefsteps 2024-12-05 23:50:49 +01:00
Joseph Hopfmüller
08c81428ef add new training data 2024-12-05 23:50:14 +01:00
Joseph Hopfmüller
9299316f81 add new training_data 2024-12-05 23:43:24 +01:00
Joseph Hopfmüller
2fcf621a50 update submodule to latest commit 2024-12-05 23:29:53 +01:00
Joseph Hopfmüller
36f89f379d refactor signal generation to support single-channel mode and adjust birefringence parameters 2024-12-05 23:29:48 +01:00
Joseph Hopfmüller
950516197c add new training data 2024-12-04 13:22:50 +01:00
Joseph Hopfmüller
b7eecea1ae add new training data 2024-12-04 10:07:39 +01:00
Joseph Hopfmüller
d3626f9a44 remove newly generated training data 2024-12-04 10:00:50 +01:00
Joseph Hopfmüller
7f89c02d8d update submodule to latest commit 2024-12-02 18:54:15 +01:00
Joseph Hopfmüller
a8a1c49c00 Merge branch 'machine_learning' of git.suuppl.dev:seppl/optical-regeneration into machine_learning 2024-12-02 18:51:30 +01:00
Joseph Hopfmüller
297e9e8d7f update submodule configuration and enhance model settings; add eye diagram functionality 2024-12-02 18:50:43 +01:00
Joseph Hopfmüller
aa2e7a4cb4 move sliced dataset testing script 2024-12-02 18:50:13 +01:00
Joseph Hopfmüller
1dcefecf59 update signal generation patterns in generate_signal.py 2024-12-02 18:49:38 +01:00
Joseph Hopfmüller
a5f2f49360 enhance data loading and processing in FiberRegenerationDataset; add timestamps and support for multiple file paths 2024-12-02 18:49:14 +01:00
Joseph Hopfmüller
e20aa9bfb1 add eye_diagram analysis 2024-12-02 18:48:43 +01:00
Joseph Hopfmüller
010889af13 generate training data with finer length steps 2024-12-02 18:45:10 +01:00
Joseph Hopfmüller
c145d58df8 update subproject reference to latest commit 2024-11-29 15:53:08 +01:00
Joseph Hopfmüller
487288c923 define new activation functions and parametrizations 2024-11-29 15:51:25 +01:00
Joseph Hopfmüller
bdf6f5bfb8 clean up regen_no_hyper.py 2024-11-29 15:50:34 +01:00
Joseph Hopfmüller
e02662ed4f new optuna studies 2024-11-29 15:49:59 +01:00
Joseph Hopfmüller
fd7a0b9c31 using latest knowledge for hyperparameter search 2024-11-29 15:49:46 +01:00
Joseph Hopfmüller
ff32aefd52 minor fixes and changes 2024-11-29 15:49:10 +01:00
Joseph Hopfmüller
b156b9ceaf refactor hypertraining.py to improve model layer handling and response plotting; adjust data settings for batch processing 2024-11-29 15:48:27 +01:00
Joseph Hopfmüller
cfa08aae4e add training.py for defining and running models without hyperparametertuning 2024-11-29 15:48:18 +01:00
Joseph Hopfmüller
0422c81f3b update single_core_regen settings new runs 2024-11-24 01:56:01 +01:00
Joseph Hopfmüller
7343ccb3a5 refactor complex loss functions for improved readability; update settings and dataset classes for consistency 2024-11-24 01:55:32 +01:00
Joseph Hopfmüller
9a16a5637d add optional parameter suggestion methods for Optuna trials 2024-11-24 01:55:12 +01:00
330 changed files with 91413 additions and 1561 deletions

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# and can be added to the global gitignore or merged into this file. For a more nuclear # and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder. # option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/ #.idea/
tolerance_results/*
data/*

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