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INCORPORATED 3 Multi-Vendor Support MOTIVATION©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 4 Terasic DE10-Nano DEPLOY VTA ON INTEL FPGA©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 5 Software - CMA Setup Environment Variables Navigate to 3rdparty/cma and build kernel module Copy kernel module to DE10-Nano and Install Module CMA API Reference©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 7 INTEL FPGA©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 8 Hardware Configure Chisel VTA for DE10-Nano DEPLOY VTA ON INTEL FPGA©2019 HARMAN INTERNATIONAL INDUSTRIES, INCORPORATED 9 Hardware Datapath

input formats and writing styles 59 For few-shot prompting with classification tasks, mix up the classes 59 Adapt to model updates 60 Experiment with output formats 60 JSON Repair 61 Working with Schemas mix up the classes Generally speaking, the order of your few-shots examples should not matter much. However, when doing classification tasks, make sure you mix up the possible response classes in the few otherwise be overfitting to the specific order of the examples. By mixing up the possible response classes, you can ensure that the model is learning to identify the key features of each class, rather than

2024. URL https://github.com/meta-llama/llama3/bl ob/main/MODEL_CARD.md. J. Ainslie, J. Lee-Thorp, M. de Jong, Y. Zemlyanskiy, F. Lebrón, and S. Sanghai. Gqa: Training generalized multi-query transformer v34i05.6239. URL https://doi.org/10.1609/aaai.v34i05.6239. M. Chen, J. Tworek, H. Jun, Q. Yuan, H. P. de Oliveira Pinto, J. Kaplan, H. Edwards, Y. Burda, N. Joseph, G. Brockman, A. Ray, R. Puri, G. Krueger songs was a Top 10 hit for the rock band The Police? A. ’Radio Ga-Ga’ B. ’Ob-la-di Ob-la-da’ C. ’De Do Do Do De Da Da Da’ D. ’In-a-Gadda-Da-Vida’ Answer: C Which of the Three Stooges was not related to the