jokap11 opened a new pull request, #16135: URL: https://github.com/apache/tvm/pull/16135
Hello Everyone, I assume that this automated Checksum calculation might be helpful for somebody to detect Soft Faults during the calculation of a Conv2D operation. So I combined the knowledge from Hari. et. Al's Making Convolutions Resilient Via Algorithm-Based Error Detection Techniques and Uzair's Efficient Software-Implemented HW Fault Tolerance for TinyML Inference in Safety-critical Applications to support both depthwise and standard Conv2D. This pass adds multiple relay nodes and generates one output Tuple with the original result and additional boolean output for each "secured" Conv2D to recognize how many soft faults happened during the whole NN. I am grateful for any tips/improvements in the code, Johannes -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
