MLIR (software) (English Wikipedia)

Agostini, Nicolas Bohm; Curzel, Serena; Amatya, Vinay; Tan, Cheng; Minutoli, Marco; Castellana, Vito Giovanni; Manzano, Joseph; Kaeli, David; Tumeo, Antonino (2022-10-30). "An MLIR-based Compiler Flow for System-Level Design and Hardware Acceleration". Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design. Association for Computing Machinery. pp. 1–9. doi:10.1145/3508352.3549424. hdl:11311/1229389. ISBN 978-1-4503-9217-4.
Katel, Navdeep; Khandelwal, Vivek; Bondhugula, Uday (2022-03-19). "MLIR-based code generation for GPU tensor cores". Proceedings of the 31st ACM SIGPLAN International Conference on Compiler Construction. ACM. pp. 117–128. doi:10.1145/3497776.3517770. ISBN 978-1-4503-9183-2. S2CID 247522110.
Bik, Aart; Koanantakool, Penporn; Shpeisman, Tatiana; Vasilache, Nicolas; Zheng, Bixia; Kjolstad, Fredrik (2022-12-31). "Compiler Support for Sparse Tensor Computations in MLIR". ACM Transactions on Architecture and Code Optimization. 19 (4): 1–25. arXiv:2202.04305. doi:10.1145/3544559. ISSN 1544-3566. S2CID 246680261.

amd.com

"IRON for Ryzen AI: A Tutorial on MLIR-AIE Compilation" (PDF). amd.com. AMD. Retrieved 2025-06-16.
"AIR for Ryzen AI: A Tutorial on Versal-AIE Compilation" (PDF). amd.com. AMD. Retrieved 2025-06-16.

arxiv.org

Kumar, Abhinav; Khedkar, Atharva; So, Hwisoo; Kuo, Megan; Gurjar, Ameya; Biswas, Partha; Shrivastava, Aviral (2025). "DSP-MLIR: A Domain-Specific Language and MLIR Dialect for Digital Signal Processing". Proceedings of the 26th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems (LCTES '25). New York, NY, USA: Association for Computing Machinery. pp. 146–157. arXiv:2408.11205. doi:10.1145/3735452.3735527.
Ruizhe, Zhao; Jianyi, Cheng (2021). "Phism: Polyhedral High-Level Synthesis in MLIR". arXiv:2103.15103 [cs.PL].
McCaskey, Alexander; Nguyen, Thien (October 2021). "A MLIR Dialect for Quantum Assembly Languages". 2021 IEEE International Conference on Quantum Computing and Engineering (QCE). IEEE. pp. 255–264. arXiv:2101.11365. doi:10.1109/QCE52317.2021.00043. ISBN 978-1-6654-1691-7. OSTI 1862113. S2CID 231718965.
Jin, Tian; Bercea, Gheorghe-Teodor; Le, Tung D.; Chen, Tong; Su, Gong; Imai, Haruki; Negishi, Yasushi; Leu, Anh; O'Brien, Kevin; Kawachiya, Kiyokuni; Eichenberger, Alexandre E. (2020). "Compiling ONNX Neural Network Models Using MLIR". arXiv:2008.08272 [cs.PL].
Hu, Pengchao; Lu, Man; Wang, Lei; Jiang, Guoyue (2022). "TPU-MLIR: A Compiler For TPU Using MLIR". arXiv:2210.15016 [cs.PL].
Bik, Aart; Koanantakool, Penporn; Shpeisman, Tatiana; Vasilache, Nicolas; Zheng, Bixia; Kjolstad, Fredrik (2022-12-31). "Compiler Support for Sparse Tensor Computations in MLIR". ACM Transactions on Architecture and Code Optimization. 19 (4): 1–25. arXiv:2202.04305. doi:10.1145/3544559. ISSN 1544-3566. S2CID 246680261.
Jin, Tian; Bercea, Gheorghe-Teodor; Le, Tung D; Chen, Tong; Su, Gong; Imai, Haruki; Negishi, Yasushi; Leu, Anh; O'Brien, Kevin; Kawachiya, Kiyokuni (2020). "Compiling ONNX Neural Network Models Using MLIR". arXiv:2008.08272 [cs.PL].

