diff --git a/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/README.md b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/README.md new file mode 100644 index 000000000..9d36ca344 --- /dev/null +++ b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/README.md @@ -0,0 +1,16 @@ +# NNoM Mnist-simple Example + +This example is from [[NNoM](https://github.com/majianjia/nnom)/**[mnist-simple](https://github.com/majianjia/nnom/tree/master/examples/mnist-simple)**] and can be deployed on Arm CPUs and RISC-V CPUs. CMSIS-NN can be used to accelerate on Arm Cortex-M CPUs. + +## Requirements: + +- NNoM in Framework/knowing/nnom +- To use CMSIS-NN backend, select in menuconfig "APP_Framework->Framework->support knowing framework->NNoM->Select NNoM Backend" + +## To run this demo: + +- Run demo by type the command + +``` +mnist_nnom num +``` \ No newline at end of file diff --git a/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/image.h b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/image.h new file mode 100644 index 000000000..473718361 --- /dev/null +++ b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/image.h @@ -0,0 +1,36 @@ +#define IMG0 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 51, 86, 86, 86, 89, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 20, 50, 77, 90, 118, 123, 119, 84, 105, 127, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 34, 76, 103, 127, 123, 114, 73, 43, 18, 0, 0, 70, 113, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 99, 103, 124, 110, 86, 58, 19, 0, 0, 0, 0, 0, 0, 75, 94, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 90, 106, 100, 40, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 114, 74, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25, 127, 53, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 127, 17, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 76, 110, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 13, 119, 60, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 127, 44, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63, 119, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 6, 112, 73, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 47, 127, 57, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 63, 124, 18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 13, 112, 86, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54, 127, 58, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54, 123, 19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 86, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 94, 108, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 81, 84, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG0_LABLE 7 + +#define IMG1 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12, 48, 78, 127, 63, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 93, 126, 121, 100, 15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 95, 126, 126, 40, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 106, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 47, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 127, 127, 47, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 47, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 127, 127, 127, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 126, 60, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 126, 126, 126, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 12, 110, 126, 126, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 126, 126, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 115, 126, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 111, 126, 79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41, 126, 121, 27, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32, 126, 127, 81, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG1_LABLE 1 + +#define IMG2 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18, 74, 93, 47, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78, 126, 126, 116, 17, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 43, 83, 126, 126, 77, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 58, 125, 122, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 79, 126, 97, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 20, 127, 127, 19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54, 107, 110, 126, 124, 18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 92, 126, 126, 126, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 50, 113, 126, 126, 121, 18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 36, 96, 127, 94, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 127, 127, 68, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 125, 120, 31, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 92, 126, 58, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 105, 84, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 87, 122, 22, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 44, 20, 0, 0, 0, 21, 127, 107, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 25, 123, 120, 99, 59, 59, 108, 126, 103, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 20, 120, 126, 126, 126, 127, 126, 126, 58, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 113, 126, 126, 127, 126, 97, 8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 63, 126, 127, 62, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG2_LABLE 3 + +#define IMG3 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 97, 51, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 115, 125, 126, 80, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18, 120, 115, 121, 126, 101, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 112, 92, 0, 19, 76, 126, 63, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 99, 119, 12, 0, 0, 58, 127, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27, 121, 64, 0, 0, 0, 58, 126, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 118, 111, 12, 0, 0, 0, 58, 126, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 127, 40, 0, 0, 0, 0, 58, 126, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 75, 127, 11, 0, 0, 0, 6, 93, 127, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 92, 127, 11, 0, 0, 6, 75, 126, 126, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 88, 127, 11, 0, 25, 93, 126, 118, 126, 92, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 46, 127, 70, 50, 117, 127, 92, 18, 126, 105, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 114, 127, 127, 101, 80, 4, 12, 127, 127, 24, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 53, 53, 3, 0, 0, 1, 95, 127, 49, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 88, 127, 49, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 46, 127, 91, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 