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# OpDiLib | ||
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[OpDiLib](https://www.scicomp.uni-kl.de/software/opdi) (Open Multiprocessing Differentiation Library) is a universal add-on for reverse mode operator overloading AD tools that enables the differentiation of OpenMP parallel code. | ||
[OpDiLib](https://scicomp.rptu.de/software/opdi) (Open Multiprocessing Differentiation Library) is a universal add-on for reverse mode operator overloading AD tools that enables the differentiation of OpenMP parallel code. | ||
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It makes use of modern OpenMP features around OMPT to deduce a parallel reverse pass without any additional modifications of the parallel source code. Additionally, we provide a second mode of operation that works via replacement macros for OpenMP's directives and clauses as well as replacements for OpenMP's runtime functions. This mode of operation can also be used with compilers that do not support OMPT. There are no restrictions on data access patterns so that a first differentiated parallel code is obtained with little to no effort. As a next step, the parallel performance of the reverse pass can be optimized with various tools. One important aspect is disabling atomic updates on adjoint variables where appropriate. If the underlying AD tool is capable of differentiating MPI, for example via the add-on [MeDiPack](https://www.scicomp.uni-kl.de/software/medi/), OpDiLib can also be employed for a differentiation of OpenMP-MPI hybrid parallel codes. | ||
It makes use of modern OpenMP features around OMPT to deduce a parallel reverse pass without any additional modifications of the parallel source code. Additionally, we provide a second mode of operation that works via replacement macros for OpenMP's directives and clauses as well as replacements for OpenMP's runtime functions. This mode of operation can also be used with compilers that do not support OMPT. There are no restrictions on data access patterns so that a first differentiated parallel code is obtained with little to no effort. As a next step, the parallel performance of the reverse pass can be optimized with various tools. One important aspect is disabling atomic updates on adjoint variables where appropriate. If the underlying AD tool is capable of differentiating MPI, for example via the add-on [MeDiPack](https://scicomp.rptu.de/software/medi/), OpDiLib can also be employed for a differentiation of OpenMP-MPI hybrid parallel codes. | ||
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The [Scientific Computing Group](https://www.scicomp.uni-kl.de) at the University of Kaiserslautern-Landau (RPTU) develops OpDiLib and will enhance and extend OpDiLib in the future. | ||
The [Scientific Computing Group](https://scicomp.rptu.de) at the University of Kaiserslautern-Landau (RPTU) develops OpDiLib and will enhance and extend OpDiLib in the future. | ||
There is a newsletter available at [[email protected]](https://lists.uni-kl.de/scicomp/subscribe/opdi-info). | ||
If you want to contact us, please write a mail to [[email protected]](mailto:[email protected]). | ||
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@@ -19,7 +19,7 @@ OpDiLib supports all directives, clauses and runtime functions of the OpenMP 2.5 | |
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If you have a code that is differentiated with a serial AD tool and parallelize it using OpenMP, the procedure of obtaining an efficient parallel differentiated code with OpDiLib is as follows. | ||
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1. **Couple OpDiLib with your AD tool.** This step can be skipped if you use an AD tool that already has OpDiLib bindings, for example [CoDiPack](https://www.scicomp.uni-kl.de/software/codi/), which has OpDiLib support since [version 2.1](https://github.com/SciCompKL/CoDiPack/releases/tag/v2.1.0). | ||
1. **Couple OpDiLib with your AD tool.** This step can be skipped if you use an AD tool that already has OpDiLib bindings, for example [CoDiPack](https://scicomp.rptu.de/software/codi/), which has OpDiLib support since [version 2.1](https://github.com/SciCompKL/CoDiPack/releases/tag/v2.1.0). | ||
2. **Obtain a first parallel differentiated version of your code.** If your compiler supports OMPT, it suffices to add a few lines of code for the initialization and finalization of OpDiLib. Otherwise, you have to use OpDiLib's macro backend, which involves rewriting your OpenMP constructs according to OpDiLib's macro interface. Both approaches are demonstrated in the minimal example below. | ||
3. **Optimize the performance of the parallel reverse pass.** Check your parallel forward code for parts that do not involve shared reading. Use OpDiLib's adjoint access control tools to disable atomic adjoints for these parts. You may also revise your data access patterns to eliminate additional instances of shared reading. | ||
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@@ -50,7 +50,7 @@ If you use OpDiLib in one of your applications and write a paper, please cite us | |
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## Minimal Example | ||
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The following minimal example assumes that [CoDiPack](https://www.scicomp.uni-kl.de/software/codi/) is used as the underlying AD tool. You need CoDiPack [version 2.1](https://github.com/SciCompKL/CoDiPack/releases/tag/v2.1.0) or newer. For additional examples, please refer to OpDiLib's test suite. | ||
The following minimal example assumes that [CoDiPack](https://scicomp.rptu.de/software/codi/) is used as the underlying AD tool. You need CoDiPack [version 2.1](https://github.com/SciCompKL/CoDiPack/releases/tag/v2.1.0) or newer. For additional examples, please refer to OpDiLib's test suite. | ||
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### OMPT Backend | ||
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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* | ||
* Copyright (C) 2020-2022 Chair for Scientific Computing (SciComp), TU Kaiserslautern | ||
* Copyright (C) 2023-2024 Chair for Scientific Computing (SciComp), University of Kaiserslautern-Landau | ||
* Homepage: http://www.scicomp.uni-kl.de | ||
* Homepage: https://scicomp.rptu.de | ||
* Contact: Prof. Nicolas R. Gauger ([email protected]) | ||
* | ||
* Lead developer: Johannes Blühdorn (SciComp, University of Kaiserslautern-Landau) | ||
* | ||
* This file is part of OpDiLib (http://www.scicomp.uni-kl.de/software/opdi). | ||
* This file is part of OpDiLib (https://scicomp.rptu.de/software/opdi). | ||
* | ||
* OpDiLib is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public | ||
* License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later | ||
|
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