doi.org

Lattner, Chris; Amini, Mehdi; Bondhugula, Uday; Cohen, Albert; Davis, Andy; Pienaar, Jacques; Riddle, River; Shpeisman, Tatiana; Vasilache, Nicolas; Zinenko, Oleksandr (2021). MLIR: Scaling Compiler Infrastructure for Domain Specific Computation. 2021 IEEE/ACM International Symposium on Code Generation and Optimization (CGO). pp. 2–14. doi:10.1109/CGO51591.2021.9370308.
Kumar, Abhinav; Khedkar, Atharva; So, Hwisoo; Kuo, Megan; Gurjar, Ameya; Biswas, Partha; Shrivastava, Aviral (2025). "DSP-MLIR: A Domain-Specific Language and MLIR Dialect for Digital Signal Processing". Proceedings of the 26th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems (LCTES '25). New York, NY, USA: Association for Computing Machinery. pp. 146–157. arXiv:2408.11205. doi:10.1145/3735452.3735527.
Moses, William S.; Chelini, Lorenzo; Zhao, Ruizhe; Zinenko, Oleksandr (2021). Polygeist: Raising C to Polyhedral MLIR. 30th International Conference on Parallel Architectures and Compilation Techniques (PACT). pp. 45–59. doi:10.1109/PACT52795.2021.00011. ISBN 978-1-6654-4278-7.
Agostini, Nicolas Bohm; Curzel, Serena; Amatya, Vinay; Tan, Cheng; Minutoli, Marco; Castellana, Vito Giovanni; Manzano, Joseph; Kaeli, David; Tumeo, Antonino (2022-10-30). "An MLIR-based Compiler Flow for System-Level Design and Hardware Acceleration". Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design. Association for Computing Machinery. pp. 1–9. doi:10.1145/3508352.3549424. hdl:11311/1229389. ISBN 978-1-4503-9217-4.
McCaskey, Alexander; Nguyen, Thien (October 2021). "A MLIR Dialect for Quantum Assembly Languages". 2021 IEEE International Conference on Quantum Computing and Engineering (QCE). IEEE. pp. 255–264. arXiv:2101.11365. doi:10.1109/QCE52317.2021.00043. ISBN 978-1-6654-1691-7. OSTI 1862113. S2CID 231718965.
Park, Sunjae; Song, Woosung; Nam, Seunghyeon; Kim, Hyeongyu; Shin, Junbum; Lee, Juneyoung (2023-06-06). "HEaaN.MLIR: An Optimizing Compiler for Fast Ring-Based Homomorphic Encryption". Proceedings of the ACM on Programming Languages. 7 (PLDI): 196–220. doi:10.1145/3591228. ISSN 2475-1421.
Katel, Navdeep; Khandelwal, Vivek; Bondhugula, Uday (2022-03-19). "MLIR-based code generation for GPU tensor cores". Proceedings of the 31st ACM SIGPLAN International Conference on Compiler Construction. ACM. pp. 117–128. doi:10.1145/3497776.3517770. ISBN 978-1-4503-9183-2. S2CID 247522110.
Bik, Aart; Koanantakool, Penporn; Shpeisman, Tatiana; Vasilache, Nicolas; Zheng, Bixia; Kjolstad, Fredrik (2022-12-31). "Compiler Support for Sparse Tensor Computations in MLIR". ACM Transactions on Architecture and Code Optimization. 19 (4): 1–25. arXiv:2202.04305. doi:10.1145/3544559. ISSN 1544-3566. S2CID 246680261.
Liu, Hsin-I Cindy; Brehler, Marius; Ravishankar, Mahesh; Vasilache, Nicolas; Vanik, Ben; Laurenzo, Stella (2022). "TinyIREE: An ML Execution Environment for Embedded Systems From Compilation to Deployment". IEEE Micro. 42 (5). IEEE: 9–16. doi:10.1109/MM.2022.3178068.

educative.io

"How MLIR Powers Mojo". Educative. Retrieved 2025-06-16.

fosdem.org

"An Introduction to torch-mlir (FOSDEM 2025)" (PDF). fosdem.org. Retrieved 2025-06-16.

