ise-uiuc / tzer
Tzer: TVM Implementation of "Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation (OOPSLA'22)“.
☆70Updated 2 years ago
Alternatives and similar repositories for tzer:
Users that are interested in tzer are comparing it to the libraries listed below
- Automatic DNN generation for fuzzing and more☆129Updated 3 months ago
- TVMFuzz: fuzzing tensor-level intermediate representation in TVM☆28Updated 4 years ago
- Collect simple coverage information in memory.☆11Updated 2 years ago
- Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source (ICSE'22)☆77Updated 2 years ago
- GenCoG: A DSL-Based Approach to Generating Computation Graphs for TVM Testing (ISSTA‘23)☆16Updated last year
- This is the project repository of our ESEC/FSE 2021 paper: A Comprehensive Study of Deep Learning Compiler Bugs.☆23Updated last year
- Artifact for ESEC/FSE'23 paper "NeuRI: Diversifying DNN Generation via Inductive Rule Inference"☆30Updated last year
- A group of students who are interested in Compilers, and they want to improve themselves together.☆26Updated 2 years ago
- a data collection of related work: Toward Understanding Deep Learning Framework Bugs☆15Updated last year
- This is the implementation repository of our ICSE'22 paper: Muffin: Testing Deep Learning Libraries via Neural Architecture Fuzzing.☆30Updated 2 years ago
- General system research material (not limited to paper) reading notes.☆21Updated 4 years ago
- For our ISSTA'23 paper ACETest: Automated Constraint Extraction for Testing Deep Learning Operators☆10Updated last year
- A Computational Graph Generator for AI Compiler Fuzzing☆14Updated last year
- This is the artifact for paper “Automated Testing of Software that Uses Machine Learning APIs (#158)” in ICSE2022☆12Updated 2 years ago
- WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models (OOPSLA 2024)☆56Updated 4 months ago
- ☆91Updated 2 years ago
- Fuzzing Deep-Learning Libraries via Automated Relational API Inference (ESEC/FSE 2022)☆35Updated last year
- SMT-LIB benchmarks for shape computations from deep learning models in PyTorch☆17Updated 2 years ago
- This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.☆54Updated last year
- The quantitative performance comparison among DL compilers on CNN models.☆74Updated 4 years ago
- DietCode Code Release☆62Updated 2 years ago
- The documents for TVM Unity☆8Updated 8 months ago
- Code for ICML 2021 paper: How could Neural Networks understand Programs?☆123Updated 5 months ago
- Implementation of IR2Vec, LLVM IR Based Scalable Program Embeddings☆92Updated 3 weeks ago
- Violet: Selective Symbolic Execution to Detect Bad Performance Misconfiguration☆17Updated 4 years ago
- ☆32Updated last year
- FLOWMATRIX: GPU-Assisted Information-Flow Analysis through Matrix-Based Representation, USENIX Security'22☆27Updated 2 years ago
- This is the implementation repository of our incoming ESEC/FSE 2021 paper: Exposing Numerical Bugs in Deep Learning via GradientBack-prop…☆14Updated 2 years ago
- A JIT Compiler Fuzzer for JVMs via CSX/JoNM in "Validating JIT Compilers via Compilation Space Exploration" (SOSP'23)☆53Updated last month
- MetaMut is a mutation operator generator to facilitate compiler fuzzing.☆26Updated 3 months ago