127, 103, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 124, 29, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 40, 125, 107, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 40, 101, 126, 17, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG3_LABLE 9 + +#define IMG4 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 78, 104, 107, 81, 68, 28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 104, 126, 103, 111, 126, 127, 124, 95, 56, 21, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 47, 37, 2, 8, 18, 47, 95, 88, 126, 97, 51, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 20, 70, 43, 0, 0, 0, 0, 0, 10, 75, 124, 123, 82, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 62, 127, 109, 6, 0, 0, 0, 0, 0, 0, 26, 49, 126, 18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 74, 127, 127, 18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 98, 127, 101, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32, 126, 127, 99, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54, 126, 127, 111, 61, 99, 99, 70, 26, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 70, 126, 127, 126, 126, 126, 126, 127, 118, 29, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 100, 127, 127, 127, 127, 124, 58, 68, 127, 120, 47, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 115, 126, 127, 126, 106, 34, 0, 2, 82, 126, 119, 21, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 106, 126, 127, 106, 15, 0, 0, 0, 23, 124, 126, 36, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 117, 117, 18, 0, 0, 0, 0, 0, 108, 126, 71, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 0, 0, 0, 0, 0, 0, 108, 126, 81, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 59, 2, 0, 0, 0, 0, 0, 109, 127, 81, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 36, 99, 14, 0, 0, 0, 6, 112, 126, 81, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 57, 111, 43, 0, 0, 56, 126, 126, 81, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 115, 124, 67, 67, 124, 126, 126, 62, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24, 100, 126, 127, 126, 126, 55, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG4_LABLE 5 + +#define IMG5 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 13, 103, 126, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28, 126, 126, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22, 116, 126, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 127, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 61, 126, 126, 37, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 14, 126, 126, 68, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 14, 126, 126, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 14, 126, 126, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 14, 126, 127, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 14, 126, 126, 37, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 30, 126, 126, 83, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 126, 37, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 126, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54, 126, 127, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38, 126, 126, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 114, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 70, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 84, 126, 31, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG5_LABLE 1 + +#define IMG6 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 74, 127, 127, 127, 117, 55, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 88, 126, 126, 126, 126, 126, 126, 55, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 98, 41, 22, 22, 22, 99, 117, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 41, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 39, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 72, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 104, 126, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 22, 126, 102, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 77, 127, 71, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 77, 126, 33, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 118, 111, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 87, 126, 88, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 118, 122, 45, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 87, 126, 85, 0, 0, 0, 0, 17, 44, 44, 68, 70, 58, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 28, 124, 126, 86, 61, 61, 116, 116, 120, 126, 126, 126, 126, 102, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 16, 109, 126, 126, 126, 126, 126, 127, 126, 118, 99, 49, 49, 97, 19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 66, 126, 126, 126, 103, 88, 88, 33, 33, 20, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 66, 126, 83, 21, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG6_LABLE 2 + +#define IMG7 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 40, 111, 28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 81, 126, 106, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 107, 126, 106, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 42, 87, 21, 0, 0, 0, 0, 0, 0, 0, 0, 107, 126, 62, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 97, 126, 39, 0, 0, 0, 0, 0, 0, 0, 11, 114, 126, 58, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78, 127, 87, 0, 0, 0, 0, 0, 0, 0, 18, 119, 127, 47, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78, 126, 90, 1, 0, 0, 0, 0, 0, 0, 29, 126, 126, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78, 126, 114, 6, 0, 0, 0, 0, 0, 0, 29, 126, 126, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 123, 126, 79, 0, 0, 0, 0, 0, 0, 0, 74, 126, 126, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 26, 67, 127, 103, 24, 0, 0, 0, 0, 0, 0, 0, 78, 126, 126, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 44, 123, 127, 127, 81, 20, 5, 18, 0, 0, 0, 0, 0, 78, 127, 127, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 73, 126, 126, 126, 127, 126, 120, 110, 119, 107, 107, 107, 107, 107, 119, 126, 93, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 107, 126, 126, 126, 111, 123, 99, 126, 126, 127, 126, 126, 126, 126, 127, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 27, 24, 13, 9, 6, 9, 3, 9, 47, 28, 32, 39, 39, 84, 127, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 49, 127, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 49, 127, 127, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 49, 127, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 34, 111, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 78, 126, 87, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 48, 111, 20, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG7_LABLE 4 + +#define IMG8 