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A list of awesome compiler projects and papers for tensor computation and deep learning.

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Awesome Tensor Compilers

Awesome Maintenance

A list of awesome compiler projects and papers for tensor computation and deep learning.

Contents

Open Source Projects

Papers

Survey

Compiler and IR Design

Auto-tuning and Auto-scheduling

Cost Model

CPU and GPU Optimization

NPU Optimization

Graph-level Optimization

Dynamic Model

Graph Neural Networks

Distributed Computing

Quantization

Sparse

Program Rewriting

Verification and Testing

Tutorials

Contribute

We encourage all contributions to this repository. Open an issue or send a pull request.

Notes on the Link Format

We prefer using a link which points to a more informative page instead of a single pdf. For example, for arxiv papers, we prefer https://arxiv.org/abs/1802.04799 over https://arxiv.org/pdf/1802.04799.pdf. For USENIX papers (OSDI/ATC), we prefer https://www.usenix.org/conference/osdi18/presentation/chen over https://www.usenix.org/system/files/osdi18-chen.pdf. For ACM papers (ASPLOS/PLDI/Eurosys), we prefer https://dl.acm.org/doi/abs/10.1145/3519939.3523446 over https://dl.acm.org/doi/pdf/10.1145/3519939.3523446.