✨ RL compilation step wit GNN#563

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antotu wants to merge 172 commits intomunich-quantum-toolkit:qce-experimentsfrom

antotu:RL-compilation-step

Commits on Mar 16, 2026

added function related to training and for GNN, needed to define GNN and test all done

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Added the gnn part, must be fine-tuned hyper-params, no test

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Removed the barriers in the creation of the DAG

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coded tested and fixed, need to add a cross validation module

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fixed the problem of the predict_device_for_figure_of_merits

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Hellinger test done: success

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🎨 pre-commit fixes

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GNN predictor fixed with optuna and tested

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🎨 pre-commit fixes

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GNN predictor fixed with optuna and tested

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Problems modified TPESampler and not TYPESampler

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Problems modified TPESampler and not TYPESampler

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Problems modified TPESampler and not TYPESampler

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Test modified with number of epochs as parameter

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Eliminated trained model

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Changed the test estimated hellinger for windows

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Changed the test estimated hellinger for windows

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🎨 pre-commit fixes

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Problem with windows solved eliminating warning

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Files modified according suggestion

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Fixed the comments related to test hellinger distance and utils

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Fixed modification also with pre-commit

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Refactor the test ml predictor considering to join function related ML e GNN

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Modified part of helper in order to solve problems code

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Update tests/device_selection/test_predictor_ml.py

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🎨 pre-commit fixes

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first round fixes

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pre-commit fixes

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Update src/mqt/predictor/ml/predictor.py

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Update src/mqt/predictor/ml/predictor.py

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Partial modification

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🎨 pre-commit fixes

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fixed comments repo

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Modified the gates accepted

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Modified list

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Fixed bug Swap and Cswap gates

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Edit for saving memory GPU

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Added patience as variable

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Updated GNN for predictions

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partial modification guessed by bot

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eliminated italian comments

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eliminated italian comments

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eliminated redundancy torch_clamp

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removed small errors

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solved partial errors

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Corrected for the lint

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🎨 pre-commit fixes

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🎨 pre-commit fixes

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error deprecation warning of a useless library

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error deprecation warning of a useless library

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small error correction

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small error correction

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small error correction

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problem torch_geometric

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lightweight import

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lightweight import

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🎨 pre-commit fixes

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lightweight import

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🎨 pre-commit fixes

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fixed some code coverage

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Consider also verbose

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🎨 pre-commit fixes

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Consider also verbose

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🎨 pre-commit fixes

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Consider also verbose

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Consider adjusted estiamted hellinger distance as regression problem

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🎨 pre-commit fixes

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Fixed regression

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Fixed regression

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Adjusted threshold for test regression

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Fixed some code lines for more clarity

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Modified a comment on test estimated_hellinger_distance

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🎨 pre-commit fixes

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Minor fixes
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Minor fixes
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Minor fixes
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Minor fixes
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Minor fixes
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Minor fixes found
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Minor fixes found
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Minor fixes found: error in predicting hellinger distance
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Minor fixes found: error in predicting hellinger distance
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Minor fixes found: error in predicting hellinger distance
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Minor modifications
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Minor modifications
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Minor modifications
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Minor modifications
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Minor modifications
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Minor fixes code and change of libraries
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Minor fixes code and change of libraries
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Reduced ignore on warning, modified doc, and minor fixes
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Modified documentation
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Modified documentation
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Modified documentation
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Modified taking into account to not use .pt for saving dataset
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Modified not using pt for getting the dataset
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Modified not using pt for getting the dataset
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Fixes for code rabbit AI
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Minor fixes
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🎨 pre-commit fixes

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Minor fixes
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Minor fixes
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🎨 pre-commit fixes

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Modified documentation
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🎨 pre-commit fixes

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Modified documentation
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Modified tests
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Modified tests
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Modified tests
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Minor modifications
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Minor modifications
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🎨 pre-commit fixes

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Minor modifications
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Minor modifications
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Verbose regression added for code coverage
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Verbose regression added for code coverage
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Added multi-class classification
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Test empty circuit DAG
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Fixed minor issue
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Fixed minor issue
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Minor fixes
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🎨 pre-commit fixes

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🎨 pre-commit fixes
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Commits on Mar 18, 2026

Merge remote-tracking branch 'origin/qce-experiments' into pr/antotu/563
flowerthrower
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Commits on Mar 26, 2026

update using GNN
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update using GNN
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fixes pre-commit
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Modifications for the pre-commit
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Commits on Mar 30, 2026

fixed problem pre commit version
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fixed problem pre commit version
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Merge branch 'qce-experiments' into RL-compilation-step
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added safetensors
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excluded version
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torch-geometric and errors fixed
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🎨 pre-commit fixes
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torch-geometric and errors fixed
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Windows errors fixed
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Warning deprecation
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Commits on Mar 31, 2026

reduced time for training gnn predictor
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reduced parameters for testing
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fixed problem test hellinger
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Commits on Apr 13, 2026

modified parameters
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modified hyper-parameters GNN
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Commits on Apr 15, 2026