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95, 127, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 127, 127, 95, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32, 127, 127, 127, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32, 95, 127, 127, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 95, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 32, 127, 127, 127, 0, 0, 0, 0, 0, 0, 0, 0, 32, 64, 95, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 64, 0, 0, 0, 0, 0, 0, 64, 127, 127, 127, 127, 127, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 127, 127, 127, 0, 0, 0, 0, 0, 0, 32, 127, 127, 127, 127, 127, 127, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 127, 127, 64, 0, 0, 0, 0, 0, 0, 127, 127, 127, 127, 64, 95, 127, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 64, 0, 0, 0, 0, 0, 95, 127, 127, 127, 32, 0, 95, 127, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 32, 0, 0, 0, 0, 95, 127, 127, 127, 64, 0, 32, 127, 127, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 0, 0, 0, 0, 0, 127, 127, 127, 32, 0, 0, 127, 127, 127, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 64, 0, 0, 0, 0, 64, 127, 127, 64, 0, 0, 95, 127, 127, 95, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 127, 127, 64, 0, 0, 0, 0, 127, 127, 95, 0, 0, 95, 127, 127, 127, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95, 127, 64, 0, 0, 0, 0, 127, 127, 64, 0, 127, 127, 127, 127, 64, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 64, 0, 0, 0, 0, 64, 127, 127, 127, 127, 127, 127, 95, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 95, 0, 0, 32, 64, 127, 127, 127, 127, 127, 127, 95, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 95, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 95, 127, 127, 127, 127, 127, 127, 127, 127, 127, 127, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 64, 95, 127, 127, 95, 64, 64, 95, 127, 32, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG8_LABLE 6 + +#define IMG9 {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 8, 53, 113, 127, 127, 127, 87, 40, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 95, 126, 126, 94, 71, 52, 92, 121, 40, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 55, 126, 110, 77, 2, 0, 0, 1, 83, 124, 40, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109, 126, 19, 0, 0, 0, 0, 0, 4, 86, 108, 11, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 109, 126, 46, 0, 0, 0, 0, 0, 0, 21, 114, 98, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38, 122, 114, 24, 0, 0, 0, 0, 0, 0, 40, 115, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 58, 122, 115, 39, 0, 0, 0, 22, 89, 24, 116, 54, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 38, 121, 125, 81, 17, 0, 30, 126, 69, 65, 124, 9, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 21, 84, 126, 121, 96, 66, 126, 91, 24, 126, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 21, 101, 112, 126, 126, 126, 85, 126, 39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 10, 24, 90, 126, 65, 126, 60, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 19, 103, 90, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 14, 89, 67, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 14, 89, 60, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 26, 122, 60, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 43, 126, 24, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 103, 126, 10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 127, 112, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 57, 126, 119, 18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 35, 110, 75, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0} +#define IMG9_LABLE 9 + +#define TOTAL_IMAGE 10 + +static const int8_t img[10][784] = {IMG0,IMG1,IMG2,IMG3,IMG4,IMG5,IMG6,IMG7,IMG8,IMG9}; + +static const int8_t label[10] = {IMG0_LABLE,IMG1_LABLE,IMG2_LABLE,IMG3_LABLE,IMG4_LABLE,IMG5_LABLE,IMG6_LABLE,IMG7_LABLE,IMG8_LABLE,IMG9_LABLE}; + diff --git a/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/main.c b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/main.c new file mode 100644 index 000000000..55b6b3af0 --- /dev/null +++ b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/main.c @@ -0,0 +1,77 @@ +/* + * Copyright (c) 2018-2020, Jianjia Ma + * + * SPDX-License-Identifier: Apache-2.0 + * + * Change Logs: + * Date Author Notes + * 2019-03-29 Jianjia Ma first implementation + */ + +#include +#include + +#include "nnom.h" +#include "image.h" +#include "weights.h" + +nnom_model_t *model; + +const char codeLib[] = "@B%8&WM#*oahkbdpqwmZO0QLCJUYXzcvunxrjft/\\|()1{}[]?-_+~<>i!lI;:,\"^`'. "; +void print_img(int8_t * buf) +{ + for(int y = 0; y < 28; y++) + { + for (int x = 0; x < 28; x++) + { + int index = 69 / 127.0 * (127 - buf[y*28+x]); + if(index > 69) index =69; + if(index < 0) index = 0; + printf("%c",codeLib[index]); + printf("%c",codeLib[index]); + } + printf("\n"); + } +} + +// Do simple test using image in "image.h" with model created previously. +void mnist_nnom(int argc, char **argv) +{ + model = nnom_model_create(); + + uint32_t tick, time; + uint32_t predic_label; + float prob; + int32_t index = atoi(argv[1]); + + if (index >= TOTAL_IMAGE || argc != 2) + { + printf("Please input image number within %d\n", TOTAL_IMAGE - 1); + return; + } + + printf("\nprediction start.. \n"); + #ifdef __RT_THREAD_H__ + tick = rt_tick_get(); + #endif + + memcpy(nnom_input_data, (int8_t *)&img[index][0], 784); + nnom_predict(model, &predic_label, &prob); + + #ifdef __RT_THREAD_H__ + time = rt_tick_get() - tick; + #endif + // print original image to console + print_img((int8_t *)&img[index][0]); + + #ifdef __RT_THREAD_H__ + printf("Time: %d tick\n", time); + #endif + printf("Truth label: %d\n", label[index]); + printf("Predicted label: %d\n", predic_label); + printf("Probability: %d%%\n", (int)(prob * 100)); +} + +#ifdef __RT_THREAD_H__ +MSH_CMD_EXPORT(mnist_nnom, nnom mnist demo and image number should be followed); +#endif diff --git a/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/mnist_simple.py b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/mnist_simple.py new file mode 100644 index 000000000..1d3dc9d5e --- /dev/null +++ b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/mnist_simple.py @@ -0,0 +1,166 @@ +''' + Copyright (c) 2018-2020 + Jianjia Ma + majianjia@live.com + SPDX-License-Identifier: Apache-2.0 + Change Logs: + Date Author Notes + 2019-02-12 Jianjia Ma The first version +''' + + +import matplotlib.pyplot as plt +import sys +import os +nnscript = os.path.abspath('../../../Framework/knowing/nnom/scripts') +sys.path.append(nnscript) + +from tensorflow.keras import * +from tensorflow.keras.datasets import mnist +from tensorflow.keras.layers import * +from tensorflow.keras.models