github.com

"llvm-project". GitHub. LLVM Project. Retrieved 2025-06-16.
"ONNX-MLIR". GitHub. ONNX Project. Retrieved 2025-06-16.
"MLIR-AIE". GitHub. Xilinx. Retrieved 2025-06-16.
"torch-mlir". GitHub. LLVM Project. Retrieved 2025-06-16.
"HEIR: Homomorphic Encryption Intermediate Representation". GitHub. Retrieved 2023-09-05.
"microsoft/triton-shared". GitHub. Microsoft. Retrieved 2025-06-16.

handle.net

hdl.handle.net

Agostini, Nicolas Bohm; Curzel, Serena; Amatya, Vinay; Tan, Cheng; Minutoli, Marco; Castellana, Vito Giovanni; Manzano, Joseph; Kaeli, David; Tumeo, Antonino (2022-10-30). "An MLIR-based Compiler Flow for System-Level Design and Hardware Acceleration". Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design. Association for Computing Machinery. pp. 1–9. doi:10.1145/3508352.3549424. hdl:11311/1229389. ISBN 978-1-4503-9217-4.

ieee.org

ieeexplore.ieee.org

Moses, William S.; Chelini, Lorenzo; Zhao, Ruizhe; Zinenko, Oleksandr (2021). Polygeist: Raising C to Polyhedral MLIR. 30th International Conference on Parallel Architectures and Compilation Techniques (PACT). pp. 45–59. doi:10.1109/PACT52795.2021.00011. ISBN 978-1-6654-4278-7.
McCaskey, Alexander; Nguyen, Thien (October 2021). "A MLIR Dialect for Quantum Assembly Languages". 2021 IEEE International Conference on Quantum Computing and Engineering (QCE). IEEE. pp. 255–264. arXiv:2101.11365. doi:10.1109/QCE52317.2021.00043. ISBN 978-1-6654-1691-7. OSTI 1862113. S2CID 231718965.

iree.dev

"IREE". iree.dev. Retrieved 2025-06-16.
"IREE". iree.dev. Retrieved 2025-06-16.

khronos.org

"IREE Targeting Vulkan" (PDF). Khronos Group. Khronos. Retrieved 2025-06-16.

lfaidata.foundation

"Announcing IREE: A New Initiative for Machine Learning Deployment". LF AI & Data Foundation. 2024-05-23. Retrieved 2025-06-16.

llvm.org

mlir.llvm.org

"Multi-Level Intermediate Representation Overview". mlir.llvm.org. Retrieved 2025-06-05.
"Users of MLIR". mlir.llvm.org. Retrieved 2025-06-05.
"MLIR Language Reference - MLIR". mlir.llvm.org. Retrieved 2023-07-05.
"MLIR Rationale - MLIR". mlir.llvm.org. Retrieved 2023-07-05.
"Dialects - MLIR". mlir.llvm.org. Retrieved 2023-07-07.
"Operation Definition Specification (ODS) - MLIR". mlir.llvm.org. Retrieved 2023-07-05.
"Defining Dialects - MLIR". mlir.llvm.org. Retrieved 2023-07-07.
"Pattern Rewriting : Generic DAG-to-DAG Rewriting - MLIR". mlir.llvm.org. Retrieved 2023-07-06.
"Dialect Conversion - MLIR". mlir.llvm.org. Retrieved 2023-07-06.
"Traits - MLIR". mlir.llvm.org. Retrieved 2023-07-05.
"Interfaces - MLIR". mlir.llvm.org. Retrieved 2023-07-05.
"MLIR for Graph Algorithms". mlir.llvm.org. Retrieved 2025-06-16.
"The torch-mlir Project (LLVM OpenMeetings 2021)" (PDF). mlir.llvm.org. 2021-10-07. Retrieved 2025-06-16.

llvm.org

"LLVM Developer Meetings". llvm.org. Retrieved 2025-06-05.
Amini, Mehdi; Riddle, River. "MLIR Tutorial" (PDF). Retrieved 2025-06-05.
"TableGen Overview - LLVM 17.0.0git documentation". llvm.org. Retrieved 2023-07-05.
"The Proton Dialect (LLVM Dev Meeting 2025)" (PDF). llvm.org. Retrieved 2025-06-16.
"Mojo Keynote – LLVM Dev Meeting 2023" (PDF). llvm.org. Retrieved 2025-06-16.

mit.edu

math.mit.edu

Govindarajan, Sanath; Moses, William S. "SyFER-MLIR: Integrating Fully Homomorphic Encryption Into the MLIR Compiler Framework" (PDF).