import load_model, save_model +import tensorflow as tf +import numpy as np +from nnom import * + +model_name = 'mnist_simple_trained_model.h5' + +def image_to_cfile(data, label, num_of_image, file='image.h'): + with open(file, 'w') as f: + for i in range(num_of_image): + selected = np.random.randint(0, 1000) # select 10 out of 1000. + f.write('#define IMG%d {'% (i)) + np.round(data[selected]).flatten().tofile(f, sep=", ", format="%d") # convert 0~1 to 0~127 + f.write('} \n') + f.write('#define IMG%d_LABLE'% (i)) + f.write(' %d \n \n' % label[selected]) + f.write('#define TOTAL_IMAGE %d \n \n'%(num_of_image)) + + f.write('static const int8_t img[%d][%d] = {' % (num_of_image, data[0].flatten().shape[0])) + f.write('IMG0') + for i in range(num_of_image -1): + f.write(',IMG%d'%(i+1)) + f.write('};\n\n') + + f.write('static const int8_t label[%d] = {' % (num_of_image)) + f.write('IMG0_LABLE') + for i in range(num_of_image -1): + f.write(',IMG%d_LABLE'%(i+1)) + f.write('};\n\n') + + +def train(x_train, y_train, x_test, y_test, batch_size=64, epochs=100): + inputs = Input(shape=x_train.shape[1:]) + x = Conv2D(12, kernel_size=(3, 3), strides=(1, 1), padding='same')(inputs) + x = ReLU()(x) + x = MaxPool2D((2,2),strides=(2,2), padding="same")(x) + + x = Conv2D(24 ,kernel_size=(3,3), strides=(1,1), padding="same")(x) + x = ReLU()(x) + x = MaxPool2D((2,2),strides=(2,2), padding="same")(x) + + x = Conv2D(48, kernel_size=(3,3), strides=(1,1), padding="same")(x) + x = ReLU()(x) + x = Dropout(0.2)(x) + x = MaxPool2D((2,2),strides=(2,2), padding="same")(x) + + x = Flatten()(x) + x = Dense(96)(x) + x = Dropout(0.2)(x) + + x = ReLU()(x) + x = Dense(10)(x) + predictions = Softmax()(x) + + model = Model(inputs=inputs, outputs=predictions) + + model.compile(loss='categorical_crossentropy', + optimizer='adam', + metrics=['accuracy']) + model.summary() + + history = model.fit(x_train, y_train, + batch_size=batch_size, + epochs=epochs, + verbose=2, + validation_data=(x_test, y_test), + shuffle=True) + + # free the session to avoid nesting naming while we load the best model after. + save_model(model, model_name) + del model + tf.keras.backend.clear_session() + return history + + +if __name__ == "__main__": + epochs = 2 + num_classes = 10 + + # The data, split between train and test sets: + (x_train, y_train_num), (x_test, y_test_num) = mnist.load_data() + + print(x_train.shape[0], 'train samples') + print(x_test.shape[0], 'test samples') + + # Convert class vectors to binary class matrices. + y_train = tf.keras.utils.to_categorical(y_train_num, num_classes) + y_test = tf.keras.utils.to_categorical(y_test_num, num_classes) + + # reshape to 4 d becaue we build for 4d? + x_train = x_train.reshape(x_train.shape[0], x_train.shape[1], x_train.shape[2], 1) + x_test = x_test.reshape(x_test.shape[0], x_test.shape[1], x_test.shape[2], 1) + print('x_train shape:', x_train.shape) + + # quantize the range to 0~255 -> 0~1 + x_test = x_test/255 + x_train = x_train/255 + print("data range", x_test.min(), x_test.max()) + + # select a few image and write them to image.h + image_to_cfile(x_test*127, y_test_num, 10, file='image.h') + + # train model, save the best accuracy model + history = train(x_train, y_train, x_test, y_test, batch_size=64, epochs=epochs) + + # reload best model + model = load_model(model_name) + + # evaluate + evaluate_model(model, x_test, y_test) + + # save weight + generate_model(model, np.vstack((x_train, x_test)), name="weights.h") + + # plot + acc = history.history['accuracy'] + val_acc = history.history['val_accuracy'] + + plt.plot(range(0, epochs), acc, color='red', label='Training acc') + plt.plot(range(0, epochs), val_acc, color='green', label='Validation acc') + plt.title('Training and validation accuracy') + plt.xlabel('Epochs') + plt.ylabel('Loss') + plt.legend() + plt.show() + + + + + + + + + + + + + + + + + + + + + diff --git a/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/weights.h b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/weights.h new file mode 100644 index 000000000..7ec88be65 --- /dev/null +++ b/APP_Framework/Applications/knowing_app/nnom_demo/mnist_nnom/weights.h @@ -0,0 +1,420 @@ +#include "nnom.h" + +/* Weights, bias and Q format */ +#define TENSOR_CONV2D_KERNEL_0 {43, 49, 37, 63, 24, 74, -39, -26, 7, 86, 41, 20, 56, -10, -64, -4, 7, -78, 38, 74, 28, -16, 51, -1, -82, -87, -14, -26, -25, 61, -69, -19, 68, -55, -19, 66, 10, -34, -86, 58, 41, -36, 65, -22, 80, 7, 56, 16, -31, -31, 39, -43, -11, -76, -26, -5, 66, -14, -9, 43, 4, -32, 76, 2, -72, -70, 32, 45, 32, 44, -17, 31, 76, -2, 32, 64, 85, -60, 5, 21, -96, -24, -81, -61, 45, 69, -3, 14, 55, 69, 82, -44, -71, 83, -16, -66, 49, 55, 31, -30, 17, 46, -3, 16, 7, 19, 80, 72} + +#define TENSOR_CONV2D_KERNEL_0_DEC_BITS {8} + +#define TENSOR_CONV2D_BIAS_0 {-20, 13, 92, 22, -3, 83, -81, -4, -13, -3, -10, -16} + +#define TENSOR_CONV2D_BIAS_0_DEC_BITS {11} + +#define CONV2D_BIAS_LSHIFT {4} + +#define CONV2D_OUTPUT_RSHIFT {9} + +#define TENSOR_CONV2D_1_KERNEL_0 {25, 1, 56, -15, -11, 1, -38, 32, -22, -19, -3, -33, 16, -34, -34, 15, 25, -9, 4, -6, -16, 38, -13, 30, 41, -14, -22, 43, -24, -31, 29, -20, 45, 13, 20, 20, 19, -28, 0, 57, 5, -22, 48, -19, -35, 38, 18, 9, 21, -7, -27, 20, 2, -88, 21, -15, 39, 33, 1, 57, 19, 47, -13, -40, -34, -29, 3, -14, 41, -28, 33, -21, -1, 23, -61, -22, 20, -66, -16, 2, -1, 45, -38, 60, 3, 0, -24, -40, -16, -31, -32, -46, 33, -1, 25, 13, 19, 58, -8, -50, -9, -2, -54, -35, 46, -63, 37, -59, 48, 48, 48, -1, -11, 7, 30, 13, 55, 13, 16, 26, 37, 51, 30, 2, 0, 12, 38, -42, 60, -28, 21, 0, 12, 25, -5, -32, -39, 2, -40, -31, -10, -61, 12, -45, 36, 21, 89, 2, -48, 24, 21, -69, 11, -70, 9, -43, -1, 51, 24, -5, -43, 39, -28, -36, 21, -74, -13, -46, -41, -48, -34, 19, -5, -54, 40, -12, -64, 1, -25, 17, -35, -6, -25, -27, -16, -3, -36, 20, -32, -10, -7, -7, -55, -17, -67, 30, -31, -27, -4, 12, -59, -31, -19, 18, 17, -12, -20, 45, 27, -56, 36, -16, -16, -4, 22, 57, -33, 31, 29, 23, 6, -6, -13, -17, -12, -33, -8, -10, -28, -52, -44, 28, -20, -29, 37, -20, 2, -4, 12, -5, -22, -17, -63, -3, 14, -35, 48, 30, 18, 5, -21, 41, -30, -31, -14, 18, -25, -36, -48, -5, -29, -27, -3, -24, -30, -60, -44, 34, -35, -55, 37, -39, -3, 16, -8, 37, 42, -6, -4, 4, -32, -47, 5, -4, 20, 26, 31, 49, -25, 28, -11, -32, -12, 23, -27, -37, 28, 7, -22, -35, -6, -57, -42, 36, -36, -10, 46, -17, -51, 26, -5, 21, 21, 0, -16, 27, -8, -14, 34, -42, -22, 21, 25, 15, -14, -1, 37, 53, -17, 9, -7, 15, 31, -48, 25, -3, -20, -9, -48, 49, -4, -52, 27, -16, -31, 30, -27, 16, 6, 45, -61, 8, 41, -57, -32, -4, 40, 16, -14, 1, -7, 18, -29, 40, -34, -28, 41, -42, -42, -32, 3, -20, -6, -42, -48, 37, -31, -54, -14, -28, -15, -1, -8, 50, -17, 26, -40, 23, -8, -5, -40, 33, 11, 11, 42, -27, -6, -53, -24, -6, -16, -28, 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-13, 17, 3, 27, -59, 13, 30, -8, 57, 38, -18, -26, 23, -45, -53, -12, -40, -4, 3, 27, 28, 6, 4, -21, 14, 23, -5, -38, 1, 6, -14, -52, -16, -52, -37, 19, 18, 60, 32, 9, 39, 39, 42, -10, 22, -18, -31, 2, 1, 13, -48, 57, -27, 6, 69, -23, 48, 75, -31, -39, -5, -14, -30, 2, -4, -4, 29, 15, -12, 50, -33, 24, -18, -2, 2, -18, -3, -19, -67, -57, -10, -20, -17, 28, -22, 3, 49, 21, 13, 46, -17, 1, -36, -9, 5, 25, 17, -30, -45, -12, -19, -2, 32, -2, 12, 48, -34, -54, -3, 10, -43, -11, 25, -24, 18, -8, 37, -2, -27, -11, -16, 6, -14, -11, 4, -24, -6, -41, 1, -23, -5, -11, -39, 69, 9, -11, 16, -32, -2, -50, -3, -38, -6, 6, 6, -21, -26, 43, -17, -15, 63, 0, 48, 40, 33, 11, -2, -10, -35, 18, -6, -12, 35, 10, 49, 59, -19, -31, -49, -23, 11, 31, -22, -14, 6, 20, -23, 36, -25, -10, 22, 43, 26, -29, 56, 4, -10, 22, 25, 24, -7, -18, 27, 21, 41, 35, 33, -10, 8, -25, 31, 35, 34, 15, 27, -45, -25, 42, -18, -10, 31, -12, 47, 42, -21, -25, -9, -6, -3, 4, 1, 17, 8, -16, 8, 6, 4, 10, -54, -12, -6, -9, -34, 8, -15, -51, 28, -12, 31, -21, -47, -47, -20, 34, -22, 20, 53, -10, 32, 32, 8, 41, -23, 20, -59, 3, 22, 18, 28, -18, 43, 37, 1, 30, -14, -4, -45, 4, 2, -9, 47, 26, 13, -22, -21, -8, 12, 2, -27, 16, 34, 28, 25, -8, 6, 33, 1, 40, 49, 92, -33, -14, 33, -29, -56, 35, 20, -24, -61, 44, -4, 33, 28, -27, -6, -18, 7, 5, -27, 5, -43, 24, -17, 18, 22, -21, 15, -4, -52, 38, 5, -18, -34} + +#define TENSOR_CONV2D_1_KERNEL_0_DEC_BITS {8} + +#define TENSOR_CONV2D_1_BIAS_0 {-4, 6, 6, 20, -27, -40, -15, 21, -35, -50, -13, -25, 31, -28, 0, -53, -22, -71, -47, -38, -57, -65, -6, -32} + +#define TENSOR_CONV2D_1_BIAS_0_DEC_BITS {10} + +#define CONV2D_1_BIAS_LSHIFT {4} + +#define CONV2D_1_OUTPUT_RSHIFT {9} + +#define TENSOR_CONV2D_2_KERNEL_0 {-16, -10, -12, 39, 12, 18, 2, 11, -9, 7, 15, -12, -20, 6, -4, 12, -1, -6, 4, -6, 22, -3, -7, 3, 2, -16, 12, -3, 11, 21, -1, 16, -27, -12, 21, 0, -27, 2, 7, -7, -6, -19, 19, 19, 28, 20, 16, 13, 22, -22, 6, 8, -8, -9, 3, -17, -13, -22, 12, -5, 18, 16, -19, -7, -3, -15, 30, 5, 17, 4, 12, -15, 11, -8, -25, 11, 15, 11, 2, -20, 26, -20, 1, -25, -37, 30, -20, -5, -24, -14, -13, 3, 18, 16, -22, 1, -1, 26, -6, -30, 27, 19, 3, 16, 9, -14, 25, 6, -4, -7, 8, 34, -5, -14, -26, 47, -13, -6, -9, -8, 16, 19, -38, -9, -21, -14, -19, -22, 33, -12, 1, -5, 6, 27, -29, 1, -12, -10, 24, 34, -23, 7, -8, 40, -44, 27, -10, -36, 27, 60, -10, -20, 18, -26, -40, 13, -52, -24, 27, 27, -27, -34, -26, 10, -28, 1, -19, -17, -5, 70, 4, -33, 45, 26, 10, 0, 32, -39, -24, 28, -19, -15, 18, -9, -23, -17, -25, 36, -13, -7, 13, 5, 15, 48, -45, 4, 47, 28, 9, -2, -15, -29, -3, 7, -7, -24, -28, 14, -15, -10, -13, -32, -18, -12, -4, 4, 11, -6, 14, -23, 29, 21, -40, 38, -27, -28, -24, -15, -12, 11, -38, -34, -25, -26, 5, -5, -44, -52, -5, -21, -14, 20, 9, -9, 37, 16, -30, -4, 0, 13, -1, 3, -23, -9, 15, -20, -20, -4, 10, -8, 8, 18, -10, 21, 7, -27, -12, -3, 13, -9, 3, -40, -14, 19, -6, 19, -43, -15, 30, -11, 10, -5, -28, 17, -6, -1, 25, -6, 22, -5, -11, 7, 41, 25, 16, 32, 33, -5, 26, 16, 6, 20, 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-11, 17, 6, -45, -7, -21, -12, 14, -3, 3, 4, 16, -23, -29, 22, -18, -1, -31, 5, -16, -3, 23, -22, 8, -34, 12, 16, 2, -12, -14, 17, 6, 14, -7, -39, 29, -2, 7, -15, -1, -42, -2, 13, 14, -1, 18, 10, -17, 12, 15, 0, -3, 17, 4, 10, 3, 8, -9, 25, 14, 8, -5, 19, 4, 27, 10, -18, 18, 2, 11, -25, -16, -3, 31, 2, 19, 6, -6, 13, 0, 25, 22, -7, 16, 22, -19, 37, 24, -13, 19, 20, 2, 22, -8, 10, -46, -17, 10, -35, -26, -6, -25, 2, -6, 10, -10, -3, 14, 2, 15, 21, 15, -4, -26, -18, 17, 11, 3, -15, 4, 22, -17, -25, 16, -14, 19, 17, -4, -26, -11, -1, 0, -3, 12, 17, 1, -15, 28, -13, -26, 0, 16, -5, -17, -12, -6, -3, -22, 32, -53, 2, -12, -1, 27, -34, 3, -17, -6, -6, -6, 25, 15, 31, -5, -24, -4, 22, -44, 16, 13, -11, -13, -5, -25, -9, 28, -10, 24, -16, 10, 44, 8, 43, 31, 38, 7, 43, 45, 3, -8, -30, 5, 21, 12, 24, 61, -32, 9, -15, -7, -27, 14, -20, -21, 12, -30, -33, -9, 0, -13, 1, -11, -33, -13, -5, -8, -12, 1, 46, 44, 3, -14, 4, 4, -25, -6, -23, -2, -46, -3, -15, -28, -14, -13, -48, -22, -4, -12, 14, -7, -8, -24, -44, -4, -4, 16, 14, 26, 2, -10, 11, 24, -17, -21, 23, 12, 6, -13, 6, -15, -19, 28} + +#define TENSOR_CONV2D_2_KERNEL_0_DEC_BITS {8} + +#define TENSOR_CONV2D_2_BIAS_0 {-102, -7, -44, 32, 5, -12, -28, -2, 36, -17, -30, 31, -72, -69, -14, 12, 7, 6, -61, -61, 15, -29, -35, -15, -1, -64, -24, -1, -33, -4, 34, -12, -71, 1, 10, -116, -28, -20, -19, -9, -46, -73, 52, -21, 37, 20, -2, -66} + +#define TENSOR_CONV2D_2_BIAS_0_DEC_BITS {11} + +#define CONV2D_2_BIAS_LSHIFT {2} + +#define CONV2D_2_OUTPUT_RSHIFT {9} + +#define TENSOR_DENSE_KERNEL_0 {32, -23, 4, -25, -1, 5, 17, 9, 11, -17, 31, 7, -9, -9, -3, 28, 8, 3, 55, -12, -5, 4, 9, -19, 12, -4, 26, 0, -20, -12, 15, -26, 49, -16, -11, -3, -5, -14, -10, -14, -1, -9, 59, -20, 8, 14, 14, 7, 0, -5, -8, -11, 9, 4, -10, -9, -21, 8, 12, 7, 0, -1, -21, -8, 5, 5, 12, -8, 18, 22, 5, -16, 11, -1, -36, 8, -15, 14, -5, 3, -10, -6, -6, -7, 10, -1, -13, 15, -8, 4, -6, -12, -14, -7, -20, -10, 5, -8, 19, -1, -15, -15, -10, 10, -9, -4, 6, -8, 2, -10, 15, 3, 47, -13, 30, 7, -18, 9, -21, -31, 39, -3, 26, -10, 16, 21, -17, -2, -27, -10, 7, 12, 9, -1, -15, 9, 58, -6, 16, -1, 5, -26, 7, 4, 25, -2, 29, -5, -4, 12, 16, -13, 2, -24, -16, 11, 3, 12, -1, -4, 25, -5, 28, -1, 13, 17, -1, -11, 8, -20, -2, -7, -14, -15, 13, -6, -29, -3, 16, -3, 8, 16, 15, 7, -9, 15, 42, -5, -6, 18, 16, 7, 29, -12, -2, -22, 9, -20, -18, 7, -11, 0, 13, -21, 1, -7, -23, -19, -19, 13, 26, -4, -12, 9, 20, 7, 22, -1, 24, 8, -17, 10, -15, -8, 13, -11, -6, -13, 1, -13, -6, -19, 11, 7, 60, 4, 8, -24, -2, -35, 21, -15, -18, -24, -22, -17, -15, 12, 11, -14, 12, 7, -8, -16, 13, -3, -4, 0, -19, 5, 13, -8, 2, 7, -13, 0, 21, 4, 9, -8, 18, -10, -5, -2, -19, -5, 2, -21, -2, 0, 4, 13, 25, 14, 3, -5, -12, -19, -14, -8, -7, -16, 1, -24, -21, 7, 37, -12, -2, 0, 7, -28, -6, -18, 23, 9, 25, -16, 5, -15, -5, -11, -20, -19, -2, -10, -22, 15, -13, -17, 12, 20, 3, -20, -6, -24, -7, -13, 4, 3, 11, -20, -9, 9, 4, 3, -10, 10, -8, 3, 21, 16, 4, 0, -12, -16, 6, 3, -9, 28, 12, 3, 4, -4, 5, -9, 16, 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-8, 0, -15, 39, -1, 6, -4, 18, -1, 11, 0, 20, -13, 13, 13, 16, -18, -2, -3, 23, 14, -18, 11, -17, 2, -18, 15, -2, -11, -4, -1, 7, 11, -23, -3, -14, -5, -7, 7, -33, 10, -11, -3, -12, 9, 11, -9, -6, 9, 5, -4, -13, 13, -3, 17, -17, 8, -20, 9, 14, -32, -8, -2, 2, -20, 1, 20, 25, -2, -12, 4, -14, 0, 10, -16, -41, 10, 19, -3, -27, 7, -11, -12, -12, 12, 10, -7, -3, -9, 16, -4, 16, -16, -26, 0, 13, 13, -8, -1, -8, -22, 4, -20, 25, -25, -22, -18, 7, -14, 7, -10, 3, -35, 8, -21, -23, 9, -22, -25, 18, 10, -8, -1, 4, 29, 22, 7, 1, 7, 28, -12, -12, -24, 20, 8, -3, 6, 21, -17, 24, 5, 0, 20, -17, -14, -6, -3, -2, -25, -5, -19, 17, -12, -23, 13, -7, -13, 3, 21, -9, 