modular.com

docs.modular.com

"Why Mojo". docs.modular.com. Retrieved 2025-06-05.

onnx.ai

"ONNX-MLIR". onnx.ai. Retrieved 2025-06-16.

openxla.org

"XLA Overview". OpenXLA. Retrieved 2025-06-16.

osti.gov

McCaskey, Alexander; Nguyen, Thien (October 2021). "A MLIR Dialect for Quantum Assembly Languages". 2021 IEEE International Conference on Quantum Computing and Engineering (QCE). IEEE. pp. 255–264. arXiv:2101.11365. doi:10.1109/QCE52317.2021.00043. ISBN 978-1-6654-1691-7. OSTI 1862113. S2CID 231718965.

pytorch.org

discuss.pytorch.org

"torch-mlir: Bridging PyTorch and MLIR Ecosystems". PyTorch Forums. 30 September 2021. Retrieved 2025-06-16.

pytorch.org

"Understanding the Stages of Triton Kernel Compilation". PyTorch Blog. 2023-09-26. Retrieved 2025-06-16.

research.google

Pienaar, Jacques (2020), MLIR in TensorFlow Ecosystem, retrieved 2023-07-06

ruhati.net

"Mojo and MLIR Interoperability". ruhati.net. Retrieved 2025-06-16.

semanticscholar.org

api.semanticscholar.org

McCaskey, Alexander; Nguyen, Thien (October 2021). "A MLIR Dialect for Quantum Assembly Languages". 2021 IEEE International Conference on Quantum Computing and Engineering (QCE). IEEE. pp. 255–264. arXiv:2101.11365. doi:10.1109/QCE52317.2021.00043. ISBN 978-1-6654-1691-7. OSTI 1862113. S2CID 231718965.
Katel, Navdeep; Khandelwal, Vivek; Bondhugula, Uday (2022-03-19). "MLIR-based code generation for GPU tensor cores". Proceedings of the 31st ACM SIGPLAN International Conference on Compiler Construction. ACM. pp. 117–128. doi:10.1145/3497776.3517770. ISBN 978-1-4503-9183-2. S2CID 247522110.
Bik, Aart; Koanantakool, Penporn; Shpeisman, Tatiana; Vasilache, Nicolas; Zheng, Bixia; Kjolstad, Fredrik (2022-12-31). "Compiler Support for Sparse Tensor Computations in MLIR". ACM Transactions on Architecture and Code Optimization. 19 (4): 1–25. arXiv:2202.04305. doi:10.1145/3544559. ISSN 1544-3566. S2CID 246680261.

sophgo.com

doc.sophgo.com

"TPU-MLIR Developer Manual". doc.sophgo.com. Sophgo. Retrieved 2025-06-16.

tensorflow.org

blog.tensorflow.org

"MLIR: A New Intermediate Representation and Compiler Framework". TensorFlow Blog. 2019-04-18. Retrieved 2025-06-16.
"TFRT: A New TensorFlow Runtime". TensorFlow Blog. 2020-04-27. Retrieved 2025-06-16.

triton-lang.org

"Triton MLIR Dialects". triton-lang.org. Retrieved 2025-06-16.

worldcat.org

search.worldcat.org

Park, Sunjae; Song, Woosung; Nam, Seunghyeon; Kim, Hyeongyu; Shin, Junbum; Lee, Juneyoung (2023-06-06). "HEaaN.MLIR: An Optimizing Compiler for Fast Ring-Based Homomorphic Encryption". Proceedings of the ACM on Programming Languages. 7 (PLDI): 196–220. doi:10.1145/3591228. ISSN 2475-1421.
Bik, Aart; Koanantakool, Penporn; Shpeisman, Tatiana; Vasilache, Nicolas; Zheng, Bixia; Kjolstad, Fredrik (2022-12-31). "Compiler Support for Sparse Tensor Computations in MLIR". ACM Transactions on Architecture and Code Optimization. 19 (4): 1–25. arXiv:2202.04305. doi:10.1145/3544559. ISSN 1544-3566. S2CID 246680261.

xilinx.github.io

"MLIR-AIE Documentation". Xilinx GitHub Pages. Xilinx. Retrieved 2025-06-16.