15, -2, 11, -10, 4, 15, 22, -34, -30, -18, -22, 31, -16, 19, 15, 4, -14, -28, 18, -13, -17, 4, -26, 8, 9, 11, 15, 15, -13, 16, 5, -24, 6, 15, 8, 38, -2, 10, 4, 18, -21, -13, -3, -44, 17, 26, -19, -11, 6, -19, -3, 22, -1, 29, 2, 7, -16, 8, 14, 33, -1, -18, 2, -13, 20, 10, -7, -47, 16, 7, -9, -26, -31, 20, -22, -5, 8, 16, 2, 12, -33, -2, 24, -21, 15, 13, -1, -1, -30, 17, 17, 8, 16, 4, 7, -18, -30, 18, 29, 13, 17, -34, 11, 16, 18, -5, -3, 5, 10, 12, 12, 19, 6, -17, -23, 28, -12, -31, -17, 10, 4, 3, -10, 6, -7, 1, -25, -16, -26, -8, -11, -26, -19, -12, 8, 2, -40, -10, -49, 18, -25, -7, -17, -2, 8, 1, -13, -13, -9, 29, -11, -10, 9, -2, -2, 25, 12, -11, -24, -7, -2, 7, 5, 27, 11, 11, -19, -5, 32, 14, 2, 4, 1, 7, 0, 6, -45, 6, 11, -13, -9, -4, 10, 20, -16, -8, 7, -37, 10, 2, -5, -7, -2, -11, 20, 16, -21, 20, -17, -31, 33, -26, 6, 7, -21, 0, -16, -11, 10, -17, -36, -21, 1, -7, 12, 1, -10, 8, 14, 1, -11, -25, 1, -9, -10, 54, 11, 3, -11, -2, 16, 22, -1, -18, 14, -8, -3, -11, 4, -11, -27, 14, -14, 4, 9, -5, 7, 4, -19, -24, -5, -17, -10, 28, -1, -14, -25, -4, 17, 14, 12, 12, -14, -12, 12, 15, -25} + +#define TENSOR_DENSE_KERNEL_0_DEC_BITS {8} + +#define TENSOR_DENSE_BIAS_0 {19, -29, -30, 28, -15, -17, 6, 6, 8, 35, 4, -17, 12, -28, -17, 12, -13, 18, -22, -3, 17, 24, -6, -11, -22, -5, -11, 17, 29, -18, 24, 48, -24, -12, -91, -28, 31, -70, 8, 34, -10, -13, 39, -2, 22, 41, -15, 38, 22, -35, 31, 7, -11, 58, 17, -14, 32, 45, -12, -20, 32, -14, -12, -12, -3, -27, 27, 0, -17, -1, -14, 35, 32, -25, -19, 15, -24, -46, 62, -18, -23, -20, 46, 19, -2, -22, -17, 40, -1, 35, 31, 34, 62, -86, -4, -14} + +#define TENSOR_DENSE_BIAS_0_DEC_BITS {11} + +#define DENSE_BIAS_LSHIFT {1} + +#define DENSE_OUTPUT_RSHIFT {9} + +#define TENSOR_DENSE_1_KERNEL_0 {-55, 67, 47, -19, 50, 47, 15, -41, 28, 35, 13, -67, -11, -4, -54, 6, 14, -13, 10, 65, -59, 10, -59, -54, -19, -35, -3, 16, 37, -71, 46, -25, 42, -62, -67, -28, 17, 26, -57, 48, -16, -28, 62, 32, 48, -15, 54, -21, -35, 14, -22, -9, 45, 15, 32, -52, 52, 22, -54, -4, -3, 15, -58, -1, 55, -54, 58, -89, -27, -39, -63, -69, -40, 31, -2, -61, 41, 52, -53, 10, -10, 57, 12, -46, 43, -15, 43, -17, -68, -34, 22, -89, -25, 18, 2, -40, -61, -53, -18, 51, -55, -7, 8, -16, -43, -66, 80, 25, 43, 24, 23, -49, 44, 1, 7, 56, -27, 60, 31, -84, -44, 21, -38, -48, -29, -40, 53, 57, 11, -85, -40, -37, -40, -65, 16, -3, 33, 34, -21, 61, 29, 56, -50, 2, 28, 29, 6, 15, 10, -23, 10, 8, -3, -44, 8, -16, 8, -22, -44, 45, 30, 47, 51, 46, 39, 22, -9, 44, -11, 37, 67, 37, -21, 11, 8, -61, -58, 25, -29, -36, 41, 61, 15, -10, -36, -68, -23, -5, -11, 51, -77, 16, -65, -51, -49, 52, 41, 37, 5, 43, 29, 52, -14, 47, 59, -4, -23, 25, 50, 9, -31, 42, -70, -65, 47, -46, -57, 14, -22, 11, -78, 16, -22, -58, 42, 54, 58, 56, 26, -73, 11, -49, -35, 24, 26, -13, 19, 7, 51, 18, -1, -43, -39, 38, 20, 34, -63, -73, -18, 44, 25, 44, 34, 11, -54, -47, 57, -15, 22, 47, 43, 42, -71, -75, -40, 28, -44, -41, -24, -26, 47, -13, 5, -7, 45, -81, 10, -46, 57, -18, -37, 50, 58, 20, -23, -11, 44, 23, -82, -44, 16, 16, -90, 24, -66, -36, 58, 43, 38, -49, -49, 54, 43, -18, 46, -14, -59, 46, -20, 43, 66, 6, -40, -31, 36, 17, 52, -20, -70, -61, -29, -60, -38, 21, 58, 44, 0, -26, -21, -45, 24, -58, -43, 25, -65, -21, -55, -65, -14, -24, 23, -49, -11, -27, 60, -86, -72, -2, 0, -19, -86, 45, 22, -32, 58, 35, 41, 13, -62, -17, 43, 17, 7, -51, -39, -44, -9, 49, -89, 53, 17, 44, 17, 42, 25, -62, 7, 45, -13, 28, -31, -49, 51, 49, 46, -21, 47, -12, 33, 60, 56, 35, -62, -38, -77, 17, -52, 18, 45, -95, 39, -35, -88, 53, 55, -61, 1, 36, 22, 15, 69, -50, 41, -92, -13, 32, -76, 14, -25, 46, -38, 13, -47, 29, -15, -38, 33, 30, 29, -43, 0, -51, 47, -30, -4, -17, 13, 60, -12, -29, 12, 10, 38, -10, 54, -10, -27, -17, -3, -40, -46, 67, -28, 2, 57, 50, -68, -32, 42, 8, 40, 50, -42, 23, -11, -63, -83, 42, 48, -37, -19, 40, 2, 12, 45, -48, 51, -14, -92, 3, 42, 26, 16, -60, -83, 31, -11, -47, -57, 32, -72, -54, -22, 31, -10, -18, -6, -30, 36, -65, -63, 21, -24, -1, 55, 16, -10, -81, 30, 29, -27, -47, 17, 42, 2, 24, 41, 14, -16, 48, 11, 34, -45, 19, 58, 46, -39, -44, -70, -63, 71, -3, -87, 37, 55, -49, -24, 42, -86, -3, -29, -25, 31, 28, -64, 52, -44, -44, -35, -63, -72, -63, -26, 3, 40, 8, -47, 13, -46, 66, 45, 42, -57, -28, -63, 37, 41, -28, -17, -39, -45, -63, -38, 37, -81, 1, -50, -9, 55, 47, -104, 11, 4, -75, -42, 38, -52, 43, -1, 50, -61, 43, 20, 47, -46, -32, -6, -40, 64, -49, -32, 32, -17, -34, 36, -83, -57, -14, -42, -46, -44, -24, -15, -50, -17, 37, -33, -89, -72, -17, -51, 27, 17, -45, -9, -45, 49, 30, -11, -45, -57, 47, 7, -46, 75, 35, 57, 7, -48, -59, -4, 41, 37, -29, 59, -79, 51, -27, -56, -36, 37, 16, 29, -41, -4, 21, -18, 16, 11, -67, 2, -22, 28, 33, -1, 35, -6, -61, -44, 16, -21, 31, 40, 23, 33, -63, 7, -30, 9, 51, 35, 40, -36, -20, -59, -37, -76, -45, 41, 35, -29, -45, -61, 31, -69, -25, 47, -18, -43, 23, 3, 18, -14, 11, 53, -31, 23, -81, 37, -20, -50, 22, -15, -31, -44, 25, 45, -42, 34, -88, 29, 3, -5, -24, -27, -40, 0, 33, -10, -51, -17, 41, 55, -83, 37, -17, 34, -37, 52, -52, -11, 41, -33, -28, 32, -46, 19, 53, 59, -79, 12, 5, 28, 29, -66, 43, -34, 26, -3, -23, -25, -65, -14, -13, 3, 14, -46, 71, -42, 1, -47, 30, -36, 16, 21, 51, 39, 24, -16, -29, -48, -3, 25, 38, -44, -71, 7, -30, -23, 55, 54, -56, 16, 4, -33, 20, -37, 13, -44, 24, 29, 27, -1, -76, 13, -15, -25, -35, -38, 56, -4, 25, 38, 27, 34, 14, -5, 18, -19, -85, -69, 22, 24, 11, 31, 17, -48, -32, -65, 46, -11, -36, 15, -31, -37, -19, -17, 6, 46, 43, 55, -42, -58, 59, -24, 33, 51, 27, 28, -41, 36, 33, 24, -58, -8, 55, -13, 28, -2, 52, 31, -33, -10, -40, -56, 3, -30, -8, -10, 9, -70, 16, 38, -50, 34, -73, 37, -34, 39, 70, -40, -10, -22, -46, -43, 4, -53, 41, 48, -34, 14, -47, 56, 25, 12, -14, 37, -12, 5, -56, 39, 8, -10, -48, 40, 9, 39, -53, 48, 60, -48, 37, -18, 29, 20, 43, -43, -9, 3, -53, -26, 8, 51, -21, -20, 51, -5, 67, 1, 43, -36, -23, 2, -49, 53, -45, -39, 41, 47, -28, 20, 3, 16, 45, -31, -13, -71, 17, -76, -14, -31, 48, -22, -19, -5, -32, -26, 38, -53, -28} + +#define TENSOR_DENSE_1_KERNEL_0_DEC_BITS {8} + +#define TENSOR_DENSE_1_BIAS_0 {-27, 45, -79, 21, 36, -19, 9, -24, 46, -42} + +#define TENSOR_DENSE_1_BIAS_0_DEC_BITS {11} + +#define DENSE_1_BIAS_LSHIFT {0} + +#define DENSE_1_OUTPUT_RSHIFT {9} + + +/* output q format for each layer */ +#define INPUT_1_OUTPUT_DEC 7 +#define INPUT_1_OUTPUT_OFFSET 17 +#define CONV2D_OUTPUT_DEC 6 +#define CONV2D_OUTPUT_OFFSET 3 +#define RE_LU_OUTPUT_DEC 6 +#define RE_LU_OUTPUT_OFFSET 0 +#define MAX_POOLING2D_OUTPUT_DEC 6 +#define MAX_POOLING2D_OUTPUT_OFFSET 0 +#define CONV2D_1_OUTPUT_DEC 5 +#define CONV2D_1_OUTPUT_OFFSET -1 +#define RE_LU_1_OUTPUT_DEC 5 +#define RE_LU_1_OUTPUT_OFFSET 0 +#define MAX_POOLING2D_1_OUTPUT_DEC 5 +#define MAX_POOLING2D_1_OUTPUT_OFFSET 0 +#define CONV2D_2_OUTPUT_DEC 4 +#define CONV2D_2_OUTPUT_OFFSET -4 +#define RE_LU_2_OUTPUT_DEC 4 +#define RE_LU_2_OUTPUT_OFFSET 0 +#define DROPOUT_OUTPUT_DEC 4 +#define DROPOUT_OUTPUT_OFFSET 0 +#define MAX_POOLING2D_2_OUTPUT_DEC 4 +#define MAX_POOLING2D_2_OUTPUT_OFFSET 0 +#define FLATTEN_OUTPUT_DEC 4 +#define FLATTEN_OUTPUT_OFFSET 0 +#define DENSE_OUTPUT_DEC 3 +#define DENSE_OUTPUT_OFFSET -7 +#define DROPOUT_1_OUTPUT_DEC 3 +#define DROPOUT_1_OUTPUT_OFFSET 0 +#define RE_LU_3_OUTPUT_DEC 3 +#define RE_LU_3_OUTPUT_OFFSET 0 +#define DENSE_1_OUTPUT_DEC 2 +#define DENSE_1_OUTPUT_OFFSET -4 +#define SOFTMAX_OUTPUT_DEC 7 +#define SOFTMAX_OUTPUT_OFFSET 13 + +/* bias shift and output shift for none-weighted layer */ + +/* tensors and configurations for each layer */ +static int8_t nnom_input_data[784] = {0}; + +const nnom_shape_data_t tensor_input_1_0_dim[] = {28, 28, 1}; +const nnom_qformat_param_t tensor_input_1_0_dec[] = {7}; +const nnom_qformat_param_t tensor_input_1_0_offset[] = {0}; +const nnom_tensor_t tensor_input_1_0 = { + .p_data = (void*)nnom_input_data, + .dim = (nnom_shape_data_t*)tensor_input_1_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_input_1_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_input_1_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 3, + .bitwidth = 8 +}; + +const nnom_io_config_t input_1_config = { + .super = {.name = "input_1"}, + .tensor = (nnom_tensor_t*)&tensor_input_1_0 +}; +const int8_t tensor_conv2d_kernel_0_data[] = TENSOR_CONV2D_KERNEL_0; + +const nnom_shape_data_t tensor_conv2d_kernel_0_dim[] = {3, 3, 1, 12}; +const nnom_qformat_param_t tensor_conv2d_kernel_0_dec[] = TENSOR_CONV2D_KERNEL_0_DEC_BITS; +const nnom_qformat_param_t tensor_conv2d_kernel_0_offset[] = {0}; +const nnom_tensor_t tensor_conv2d_kernel_0 = { + .p_data = (void*)tensor_conv2d_kernel_0_data, + .dim = (nnom_shape_data_t*)tensor_conv2d_kernel_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_conv2d_kernel_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_conv2d_kernel_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 4, + .bitwidth = 8 +}; +const int8_t tensor_conv2d_bias_0_data[] = TENSOR_CONV2D_BIAS_0; + +const nnom_shape_data_t tensor_conv2d_bias_0_dim[] = {12}; +const nnom_qformat_param_t tensor_conv2d_bias_0_dec[] = TENSOR_CONV2D_BIAS_0_DEC_BITS; +const nnom_qformat_param_t tensor_conv2d_bias_0_offset[] = {0}; +const nnom_tensor_t tensor_conv2d_bias_0 = { + .p_data = (void*)tensor_conv2d_bias_0_data, + .dim = (nnom_shape_data_t*)tensor_conv2d_bias_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_conv2d_bias_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_conv2d_bias_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 1, + .bitwidth = 8 +}; + +const nnom_qformat_param_t conv2d_output_shift[] = CONV2D_OUTPUT_RSHIFT; +const nnom_qformat_param_t conv2d_bias_shift[] = CONV2D_BIAS_LSHIFT; +const nnom_conv2d_config_t conv2d_config = { + .super = {.name = "conv2d"}, + .qtype = NNOM_QTYPE_PER_TENSOR, + .weight = (nnom_tensor_t*)&tensor_conv2d_kernel_0, + .bias = (nnom_tensor_t*)&tensor_conv2d_bias_0, + .output_shift = (nnom_qformat_param_t *)&conv2d_output_shift, + .bias_shift = (nnom_qformat_param_t *)&conv2d_bias_shift, + .filter_size = 12, + .kernel_size = {3, 3}, + .stride_size = {1, 1}, + .padding_size = {0, 0}, + .dilation_size = {1, 1}, + .padding_type = PADDING_SAME +}; + +const nnom_pool_config_t max_pooling2d_config = { + .super = {.name = "max_pooling2d"}, + .padding_type = PADDING_SAME, + .output_shift = 0, + .kernel_size = {2, 2}, + .stride_size = {2, 2}, + .num_dim = 2 +}; +const int8_t tensor_conv2d_1_kernel_0_data[] = TENSOR_CONV2D_1_KERNEL_0; + +const nnom_shape_data_t tensor_conv2d_1_kernel_0_dim[] = {3, 3, 12, 24}; +const nnom_qformat_param_t tensor_conv2d_1_kernel_0_dec[] = TENSOR_CONV2D_1_KERNEL_0_DEC_BITS; +const nnom_qformat_param_t tensor_conv2d_1_kernel_0_offset[] = {0}; +const nnom_tensor_t tensor_conv2d_1_kernel_0 = { + .p_data = (void*)tensor_conv2d_1_kernel_0_data, + .dim = (nnom_shape_data_t*)tensor_conv2d_1_kernel_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_conv2d_1_kernel_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_conv2d_1_kernel_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 4, + .bitwidth = 8 +}; +const int8_t tensor_conv2d_1_bias_0_data[] = TENSOR_CONV2D_1_BIAS_0; + +const nnom_shape_data_t tensor_conv2d_1_bias_0_dim[] = {24}; +const nnom_qformat_param_t tensor_conv2d_1_bias_0_dec[] = TENSOR_CONV2D_1_BIAS_0_DEC_BITS; +const nnom_qformat_param_t tensor_conv2d_1_bias_0_offset[] = {0}; +const nnom_tensor_t tensor_conv2d_1_bias_0 = { + .p_data = (void*)tensor_conv2d_1_bias_0_data, + .dim = (nnom_shape_data_t*)tensor_conv2d_1_bias_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_conv2d_1_bias_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_conv2d_1_bias_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 1, + .bitwidth = 8 +}; + +const nnom_qformat_param_t conv2d_1_output_shift[] = CONV2D_1_OUTPUT_RSHIFT; +const nnom_qformat_param_t conv2d_1_bias_shift[] = CONV2D_1_BIAS_LSHIFT; +const nnom_conv2d_config_t conv2d_1_config = { + .super = {.name = "conv2d_1"}, + .qtype = NNOM_QTYPE_PER_TENSOR, + .weight = (nnom_tensor_t*)&tensor_conv2d_1_kernel_0, + .bias = (nnom_tensor_t*)&tensor_conv2d_1_bias_0, + .output_shift = (nnom_qformat_param_t *)&conv2d_1_output_shift, + .bias_shift = (nnom_qformat_param_t *)&conv2d_1_bias_shift, + .filter_size = 24, + .kernel_size = {3, 3}, + .stride_size = {1, 1}, + .padding_size = {0, 0}, + .dilation_size = {1, 1}, + .padding_type = PADDING_SAME +}; + +const nnom_pool_config_t max_pooling2d_1_config = { + .super = {.name = "max_pooling2d_1"}, + .padding_type = PADDING_SAME, + .output_shift = 0, + .kernel_size = {2, 2}, + .stride_size = {2, 2}, + .num_dim = 2 +}; +const int8_t tensor_conv2d_2_kernel_0_data[] = TENSOR_CONV2D_2_KERNEL_0; + +const nnom_shape_data_t tensor_conv2d_2_kernel_0_dim[] = {3, 3, 24, 48}; +const nnom_qformat_param_t tensor_conv2d_2_kernel_0_dec[] = TENSOR_CONV2D_2_KERNEL_0_DEC_BITS; +const nnom_qformat_param_t tensor_conv2d_2_kernel_0_offset[] = {0}; +const nnom_tensor_t tensor_conv2d_2_kernel_0 = { + .p_data = (void*)tensor_conv2d_2_kernel_0_data, + .dim = (nnom_shape_data_t*)tensor_conv2d_2_kernel_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_conv2d_2_kernel_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_conv2d_2_kernel_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 4, + .bitwidth = 8 +}; +const int8_t tensor_conv2d_2_bias_0_data[] = TENSOR_CONV2D_2_BIAS_0; + +const nnom_shape_data_t tensor_conv2d_2_bias_0_dim[] = {48}; +const nnom_qformat_param_t tensor_conv2d_2_bias_0_dec[] = TENSOR_CONV2D_2_BIAS_0_DEC_BITS; +const nnom_qformat_param_t tensor_conv2d_2_bias_0_offset[] = {0}; +const nnom_tensor_t tensor_conv2d_2_bias_0 = { + .p_data = (void*)tensor_conv2d_2_bias_0_data, + .dim = (nnom_shape_data_t*)tensor_conv2d_2_bias_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_conv2d_2_bias_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_conv2d_2_bias_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 1, + .bitwidth = 8 +}; + +const nnom_qformat_param_t conv2d_2_output_shift[] = CONV2D_2_OUTPUT_RSHIFT; +const nnom_qformat_param_t conv2d_2_bias_shift[] = CONV2D_2_BIAS_LSHIFT; +const nnom_conv2d_config_t conv2d_2_config = { + .super = {.name = "conv2d_2"}, + .qtype = NNOM_QTYPE_PER_TENSOR, + .weight = (nnom_tensor_t*)&tensor_conv2d_2_kernel_0, + .bias = (nnom_tensor_t*)&tensor_conv2d_2_bias_0, + .output_shift = (nnom_qformat_param_t *)&conv2d_2_output_shift, + .bias_shift = (nnom_qformat_param_t *)&conv2d_2_bias_shift, + .filter_size = 48, + .kernel_size = {3, 3}, + .stride_size = {1, 1}, + .padding_size = {0, 0}, + .dilation_size = {1, 1}, + .padding_type = PADDING_SAME +}; + +const nnom_pool_config_t max_pooling2d_2_config = { + .super = {.name = "max_pooling2d_2"}, + .padding_type = PADDING_SAME, + .output_shift = 0, + .kernel_size = {2, 2}, + .stride_size = {2, 2}, + .num_dim = 2 +}; + +const nnom_flatten_config_t flatten_config = { + .super = {.name = "flatten"} +}; +const int8_t tensor_dense_kernel_0_data[] = TENSOR_DENSE_KERNEL_0; + +const nnom_shape_data_t tensor_dense_kernel_0_dim[] = {768, 96}; +const nnom_qformat_param_t tensor_dense_kernel_0_dec[] = TENSOR_DENSE_KERNEL_0_DEC_BITS; +const nnom_qformat_param_t tensor_dense_kernel_0_offset[] = {0}; +const nnom_tensor_t tensor_dense_kernel_0 = { + .p_data = (void*)tensor_dense_kernel_0_data, + .dim = (nnom_shape_data_t*)tensor_dense_kernel_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_dense_kernel_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_dense_kernel_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 2, + .bitwidth = 8 +}; +const int8_t tensor_dense_bias_0_data[] = TENSOR_DENSE_BIAS_0; + +const nnom_shape_data_t tensor_dense_bias_0_dim[] = {96}; +const nnom_qformat_param_t tensor_dense_bias_0_dec[] = TENSOR_DENSE_BIAS_0_DEC_BITS; +const nnom_qformat_param_t tensor_dense_bias_0_offset[] = {0}; +const nnom_tensor_t tensor_dense_bias_0 = { + .p_data = (void*)tensor_dense_bias_0_data, + .dim = (nnom_shape_data_t*)tensor_dense_bias_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_dense_bias_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_dense_bias_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 1, + .bitwidth = 8 +}; + +const nnom_qformat_param_t dense_output_shift[] = DENSE_OUTPUT_RSHIFT; +const nnom_qformat_param_t dense_bias_shift[] = DENSE_BIAS_LSHIFT; +const nnom_dense_config_t dense_config = { + .super = {.name = "dense"}, + .qtype = NNOM_QTYPE_PER_TENSOR, + .weight = (nnom_tensor_t*)&tensor_dense_kernel_0, + .bias = (nnom_tensor_t*)&tensor_dense_bias_0, + .output_shift = (nnom_qformat_param_t *)&dense_output_shift, + .bias_shift = (nnom_qformat_param_t *)&dense_bias_shift +}; +const int8_t tensor_dense_1_kernel_0_data[] = TENSOR_DENSE_1_KERNEL_0; + +const nnom_shape_data_t tensor_dense_1_kernel_0_dim[] = {96, 10}; +const nnom_qformat_param_t tensor_dense_1_kernel_0_dec[] = TENSOR_DENSE_1_KERNEL_0_DEC_BITS; +const nnom_qformat_param_t tensor_dense_1_kernel_0_offset[] = {0}; +const nnom_tensor_t tensor_dense_1_kernel_0 = { + .p_data = (void*)tensor_dense_1_kernel_0_data, + .dim = (nnom_shape_data_t*)tensor_dense_1_kernel_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_dense_1_kernel_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_dense_1_kernel_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 2, + .bitwidth = 8 +}; +const int8_t tensor_dense_1_bias_0_data[] = TENSOR_DENSE_1_BIAS_0; + +const nnom_shape_data_t tensor_dense_1_bias_0_dim[] = {10}; +const nnom_qformat_param_t tensor_dense_1_bias_0_dec[] = TENSOR_DENSE_1_BIAS_0_DEC_BITS; +const nnom_qformat_param_t tensor_dense_1_bias_0_offset[] = {0}; +const nnom_tensor_t tensor_dense_1_bias_0 = { + .p_data = (void*)tensor_dense_1_bias_0_data, + .dim = (nnom_shape_data_t*)tensor_dense_1_bias_0_dim, + .q_dec = (nnom_qformat_param_t*)tensor_dense_1_bias_0_dec, + .q_offset = (nnom_qformat_param_t*)tensor_dense_1_bias_0_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 1, + .bitwidth = 8 +}; + +const nnom_qformat_param_t dense_1_output_shift[] = DENSE_1_OUTPUT_RSHIFT; +const nnom_qformat_param_t dense_1_bias_shift[] = DENSE_1_BIAS_LSHIFT; +const nnom_dense_config_t dense_1_config = { + .super = {.name = "dense_1"}, + .qtype = NNOM_QTYPE_PER_TENSOR, + .weight = (nnom_tensor_t*)&tensor_dense_1_kernel_0, + .bias = (nnom_tensor_t*)&tensor_dense_1_bias_0, + .output_shift = (nnom_qformat_param_t *)&dense_1_output_shift, + .bias_shift = (nnom_qformat_param_t *)&dense_1_bias_shift +}; + +const nnom_softmax_config_t softmax_config = { + .super = {.name = "softmax"} +}; +static int8_t nnom_output_data[10] = {0}; + +const nnom_shape_data_t tensor_output_dim[] = {10}; +const nnom_qformat_param_t tensor_output_dec[] = {SOFTMAX_OUTPUT_DEC}; +const nnom_qformat_param_t tensor_output_offset[] = {0}; +const nnom_tensor_t tensor_output = { + .p_data = (void*)nnom_output_data, + .dim = (nnom_shape_data_t*)tensor_output_dim, + .q_dec = (nnom_qformat_param_t*)tensor_output_dec, + .q_offset = (nnom_qformat_param_t*)tensor_output_offset, + .qtype = NNOM_QTYPE_PER_TENSOR, + .num_dim = 1, + .bitwidth = 8 +}; + +const nnom_io_config_t output_config = { + .super = {.name = "output"}, + .tensor = (nnom_tensor_t*)&tensor_output +}; +/* model version */ +#define NNOM_MODEL_VERSION (10000*0 + 100*4 + 0) + +/* nnom model */ +static nnom_model_t* nnom_model_create(void) +{ + static nnom_model_t model; + nnom_layer_t* layer[16]; + + check_model_version(NNOM_MODEL_VERSION); + new_model(&model); + + layer[0] = input_s(&input_1_config); + layer[1] = model.hook(conv2d_s(&conv2d_config), layer[0]); + layer[2] = model.active(act_relu(), layer[1]); + layer[3] = model.hook(maxpool_s(&max_pooling2d_config), layer[2]); + layer[4] = model.hook(conv2d_s(&conv2d_1_config), layer[3]); + layer[5] = model.active(act_relu(), layer[4]); + layer[6] = model.hook(maxpool_s(&max_pooling2d_1_config), layer[5]); + layer[7] = model.hook(conv2d_s(&conv2d_2_config), layer[6]); + layer[8] = model.active(act_relu(), layer[7]); + layer[9] = model.hook(maxpool_s(&max_pooling2d_2_config), layer[8]); + layer[10] = model.hook(flatten_s(&flatten_config), layer[9]); + layer[11] = model.hook(dense_s(&dense_config), layer[10]); + layer[12] = model.active(act_relu(), layer[11]); + layer[13] = model.hook(dense_s(&dense_1_config), layer[12]); + layer[14] = model.hook(softmax_s(&softmax_config), layer[13]); + layer[15] = model.hook(output_s(&output_config), layer[14]); + model_compile(&model, layer[0], layer[15]); + return &model; +}